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William N. Goetzmann's
Scholarly Papers
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Total Downloads
166,260 |
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1,683 |
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1.
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Pairs Trading: Performance of a Relative Value Arbitrage Rule
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Evan Gatev Simon Fraser University William N. Goetzmann Yale School of Management - International Center for Finance K. Geert Rouwenhorst Yale School of Management - International Center for Finance
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28 Dec 98
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16 Apr 08
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17,152 ( 30) |
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Evan G. Galev Yale School of Management William N. Goetzmann Yale School of Management - International Center for Finance K. Geert Rouwenhorst Yale School of Management - International Center for Finance
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20 Sep 00
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16 Apr 08
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We test a Wall Street investment strategy known as pairs trading' with daily data over the period 1962 through 1997. Stocks are matched into pairs according to minimum distance in historical normalized price space. We test the profitability of several trading rules with six-month trading periods over the 1962-1997 period, and find average annualized excess returns of up to 12 percent for a number of self-financing portfolios of top pairs. Part of these profits may be due to market microstructure effects. Nevertheless, our historical trading profits exceed a conservative estimate of transaction costs through most of the period. We bootstrap random pairs in order to distinguish pairs trading from pure mean-reversion strategies. The bootstrap results suggest that the pairs' effect differs from previously documented mean reversion profits.
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Evan Gatev Simon Fraser University William N. Goetzmann Yale School of Management - International Center for Finance K. Geert Rouwenhorst Yale School of Management - International Center for Finance
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28 Dec 98
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24 Jan 08
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16,673
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We test a Wall Street investment strategy, pairs trading, with daily data over 1962-2002. Stocks are matched into pairs with minimum distance between normalized historical prices. A simple trading rule yields average annualized excess returns of up to 11 percent for selffinancing portfolios of pairs. The profits typically exceed conservative transaction costs estimates. Bootstrap results suggest that the pairs effect differs from previously-documented reversal profits. Robustness of the excess returns indicates that pairs trading profits from temporary mis-pricing of close substitutes. We link the profitability to the presence of a common factor in the returns, different from conventional risk measures.
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2.
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William N. Goetzmann Yale School of Management - International Center for Finance Roger G. Ibbotson Yale School of Management Stephen J. Brown NYU Stern School of Business
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27 Feb 97
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24 Apr 08
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12,857 (45)
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We examine the performance of the off-shore hedge fund industry over the period 1989 through 1995 using a database that includes both defunct and currently operating funds. The industry is characterized by high attrition rates of funds, low covariance with the U.S. stock market, evidence consistent with positive risk-adjusted returns over the time, but little evidence of differential manager skil.
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance James M. Park PARADIGM Capital Management
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11 Feb 98
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24 Apr 08
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11,164 (58)
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We test the hypothesis that hedge funds were responsible for the crash in the Asian currencies in late 1997. To do so, we develop estimates of the changing positions of the largest ten currency funds in one currency, the Malaysian ringgit and to a basket of Asian currencies. Our methodology is adapted from the Sharpe?s (1992) style analysis approach that decomposes fund returns. We find that the net long or short positions in the ringgit or its correlates did fluctuate dramatically over the last four years. However, these fluctuations were not associated with moves in the exchange rate. The estimated net positions of the major funds were not unusual during the crash period, nor were the profits of the funds during the crisis. In sum, we find no empirical evidence to support the hypothesis that George Soros, or any other hedge fund manager was responsible for the crisis.
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4.
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Hedge Funds With Style
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance
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Posted:
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21 Feb 01
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23 Dec 08
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7,828 ( 100) |
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance
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03 Nov 08
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23 Dec 08
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The popular perception is that hedge funds follow a reasonably well defined market-neutral investment style. While this long-short investment strategy may have characterized the first hedge funds, today hedge funds are a reasonably heterogeneous group. They are better defined in terms oftheir freedom from the constraints imposed by the Investment Company Act of 1940, than they are by the particular style of investment. We study the monthly return history of hedge funds over the period 1989 through to January 2000 and find that there are in fact a number of distinct styles of management. We find that differences in investment style contribute about 20 per cent of the crosssectional variability in hedge fund performance. This result is consistent across the years of our sample and is robust to the way in which we determine investment style. We conclude that appropriate style analysis and style management are crucial to success for investors looking to invest in this market.
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance
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16 Mar 01
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05 Oct 01
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184
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Abstract:
The popular perception is that hedge funds follow a reasonably well defined market-neutral investment style. While this long-short investment strategy may have characterized the first hedge funds, today hedge funds are a reasonably heterogeneous group. They are better defined in terms of their freedom from the constraints imposed by the Investment Company Act of 1940, than they are by the particular style of investment. We study the monthly return history of hedge funds over the period 1989 through to January 2000 and find that there are in fact a number of distinct styles of management. We find that differences in investment style contribute about 20 per cent of the cross sectional variability in hedge fund performance. This result is consistent across the years of our sample and is robust to the way in which we determine investment style. We conclude that appropriate style analysis and style management are crucial to success for investors looking to invest in this market.
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance
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21 Feb 01
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23 Apr 08
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7,587
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Abstract:
The popular perception is that hedge funds follow a reasonably well defined market-neutral investment style. While this long- short investment strategy may have characterized the first hedge funds, today hedge funds are a reasonably heterogeneous group. They are better defined in terms of their freedom from the constraints imposed by the Investment Company Act of 1940, than they are by the particular style of investment. We study the monthly return history of hedge funds over the period 1989 through to January 2000 and find that there are in fact a number of distinct styles of management. We find that differences in investment style contribute about 20 percent of the cross sectional variability in hedge fund performance. This result is consistent across the years of our sample and is robust to the way in which we determine investment style. We conclude that appropriate style analysis and style management are crucial to success for investors looking to invest in this market.
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5.
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance Alok Kumar University of Texas at Austin
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11 Feb 98
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24 Apr 08
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7,742 (104)
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Alfred Cowles' (1934) test of the Dow Theory apparently provided strong evidence against the ability of Wall Street's most famous chartist to forecast the stock market. In this paper, we review Cowles' evidence and find that it supports the contrary conclusion -- that the Dow Theory, as applied by its major practitioner, William Peter Hamilton over the period 1902 to 1929, yielded positive risk-adjusted returns. A re-analysis of the Hamilton editorials suggests that his timing strategies yield high Sharpe ratios and positive alphas. Neural net modeling to replicate Hamilton's market calls provides interesting insight into the nature and content of the Dow Theory. This allows us to examine the properties of the Dow Theory itself out-of-sample.
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William N. Goetzmann Yale School of Management - International Center for Finance Jonathan E. Ingersoll Jr. Jr. Yale School of Management - International Center for Finance Matthew I. Spiegel Yale School of Management, International Center for Finance Ivo Welch Brown University - Department of Economics
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22 Mar 02
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18 Apr 06
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6,171 (154)
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Over the years numerous portfolio performance measures have been proposed. In general they are designed to capture some particular enhancement that might result from active management. However, if a principal uses a measure to judge an agent, then the agent has an incentive to game the measure. Our paper shows that such gaming can have a substantial impact on a number of popular measures even in the presence of extremely high transactions costs. The question then arises as to whether or not there exists a measure that cannot be gamed? As this paper shows there are conditions under which such a measure exists and fully characterizes it. This manipulation-proof measure looks like the average of a power utility function, calculated over the return history. The case for using our alternative ranking metric is particularly compelling in the hedge fund industry, in which the use of derivatives is unconstrained and manager compensation itself induces a non-linear payoff and thus encourages gaming.
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Stanley J. Garstka Yale School of Management William N. Goetzmann Yale School of Management - International Center for Finance
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17 Sep 99
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11 Jan 01
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5,520 (198)
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Modern accounting-based valuation models such as residual income and EVA may be thought of as careful estimates of the economic return to investors in excess of the firm's cost of capital. The framework for these models can be traced to theoretical and empirical work in the early part of the century, coincidental with the introduction of mathematical economics to America and with the availability of standardized accounting data for use by professional statisticians. By the middle of the century these "economic theory" and "practical empirical" tracks began to merge and corporate managers consciously adapted and applied performance evaluation technology in the decision making process. The development of corporate performance measurement over the past century has its genesis in the work of statisticians, economists and managers who sought to understand the functions of the American corporation and through this understanding to improve its operation. In this essay, we trace the development of early attempts by academics to compare economic performance across firms using empirical data. We also list significant developments in economic theory that are relevant to the performance assessment of firms. We argue that, even though several of the key concepts driving today's measures of corporate performance had their origin in the 1920's, much of the debate about corporate performance evaluation which still rages today has to do with the ability (or lack of ability) to generate appropriate accounting numbers to input into the theoretically correct economic models.
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8.
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High-Water Marks and Hedge Fund Management Contracts
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William N. Goetzmann Yale School of Management - International Center for Finance Jonathan E. Ingersoll Jr. Jr. Yale School of Management - International Center for Finance Stephen A. Ross Massachusetts Institute of Technology (MIT) - Sloan School of Management
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08 Feb 98
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07 Dec 03
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5,057 ( 236) |
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William N. Goetzmann Yale School of Management - International Center for Finance Jonathan E. Ingersoll Jr. Jr. Yale School of Management - International Center for Finance Stephen A. Ross Massachusetts Institute of Technology (MIT) - Sloan School of Management
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30 Nov 03
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07 Dec 03
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Incentive fees for money managers are frequently accompanied by high-water mark provisions that condition the payment of the performance fee upon exceeding the previously achieved maximum share value. In this paper, we show that hedge fund performance fees are valuable to money managers, and conversely, represent a claim on a significant proportion of investor wealth. The high-water mark provisions in these contracts limit the value of the performance fees. We provide a closed-form solution to the cost of the high-water mark contract under certain conditions. Our results provide a framework for valuation of a hedge fund management company.
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William N. Goetzmann Yale School of Management - International Center for Finance Jonathan E. Ingersoll Jr. Jr. Yale School of Management - International Center for Finance Stephen A. Ross Massachusetts Institute of Technology (MIT) - Sloan School of Management
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08 Feb 98
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30 Aug 01
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5,057
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Incentive or performance fees for money managers are frequently accompanied by high-water mark provisions which condition the payment of the performance fee upon exceeding the maximum achieved share value. In this paper, we show that hedge fund performance fees are valuable to money managers, and conversely represent a claim on a significant proportion of investor wealth. The high-water mark provisions in these contracts limit the value of the performance fees. We provide a closed-form solution to the high-water mark contract under certain conditions. This solution shows that managers have an incentive to take risks. Our results provide a framework for valuation of a hedge fund management company. We conjecture that the existence of high-water mark compensation is due to decreasing returns to scale in the industry. Empirical evidence on the relationship between fund return and net money flows into and out of funds suggests that successful managers, and large fund managers are less willing to take new money than small fund managers.
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William N. Goetzmann Yale School of Management - International Center for Finance Roger G. Ibbotson Yale School of Management
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12 Apr 05
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14 Apr 05
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5,049 (238)
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We summarize some of our own past findings and place them in the context of the historical development of the idea of the equity risk premium and its empirical measurement by financial economists. In particular, we focus on how the theory of compensation for investment risk developed in the 20th century in tandem with the empirical analysis of historical investment performance. Finally, we update our study of the historical performance of the New York Stock Exchange over the period 1792 to the present, and include a measure of the U.S. equity risk premium over more than two centuries. This last section is based upon indices constructed from individual stock and dividend data collected over a decade of research at the Yale School of Management, and contributions by other scholars.
financial history, equity premium
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Massimo Massa INSEAD - Finance William N. Goetzmann Yale School of Management - International Center for Finance K. Geert Rouwenhorst Yale School of Management - International Center for Finance
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02 Mar 00
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11 Jan 01
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4,982 (247)
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Using a sample of daily net flows to nearly 1,000 U.S. mutual funds over a year and a half period, we identify a set of systematic factors that explain a significant amount of the variation in flows. This suggests the existence of a common component to mutual fund investor behavior and indicates which asset classes may be regarded as economic substitutes by the participants in the market for mutual fund shares. We find that flows into equity funds -- both domestic and international -- are negatively correlated to flows to money market funds and precious metals funds. This suggests that investor rebalancing between cash and equity explains a significant amount of trade in mutual fund shares. The negative correlation of equities to metals suggests that this timing is not simply due to liquidity concerns, but rather to sentiment about the equity premium. We address the question of whether behavioral factors spread returns by using the mutual fund flow factors as pre-specified regressors in a Fama-MacBeth asset pricing framework. We find that the factors derived from flows alone explain as much as 45% of the cross-sectional variation in mutual fund returns. The fund flow factors provide significant incremental explanatory power in the cross-sectional regressions on daily returns. We consider a number of alternatives to explain our evidence including causality from returns to flows and vice-versa. Our evidence is consistent with the existence of a pervasive investor sentiment variable.
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11.
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Long-Term Global Market Correlations
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William N. Goetzmann Yale School of Management - International Center for Finance Lingfeng Li Oak Hill Platinum Partners, LLC K. Geert Rouwenhorst Yale School of Management - International Center for Finance
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Posted:
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25 Oct 01
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24 Jan 08
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4,484 ( 307) |
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William N. Goetzmann Yale School of Management - International Center for Finance Lingfeng Li Oak Hill Platinum Partners, LLC K. Geert Rouwenhorst Yale School of Management - International Center for Finance
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17 Nov 01
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17 Nov 01
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In this paper we examine the correlation structure of the major world equity markets over 150 years. We find that correlations vary considerably through time and are highest during periods of economic and financial integration such as the late 19th and 20th centuries. Our analysis suggests that the diversification benefits to global investing are not constant, and that they are currently low compared to the rest of capital market history. We decompose the diversification benefits into two parts: a component that is due to variation in the average correlation across markets, and a component that is due to the variation in the investment opportunity set. There are periods, like the last two decades, in which the opportunity set expands dramatically, and the benefits to diversification are driven primarily by the existence of marginal markets. For other periods, such as the two decades following World War II, risk reduction is due to low correlations among the major national markets. From this, we infer that periods of globalization have both benefits and drawbacks for international investors. They expand the opportunity set, but diversification relies increasingly on investment in emerging markets.
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William N. Goetzmann Yale School of Management - International Center for Finance Lingfeng Li Oak Hill Platinum Partners, LLC K. Geert Rouwenhorst Yale School of Management - International Center for Finance
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25 Oct 01
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24 Jan 08
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4,398
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The correlation structure of the world equity markets varies considerably over the past 150 years. We show that correlations were high during periods of economic and financial integration. We decompose the benefits of international diversification into two parts: a component that measures variation of the average correlation across markets, and a component that measures variation of the investment opportunity set. Globalization is associated with relatively high correlations, and an increase in the investment opportunity set. From this, we infer that periods of globalization have both benefits and drawbacks for international investors.
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Bradford Case National Association of Real Estate Investment Trusts William N. Goetzmann Yale School of Management - International Center for Finance K. Geert Rouwenhorst Yale School of Management - International Center for Finance
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05 Apr 99
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11 Jan 01
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4,294 (338)
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The correlations among international real estate markets are surprisingly high, given the degree to which they are segmented. While industrial, office and retail properties exist all around the world, they are not economic substitutes because of locational specificity. In addition, the broad securitization of real estate property companies has, until recently, lagged that of other types of companies. Never-the-less, international property returns move together in dramatic fashion. In this paper, we use eleven years of global property returns to explore the factors influencing this co-movement. We attribute a substantial amount of the correlation across world property markets to the effects of changes in GNP, suggesting that real estate is a bet on fundamental economic variables which are correlated across countries. A decomposition shows that a local production factor is more important in some countries than in others.
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13.
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Fees on Fees in Funds of Funds
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance Bing Liang University of Massachusetts at Amherst - Department of Finance & Operations Management
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01 Oct 02
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11 Sep 09
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3,692 ( 457) |
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance Bing Liang University of Massachusetts at Amherst - Department of Finance & Operations Management
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13 Nov 08
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11 Sep 09
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Funds of funds are an increasingly popular avenue for hedge fund investment. Despite the increasing interest in hedge funds as an alternative asset class, the high degree of fund specific risk and the lack of transparency may give fiduciaries pause. In addition, many of the most attractive hedge funds are closed to new investment. Funds of funds resolve these issues by providing investors with diversification across manager styles and professional oversight of fund operations that can provide the necessary degree of due diligence. In addition, many such funds hold shares in hedge funds otherwise closed to new investment allowing smaller investors access to the most sought-after managers. However, the diversification, oversight and access comes at the cost of a multiplication of the fees paid by the investor. It is not generally understood that the incentive fee component of the fee on fee arrangement may under certain circumstances exceed the realized return on the fund. In this paper we argue that the disappointing after fee performance of some fund of funds may be explained by the nature of this fee arrangement. We examine an alternative fee arrangement that may provide better incentives at a lower cost to investors in these funds.
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance Bing Liang University of Massachusetts at Amherst - Department of Finance & Operations Management
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05 Nov 08
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11 Sep 09
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Funds of funds are an increasingly popular avenue for hedge fund investment. Despite the increasing interest in hedge funds as an alternative asset class, the high degree of fund specific risk and the lack of transparency may give fiduciaries pause. In addition, many of the most attractive hedge funds are closed to new investment. Funds of funds resolve these issues by providing investors with diversification across manager styles and professional oversight of fund operations that can provide the necessary degree of due diligence. In addition, many such funds hold shares in hedge funds otherwise closed to new investment allowing smaller investors access to the most sought-after managers. However, the diversification, oversight and access comes at the cost of a multiplication of the fees paid by the investor. One would expect that the information advantage of funds of funds would more than compensate investors for these fees. Unfortunately, individual hedge funds dominate fund of funds on an after-fee return or Sharpe ratio basis. In this paper we argue that the disappointing after-fee performance of some fund of funds might be explained by the nature of this fee arrangement, and that fund of funds providers may actually benefit from considering other possible fee arrangements. These alternative arrangements will improve reported performance and may make funds of funds more attractive to a growing institutional clientele.
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance Bing Liang University of Massachusetts at Amherst - Department of Finance & Operations Management
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03 Nov 08
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11 Sep 09
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Funds of funds are an increasingly popular avenue for hedge fund investment. Despite theincreasing interest in hedge funds as an alternative asset class, the high degree of fund specific risk and the lack of transparency may give fiduciaries pause. In addition, many of the most attractivehedge funds are closed to new investment. Funds of funds resolve these issues by providing investors with diversification across manager styles and professional oversight of fund operations that can provide the necessary degree of due diligence. In addition, many such funds hold shares inhedge funds otherwise closed to new investment allowing smaller investors access to the most sought-after managers. However, the diversification, oversight and access comes at the cost of a multiplication of the fees paid by the investor. It is not generally understood that the incentive feecomponent of the fee on fee arrangement may under certain circumstances exceed the realized return on the fund. In this paper we argue that the disappointing after fee performance of some fund of funds may be explained by the nature of this fee arrangement. We examine an alternative feearrangement that may provide better incentives at a lower cost to investors in these funds.
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance Bing Liang University of Massachusetts at Amherst - Department of Finance & Operations Management
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10 Dec 04
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11 Sep 09
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Funds of funds are an increasing popular avenue for hedge fund investment. Despite the increasing interest in hedge funds as an alternative asset class, the high degree of fund specific risk and the lack of transparency may give fiduciaries pause. In addition, many of the most attractive hedge funds are closed to new investment. Funds of funds resolve these issues by providing investors with diversification across manager styles and professional oversight of fund operations that can provide the necessary degree of due diligence. In addition, many such funds hold shares in hedge funds otherwise closed to new investment allowing smaller investors access to the most sought-after managers. However, the diversification, oversight and access comes at the cost of a multiplication of the fees paid by the investor. One would expect that the information advantage of funds of funds would more than compensate investors for these fees. Unfortunately, individual hedge funds dominate fund of funds on an after-fee return to Sharpe ratio basis. In this paper we argue that the disappointing after-fee performance of some fund of funds might be explained by the nature of this fee argument, and that fund of funds providers may actually benefit from considering other possible fee arrangements. These alternative arrangements will improve reported performance and may make funds of funds more attractive to a growing institutional clientele.
Hedge funds, funds-of-funds, incentive fees
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance Bing Liang University of Massachusetts at Amherst - Department of Finance & Operations Management
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02 Feb 03
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20 Jun 09
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Abstract:
Funds of funds are an increasingly popular avenue for hedge fund investment. Despite the increasing interest in hedge funds as an alternative asset class, the high degree of fund specific risk and the lack of transparency may give fiduciaries pause. In addition, many of the most attractive hedge funds are closed to new investment. Funds of funds resolve these issues by providing investors with diversification across manaager styles and professional oversight of fund operations that can provide the necessary degree of due diligence. In addition, many such funds hold shares in hedge funds otherwise closed to new investment allowing smaller investors access to the most sought-after managers. However, the diversification, oversight and access comes at the cost of a multiplication of fees paid by the investor. One would expect that the information advantage of funds of funds would more than compensate investors for these fees. Unfortunately, individual hedge funds dominate fund of funds on an after-fee return or Sharpe ratio basis. In this paper we argue that the disappointing after-fee performance of some fund of funds may be explained by the nature of this fee arrangement. Fund of funds providers pass on individual hedge fund incentive fees in the form of after-fee returns, although they are in a better position to hedge these fees than are their investors. We examine a new fee arrangement emerging in the industry that may provide better incentives at a lower cost to investors in these funds.
Institutional subscribers to the NBER working paper series, and residents of developing countries may download this paper without additional charge at www.nber.org.
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance Bing Liang University of Massachusetts at Amherst - Department of Finance & Operations Management
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01 Oct 02
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11 Sep 09
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Abstract:
Funds of funds are an increasingly popular avenue for hedge fund investment. Despite the increasing interest in hedge funds as an alternative asset class, the high degree of fund specific risk and the lack of transparency may give fiduciaries pause. In addition, many of the most attractive hedge funds are closed to new investment. Funds of funds resolve these issues by providing investors with diversification across manager styles and professional oversight of fund operations that can provide the necessary degree of due diligence. In addition, many such funds hold shares in hedge funds otherwise closed to new investment allowing smaller investors access to the most sought-after managers. However the diversification, oversight and access comes at the cost of a multiplication of the fees paid by the investor. One would expect that the information advantage of funds would more than compensate investors for these fees. Unfortunately, individual hedge funds dominate fund of funds on an after-fee return or Sharpe ratio basis. In this paper we argue that the disappointing after-fee performance of some fund of funds might be explained by the nature of this fee arrangement, and that fund of funds providers may actually benefit from considering other possible fee arrangements. These alternative arrangements will improve reported performance and may make funds of funds more attractive to a growing institutional clientele.
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14.
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Day Trading International Mutual Funds: Evidence And Policy Solutions
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William N. Goetzmann Yale School of Management - International Center for Finance Zoran Ivkovich Michigan State University, Department of Finance K. Geert Rouwenhorst Yale School of Management - International Center for Finance
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05 Apr 00
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25 Jul 01
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3,421 ( 527) |
37
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William N. Goetzmann Yale School of Management - International Center for Finance Zoran Ivkovich Michigan State University, Department of Finance K. Geert Rouwenhorst Yale School of Management - International Center for Finance
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11 Jul 01
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25 Jul 01
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Abstract:
Daily pricing of mutual funds provides liquidity to investors but is subject to valuation errors due to the inability to observe synchronous, fair security prices at the end of the trading day. This may hurt fund investors if speculators strategically seek to exploit mispricing or if the net flow of money into funds is correlated with these pricing errors. We show that mutual funds are exposed to speculative traders by using a simple day trading rule that yields large profits in a sample of 391 U.S.-based open-end international mutual funds. We propose a simple "fair pricing" mechanism that alleviates these concerns by correcting net asset values for stale prices. We argue that fund companies and regulators should look at alternatives that allow funds to offer fair pricing to investors, which in turn decreases the need to resort to monitoring for day traders and redemption penalties.
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William N. Goetzmann Yale School of Management - International Center for Finance Zoran Ivkovich Michigan State University, Department of Finance K. Geert Rouwenhorst Yale School of Management - International Center for Finance
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05 Apr 00
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Last Revised:
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05 Jun 01
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3,421
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37
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Abstract:
Daily pricing of mutual funds provides liquidity to investors but is subject to valuation errors due to the inability to observe synchronous, fair security prices at the end of the trading day. This may hurt fund investors if speculators strategically seek to exploit mispricing or if the net flow of money into funds is correlated with these pricing errors. We show that mutual funds are exposed to speculative traders by using a simple day trading rule that yields large profits in a sample of 391 U.S.-based open-end international mutual funds. We propose a simple "fair pricing" mechanism that alleviates these concerns by correcting net asset values for stale prices. We argue that fund companies and regulators should look at alternatives that allow funds to offer fair pricing to investors, which in turn decreases the need to resort to monitoring for day traders and redemption penalties.
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15.
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance James M. Park PARADIGM Capital Management
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10 Feb 98
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24 Apr 08
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3,267 (566)
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28
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Abstract:
We investigate whether hedge fund and commodity trading advisor [CTA] return variance is conditional upon performance in the first half of the year. Our results are consistent with the Brown, Harlow and Starks (1994) findings for mutual fund managers. We find that good performers in the first half of the year reduce the volatility of their portfolios, but not vice-versa. The result that manager "variance strategies" depend upon relative ranking not distance from the high water mark threshold is unexpected, because CTA manager compensation is based on this absolute benchmark, rather than relative to other funds or indices. We conjecture that the threat of disappearance is a significant one for hedge fund managers and CTAs. An analysis of performance preceding departure from the database shows an association between disappearance and underperformance. An analysis of the annual hazard rates shows that performers in the lowest decile face a serious threat of closure. We find evidence to support the fact that survivorship and backfilling are both serious concerns in the use of hedge fund and CTA data.
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16.
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Efficiency and the Bear: Short Sales and Markets Around the World
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Arturo Bris IMD International William N. Goetzmann Yale School of Management - International Center for Finance Ning Zhu Yale School of Management
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Posted:
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08 Feb 03
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21 Sep 09
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3,206 ( 584) |
57
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Arturo Bris IMD International William N. Goetzmann Yale School of Management - International Center for Finance Ning Zhu Yale School of Management
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23 Jan 06
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21 Sep 09
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Abstract:
We analyze cross-sectional and time series information from forty-six equity markets around the world to consider whether short sales restrictions affect the efficiency of the market and the distributional characteristics of returns to individual stocks and market indices. We construct two measures of price efficiency that quantify the asymmetric response of individual stock returns to negative vs. positive information, and find some evidence that prices incorporate negative information faster in countries where short sales are allowed and practiced. This evidence is consistent with more efficient price discovery at the individual security level. A common conjecture by regulators is that short sales restrictions can reduce the relative severity of a market panic. We test this conjecture by examining the skewness of market returns. We find strong evidence that in markets where short selling is either prohibited or not practiced, market returns display significantly less negative skewness. However, at the individual stock level, short sales restrictions appear to make no difference.
Short Sales, Market Efficiency, Market Crashes
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Arturo Bris IMD International William N. Goetzmann Yale School of Management - International Center for Finance Ning Zhu Yale School of Management
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08 Feb 03
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21 Jun 09
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29
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Abstract:
We analyze cross-sectional and time series information from forty-seven equity markets around the world, to consider whether short-sales restrictions affect the efficiency of the market, and the distributional characteristics of returns to individual stocks and market indices. Using the approach developed in Morck et.al. (2000) we find significantly more cross-sectional variation in equity returns in markets where short selling is feasible and practiced, controlling for a host of other factors. This evidence is consistent with more efficient price discovery at the individual security level. A common conjecture by regulators is that short-selling restrictions can reduce the relative severity of a market panic. We test this conjecture by examining the skewness of market returns. We find that in markets where short selling is either prohibited or not practiced, returns display significantly less negative skewness, and the frequency of extreme negative returns is lower. On the other hand, the overall volatility of individual returns and market returns is higher.
Institutional subscribers to the NBER working paper series, and residents of developing countries may download this paper without additional charge at www.nber.org.
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Arturo Bris IMD International William N. Goetzmann Yale School of Management - International Center for Finance Ning Zhu Yale School of Management
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| Posted: |
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06 Oct 04
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Last Revised:
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21 Sep 09
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3,177
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57
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Abstract:
We analyze cross-sectional and time series information from forty-six equity markets around the world, to consider whether short sales restrictions affect the efficiency of the market, and the distributional characteristics of returns to individual stock and market indices. We construct two measures of price efficiency that quantify the asymmetric response of individual stock returns to negative vs. positive information, and find that prices incorporate information faster in countries where short sales are allowed and practiced. This evidence is consistent with more efficient price discovery at the individual security level. A common conjecture by regulators is that short sales restrictions can reduce the relative severity of a market panic. We test this conjecture by examining the skewness of market returns. We find some evidence that in markets where short selling is either prohibited or not practices, market returns display significantly less negative skewness. However, at the individual stock level, short sales restrictions appear to make no difference.
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17.
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Positive Portfolio Factors
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance Mark Grinblatt University of California, Los Angeles - Finance Area
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Posted:
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23 Apr 98
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Last Revised:
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24 Apr 08
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3,062 ( 630) |
5
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance Mark Grinblatt University of California, Los Angeles - Finance Area
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20 Sep 00
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07 Apr 08
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44
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We use an iterative relocation algorithm to identify factors in common stock returns. The benefit of the approach is that factors are portfolios of assets with non-negative weights. As a result, they are readily interpreted in terms of their characteristics of the underlying securities. The positive portfolio factors have comparatively high explanatory power in sample and out-of-sample. We find evidence of a size factor and factors identified with certain industries. Factors extracted from the mutual fund universe perform marginally better than factors from the universe of equities.
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance Mark Grinblatt University of California, Los Angeles - Finance Area
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| Posted: |
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23 Apr 98
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Last Revised:
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24 Apr 08
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3,018
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5
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Abstract:
We use an iterative relocation algorithm to identify factors in common stock returns. The benefit of the approach is that factors are portfolios of assets with non-negative weights. As a result, they are readily interpretable in terms of the characteristics of the underlying securities. The positive portfolio factors have comparatively high explanatory power in sample and out of sample. We find evidence of a size factor and factors identified with certain industries. Factors extracted from the mutual fund universe perform marginally better than factors from the universe of equities.
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18.
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William N. Goetzmann Yale School of Management - International Center for Finance Roger G. Ibbotson Yale School of Management Liang Peng University of Colorado at Boulder
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| Posted: |
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14 Aug 00
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05 Mar 01
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2,825 (752)
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21
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Abstract:
In this paper, we collect individual stock prices for NYSE stocks over the period 1815 to 1925 and individual dividend data over the period 1825 to 1870. We use monthly price and dividend information on more than 600 individual securities over the period to estimate a stock price index and total return series that extends virtually to the beginning of the New York Stock Exchange. We use this data to estimate the power of past returns and dividend yields to forecast future long-horizon returns. We find some evidence of predictabiity in sub-periods but little predictability over the long term. We estimate the time-varying volatility of the U.S. market over the period 1815 to 1925 and find evidence of a leverage effect on risk. This new database will allow future researchers to test a broad range of hypotheses about the U.S. capital markets in a rich, untouched sample.
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19.
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William N. Goetzmann Yale School of Management - International Center for Finance Philippe Jorion University of California, Irvine - Paul Merage School of Business
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| Posted: |
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06 Feb 97
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Last Revised:
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21 Aug 00
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2,692 (816)
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11
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Abstract:
The expected return on equity capital is possibly the most important driving factor in asset allocation decisions. Yet, the long-term estimates we typically use are derived from U.S. data only. There are reasons to suspect, however, that these estimates of return on capital are subject to survivorship, as the United States is arguably the most successful capitalist system in the world; most other countries have been plagued by political upheaval, war, and financial crises. The purpose of this paper is to provide estimates of return on capital from long-term histories for world equity markets. By putting together a variety of sources, we collected a database of capital appreciation indexes for 39 markets with histories going back as far back as the l920s. Our results are striking. We find that the United States has by far the highest uninterrupted real rate of appreciation of all countries, at about 5 percent annually. For other countries, the median real appreciation rate is about 1.5 percent. The high return premium obtained for U.S. equities therefore appears to be the exception rather than the rule. Our global databases also allow us to reconstruct monthly real and dollar-valued capital appreciation indices for global markets, providing further evidence on the benefits of international diversification.
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20.
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Fibonacci and the Financial Revolution
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William N. Goetzmann Yale School of Management - International Center for Finance
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Posted:
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27 Oct 03
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Last Revised:
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03 Sep 09
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2,579 ( 868) |
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William N. Goetzmann Yale School of Management - International Center for Finance
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| Posted: |
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18 Mar 04
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Last Revised:
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03 Sep 09
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85
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Abstract:
This paper examines the contribution of Leonardo of Pisa [Fibonacci] to the history of financial mathematics. Evidence in Leonardo's Liber Abaci (1202) suggests that he was the first to develop present value analysis for comparing the economic value of alternative contractual cash flows. He also developed a general method for expressing investment returns, and solved a wide range of complex interest rate problems. The paper argues that his advances in the mathematics of finance were stimulated by the commercial revolution in the Mediterranean during his lifetime, and in turn, his discoveries significantly influenced the evolution of capitalist enterprise and public finance in Europe in the centuries that followed. Fibonacci's discount rates were more culturally influential than his famous series.
Institutional subscribers to the NBER working paper series, and residents of developing countries may download this paper without additional charge at www.nber.org.
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William N. Goetzmann Yale School of Management - International Center for Finance
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| Posted: |
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27 Oct 03
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Last Revised:
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18 Mar 04
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2,494
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Abstract:
This paper examines the contribution of Leonardo of Pisa [Fibonacci] to the history of financial mathematics. Evidence in Leonardo's Liber Abaci (1202) suggests that he was the first to develop present value analysis for comparing the economic value of alternative contractual cash flows. He also developed a general method for expressing investment returns, and solved a wide range of complex interest rate problems. The paper argues that his advances in the mathematics of finance were stimulated by the commercial revolution in the Mediterranean during his lifetime, and in turn, his discoveries significantly influenced the evolution of capitalist enterprise and public finance in Europe in the centuries that followed. Fibonacci's discount rates were more culturally influential than his famous series.
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21.
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Massimo Massa INSEAD - Finance William N. Goetzmann Yale School of Management - International Center for Finance
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| Posted: |
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13 Jan 00
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Last Revised:
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16 Apr 01
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2,250 (1,119)
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36
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Abstract:
We use a two-year panel of individual accounts in an S&P 500 index mutual fund to examine the trading and investment behavior of more than 91 thousand investors who have chosen a low-cost, passively managed vehicle for savings. This allows us to characterize investors' heterogeneity in terms of their investment patterns. In particular, we identify positive feedback traders as well as contrarians whose activities are conditional upon preceding day stock market moves. We test the consistency and profitability of these conditional strategies over time. We find that more frequent traders are typically contrarians, while infrequent traders are more typically momentum investors. The dynamics of these investor classes help us to partially examine the question of the marginal investor over the period of our study. We find that the behavior of momentum investors is typically more correlated to changes in the S&P 500 and we trace its dynamics over time. We build up "behavioral factors" based on contrarian and momentum flows and show that they perform well against a benchmark of loadings on latent factors extracted from returns. We also use the behavior of momentum and contrarian investors to build a measure of "market polarization". This captures the dispersion of beliefs among the investors and helps to account for asset pricing better than standard measures of dispersion of beliefs.
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22.
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Massimo Massa INSEAD - Finance William N. Goetzmann Yale School of Management - International Center for Finance
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| Posted: |
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20 Sep 98
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Last Revised:
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29 Nov 00
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2,242 (1,126)
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48
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Abstract:
Our analysis of daily index fund flows indicates a strong contemporaneous correlation between fund inflows and S&P market returns. We also document a strong negative correlation between fund out flows and S&P market returns with the exception of outflows from a back-end load fund. These effects may be interpreted in two ways. Either investor supply and demand affects S&P market prices, or investors condition their demand and supply on intra-day market fluctuations. To sort out these effects, we examine trailing investor reaction to market moves. Our results suggest the market reacts to daily demand. However, only negative reactions appear due to past returns. We investigate whether index investor demand shocks are permanent or temporary by examining the related behavior of the S&P futures index. Clear evidence supports the hypothesis that they are permanent. This result may help explain the unusual recent relative performance of the S&P 500 index. Using the average market-timing newsletter recommendation over the period, we find that investors appear to react to "expert" advice about the market. Bullish newsletter sentiment is associated with greater inflows, although outflows are not well explained by newsletter advice. Dispersion in advice is associated with lower inflows. We find a high correlation among a number of variables used as a proxy for investor disagreement.
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23.
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Investor Sentiment in Japanese and U.S. Daily Mutual Fund Flows
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Versions (4)
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance Takato Hiraki Kwansei Gakuin University - Business School Noriyoshi Shiraishi Rikkyo University - School of Social Relations Masahiro Watanabe University of Alberta - School of Business
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Posted:
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11 Mar 02
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Last Revised:
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31 Dec 08
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2,187 ( 1,185) |
22
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance Takato Hiraki Kwansei Gakuin University - Business School Noriyoshi Shiraishi Rikkyo University - School of Social Relations Masahiro Watanabe University of Alberta - School of Business
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| Posted: |
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13 Nov 08
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Last Revised:
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31 Dec 08
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33
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18
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Abstract:
We find evidence that is consistent with the hypothesis that daily mutual fund flows may be instruments for investor sentiment about the stock market. We use this finding to construct a new index of investor sentiment, and validate this index using data from both the United States and Japan. In both markets exposure to this factor is priced, and in the Japanese case, we document evidence of negative correlations between â¬SBullâ¬? and â¬SBearâ¬? domestic funds. The flows to bear foreign funds in Japan display some evidence of negative correlation to domestic and foreign equity funds, suggesting that there is a foreign vs. domestic sentiment factor in Japan that does not appear in the contemporaneous U.S. data. By contrast, U.S. mutual fund investors appear to regard domestic and foreign equity mutual funds as economic substitutes.
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance Takato Hiraki Kwansei Gakuin University - Business School Noriyoshi Shiraishi Rikkyo University - School of Social Relations Masahiro Watanabe University of Alberta - School of Business
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| Posted: |
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03 Nov 08
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Last Revised:
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29 Dec 08
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16
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18
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Abstract:
We find evidence that is consistent with the hypothesis that daily mutual fund flows may be instruments for investor sentiment about the stock market. We use this finding to construct a new index of investor sentiment, and validate this index using data from both the United States and Japan. In both markets exposure to this factor is priced, and in the Japanese case, we document evidence of negative correlations between â¬SBullâ¬? and â¬SBearâ¬? domestic funds. The flows to bear foreign funds in Japan display some evidence of negative correlation to domestic and foreign equity funds, suggesting that there is a foreign vs. domestic sentiment factor in Japan that does not appear in the contemporaneous U.S. data. By contrast, U.S.mutual fund investors appear to regard domestic and foreign equity mutual funds aseconomic substitutes.
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance Takato Hiraki Kwansei Gakuin University - Business School Noriyoshi Shiraishi Rikkyo University - School of Social Relations Masahiro Watanabe University of Alberta - School of Business
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| Posted: |
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02 Feb 03
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Last Revised:
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02 Feb 03
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48
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22
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Abstract:
We find evidence that is consistent with the hypothesis that daily mutual fund flows may be instruments for investor sentiment about the stock market. We use this finding to construct a new index of investor sentiment, and validate this index using data from both the United States and Japan. In both markets exposure to this factor is priced, and in the Japanese case, we document evidence of negative correlations between 'Bull' and 'Bear' domestic funds. The flows to bear foreign funds in Japan display some evidence of negative correlation to domestic and foreign equity funds, suggesting that there is a foreign vs. domestic sentiment factor in Japan that does not appear in the contemporaneous U.S. data. By contrast, U.S. mutual fund investors appear to regard domestic and foreign equity mutual funds as economic substitutes.
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance Takato Hiraki Kwansei Gakuin University - Business School Noriyoshi Shiraishi Rikkyo University - School of Social Relations Masahiro Watanabe University of Alberta - School of Business
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| Posted: |
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11 Mar 02
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Last Revised:
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23 Apr 08
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2,090
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22
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Abstract:
We find evidence that is consistent with the hypothesis that daily mutual fund flows may be instruments for investor sentiment about the stock market. We use this finding to construct a new index of investor sentiment, and validate this index using data from both the United States and Japan. In both markets exposure to this factor is priced, and in the Japanese case, we document evidence of negative correlations between "Bull" and "Bear" domestic funds. The flows to bear foreign funds in Japan display some evidence of negative correlation to foreign bull and equity funds. They appear to be independent of domestic bull and bear fund flows, suggesting that there is a foreign vs. domestic sentiment factor in Japan that does not appear in the contemporaneous U.S. data. By contrast, U.S. mutual fund investors appear to regard domestic and foreign equity mutual funds as economic complements.
Investor Sentiment, Mutual Fund Flows, Bull and Bear Funds, Factor Pricing Mod
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24.
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William N. Goetzmann Yale School of Management - International Center for Finance Matthew I. Spiegel Yale School of Management, International Center for Finance Andrey Ukhov Indiana University Bloomington - Department of Finance
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| Posted: |
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09 Apr 02
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Last Revised:
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13 Jul 03
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1,891 (1,606)
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2
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Abstract:
This paper examines governance explanations for the discount of preferred shares to common shares in the Russian market. Conflicts between shareholder classes may help explain the discount. However, for this to be the sole explanation the estimated models suggest that the magnitude of future adverse shareholder events would have to be very high. Nevertheless, evidence of a common factor potentially related to governance seems evident in the data, implying that corporate control issues may at least be partially responsible for the observed preferred share discount.
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25.
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William N. Goetzmann Yale School of Management - International Center for Finance Andrey Ukhov Indiana University Bloomington - Department of Finance Ning Zhu Yale School of Management
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| Posted: |
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31 Oct 01
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Last Revised:
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21 Sep 09
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1,824 (1,724)
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4
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Abstract:
In this paper we review evidence about the development of the Chinese capital markets over a crucial period in world market history, and place that development in the context of world financial markets at the time. Despite fundamental differences between China today and China 100 years ago, it is still important to consider the dangers of an imbalance between domestic and international investor markets, and the mismatch between domestic and foreign expectations about investor protection. The lessons of the last century suggest that China today should consider opening Chinese investor access to foreign capital markets in order to equilibrate the level of diversification between foreign and domestic investors. In addition, protection of domestic corporate investor rights is at least as important as protecting foreign investor rights. This paper is available in Chinese at: http://papers.ssrn.com/abstract=289143
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26.
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance Bing Liang University of Massachusetts at Amherst - Department of Finance & Operations Management Christopher Schwarz University of California at Irvine
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| Posted: |
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21 Jul 06
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Last Revised:
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11 Sep 09
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1,822 (1,726)
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15
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Abstract:
Mandatory disclosure is a regulatory tool intended to allow market participants to assess operational risk. We examine the value of disclosure through the controversial SEC requirement, since overturned, which required major hedge funds to register as investment advisors and file Form ADV disclosures. Leverage and ownership structures suggest that lenders and equity investors were already aware of operational risk. However, operational risk does not mediate flow-performance relationships. Investors either lack this information or regard it as immaterial. These findings suggest that regulators should account for the endogenous production of information and the marginal benefit of disclosure to different investment clienteles.
Hedge funds, operational risk, SEC filing, Form ADV
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27.
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Ravi Dhar Yale School of Management - International Center for Finance William N. Goetzmann Yale School of Management - International Center for Finance
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| Posted: |
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08 Jun 05
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Last Revised:
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21 Jul 05
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1,792 (1,774)
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3
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Abstract:
In this paper we address the factors influencing the institutional decision to allocate resources to real estate. We survey a sample of major institutional investors via a web questionnaire. They were willing to answer questions about their target real estate allocation, their plans to increase or decrease their allocation, the major reasons for investing in real estate, and views on the major risks and relative expense of doing so. We find that the endowments in our sample typically had a relatively short history of real estate investment, but planned to increase their allocation to the asset class - more so than pension funds. We also find uncertainty about use of historical data to be a significant factor in the allocation choice.
Behavioral Finance, real estate, investing, risk, uncertainty
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28.
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Andrew Caplin Leonard N. Stern School of Business - Department of Economics William N. Goetzmann Yale School of Management - International Center for Finance Eric Hangen Neighborhood Reinvestment Corporation Barry J. Nalebuff Yale School of Management Elisabeth Prentice Neighborhood Reinvestment Corporation John Rodkin University of Chicago - Law School Matthew I. Spiegel Yale School of Management, International Center for Finance Tom Skinner Real Liquidity
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| Posted: |
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28 May 03
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Last Revised:
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23 Jan 06
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1,715 (1,911)
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5
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Abstract:
Home equity is the single largest component of household wealth for the majority of American households. Yet, there is virtually no way for the average family to insure itself against drops in home value and the ensuing destructive financial loss. Much of U.S. housing policy has focused on helping them against the risk that home ownership entails. In this paper, we document the development and implementation of a home equity insurance program launched in 2002 in Syracuse, New York. The range of issues arising from the practical implementation of a home equity insurance program, as well as the institutional challenges offer useful data for further extensions of the program. Highlights of the outcome, to date, of the pilot program include the finding that implementation of the program was feasible on the local level, that customers understand and wanted to take part, and that clean data on housing transactions is a vital component of the future success and expansion of the project.
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29.
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Rain or Shine: Where is the Weather Effect?
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hide multiple versions |
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William N. Goetzmann Yale School of Management - International Center for Finance Ning Zhu Yale School of Management
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Posted:
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27 Aug 02
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Last Revised:
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21 Sep 09
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1,626 ( 2,103) |
11
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William N. Goetzmann Yale School of Management - International Center for Finance Ning Zhu Yale School of Management
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| Posted: |
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08 Dec 05
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12 Dec 05
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21
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There is considerable empirical evidence that emotion influences decision-making. In this paper, we use a database of individual investor accounts to examine the weather effects on traders. Our analysis of the trading activity in five major US cities over a six-year period finds virtually no difference in individuals' propensity to buy or sell equities on cloudy days as opposed to sunny days. If the association between cloud cover and stock returns documented for New York and other world cities is indeed caused by investor mood swings, our findings suggest that researchers should focus on the attitudes of market-makers, news providers or other agents physically located in the city hosting the exchange. NYSE spreads widen on cloudy days. When we control for this, the weather effect becomes smaller and insignificant. We interpret this as evidence that the behaviour of market-makers, rather than individual investors, may be responsible for the relation between returns and weather.
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William N. Goetzmann Yale School of Management - International Center for Finance Ning Zhu Yale School of Management
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02 Feb 03
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Last Revised:
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21 Jun 09
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22
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Abstract:
Saunders (1993) and Hirshleifer and Shumway (2001) document the effect of weather on stock returns. The proposed explanation in both papers is that investor mood affects cognitive processes and trading decisions. In this paper, we use a database of individual investor accounts to examine the weather effects on traders. Our analysis of the trading activity in five major U.S. cities over a six-year period finds vistually no difference in individuals propensity to buy or sell equities on cloudy days as opposed to sunny days. If the association between cloud cover and stock returns documented for New York and other world cities is indeed caused by investor mood swings, our findings suggest that researchers should focus on the attitudes of market-makers, news providers or other agents physically located in the city hosting the exchange. NYSE spreads widen on cloudy days. When we control for this, the significance of the weather effect is dramatically reduced. We interpret this as evidence that the behavior of market-makers, rather than individual investors, may be responsible for the relation between returns and weather.
Institutional subscribers to the NBER working paper series, and residents of developing countries may download this paper without additional charge at www.nber.org.
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William N. Goetzmann Yale School of Management - International Center for Finance Ning Zhu Yale School of Management
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| Posted: |
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27 Aug 02
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Last Revised:
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21 Sep 09
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1,583
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11
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Abstract:
Saunders (1993) and Hirshleifer and Shumway (2001) document the effect of weather on stock returns. The proposed explanation in both papers is that investor mood affects cognitive processes and trading decisions. In this paper, we use a database of individual investor accounts to examine the weather effects on traders. Our analysis of the trading activity in five major U.S. cities over a six-year period finds virtually no difference in individuals' propensity to buy or sell equities on cloudy days as opposed to sunny days. If the association between cloud cover and stock returns documented for New York and other world cities is indeed caused by investor mood swings, our findings suggest that researchers should focus on the attitudes of market-makers, news providers or other agents physically located in the city hosting the exchange. NYSE spreads widen on cloudy days. When we control for this, the significance of the weather effect is dramatically reduced. We interpret this as evidence that the behavior of market-makers, rather that individual investors, may be responsible for the relation between returns and weather.
Weather Effect, Market Efficiency, Order Flow, Volatility, Individual Behavior
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30.
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance Bing Liang University of Massachusetts at Amherst - Department of Finance & Operations Management Christopher Schwarz University of California at Irvine
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| Posted: |
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25 Jan 08
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Last Revised:
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11 Sep 09
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1,588 (2,190)
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1
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Abstract:
Using a complete set of the SEC filing information on hedge funds (Form ADV) and the TASS data, we develop a quantitative model called the ω-Score to measure hedge fund operational risk. The ω-Score is related to conflict of interest issues, concentrated ownership, and reduced leverage in the ADV data. With a statistical methodology, we further relate the ω-Score to readily available information such as fund performance, volatility, size, age, and fee structures. Finally, we demonstrate that while operational risk is more significant than financial risk in explaining fund failure, there is a significant and positive interaction between operational risk and financial risk. This is consistent with rogue trading anecdotes that suggest that fund failure associated with excessive risk taking occurs when operational controls and oversight are weak.
mutual funds, hedge funds, investments, the Omega Score
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31.
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Ravi Dhar Yale School of Management - International Center for Finance William N. Goetzmann Yale School of Management - International Center for Finance Ning Zhu Yale School of Management
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| Posted: |
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28 Dec 04
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Last Revised:
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21 Sep 09
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1,569 (2,248)
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12
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Abstract:
We examine the trades of individual and professional investors around stock splits and find that splits bring about a significant shift in investor clientele. We find that a higher fraction of post-split trades are made by less sophisticated investors, as individual investors increase and professional investors reduce their aggregate buying activity following stock splits. This behavior supports the common practitioners' belief that stock splits help attract new investors and improve stock liquidity. The shift in clientele also influences return properties, price discovery, and asset prices: stocks exhibit stronger serial correlation after splits; stocks co-move more with the market index; and the introduction of new investors explains part of the positive post-split drift puzzle.
Stock Splits, Clientele Change, Market Efficiency, Noise Trading, Investor Sophistication, Splits, Clientele Shift, Liquidity
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32.
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Ravi Dhar Yale School of Management - International Center for Finance William N. Goetzmann Yale School of Management - International Center for Finance
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| Posted: |
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10 Mar 05
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21 Aug 06
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1,511 (2,380)
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3
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Abstract:
Abstract: A variety of models have been proposed to explain the rise and fall of stocks prices in the U.S. around the turn of the millennium. Many models focus on behavioral explanations in which and investor beliefs about their own capabilities and the efficiency of market prices play a role. In this paper we provide empirical evidence on these beliefs. We surveyed a large sample of investors who bought stock in a telecommunications company at least once in the 1999-2000 period. We solicited their views on the efficiency of the stock market, and the basis for their personal trading decisions. A significant fraction appear to hold beliefs inconsistent with various implications of the efficient market hypothesis. Their motives for trade are based upon a belief in the value of fundamental research and a belief in the importance of past price trends. These investors on average believe that markets over-react to news announcements. Many admitted to buying stocks they believed at the time to be over-valued, but claimed to have done so on the anticipation that the share prices would continue to rise.
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33.
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David M. Geltner University of Cincinnati - College of Business William N. Goetzmann Yale School of Management - International Center for Finance
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| Posted: |
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09 Feb 98
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Last Revised:
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11 Jan 01
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1,505 (2,399)
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2
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Abstract:
This paper documents twenty years of performance of commercial real estate in the U.S. using a portfolio of properties that comprise the widely followed NCREIF Property Index (NPI). We develop an extension of the repeated-measures regression to examine the magnitude and duration of the of the crash in property values in the early 1990's. We find that total returns based upon income and capital were -15% over a three year period beginning in 1990.
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34.
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Re-emerging Markets
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William N. Goetzmann Yale School of Management - International Center for Finance Philippe Jorion University of California, Irvine - Paul Merage School of Business
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Posted:
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14 Apr 98
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Last Revised:
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18 Mar 08
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1,422 ( 2,665) |
23
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William N. Goetzmann Yale School of Management - International Center for Finance Philippe Jorion University of California, Irvine - Paul Merage School of Business
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| Posted: |
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13 Jul 00
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18 Mar 08
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23
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23
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Recent research shows that emerging markets are distinguished by high returns and low covariances with global market factors. These are striking results because of their immediate implications for the international investor. One key issue is whether these results may be attributed to recent emergence. Most of today's emerging markets are actually re-emerging markets, i.e. markets that attracted international attention earlier in the century, and for various political, economic and institutional reasons experienced discontinuities in data sources. To analyze the effects of conditioning on recent emergence, we simulate a simple, general model of global markets in which markets are priced according to their exposure to a world factor; returns are only observed if the price level exceeds a threshold at the end of the observation period. The simulations reveal a number of new effects. In particular, we find that the brevity of a market history is related to the bias in annual returns as well as to the world beta. These patterns are confirmed by long-term histories of global capital markets and by recent empirical" evidence on emerging and submerged markets. Even though these results can also be explained by alternative theories, the common message is that basing investment decisions on the past performance of emerging markets is likely to lead to disappointing results.
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William N. Goetzmann Yale School of Management - International Center for Finance Philippe Jorion University of California, Irvine - Paul Merage School of Business
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| Posted: |
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14 Apr 98
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Last Revised:
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21 Aug 00
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1,399
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23
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Abstract:
Recent research shows that emerging markets are distinguished by high returns and low covariances with global market factors. These are striking results, because of their immediate implications for the international investor. One key issue is whether these results may be attributed to selection biases. In particular, we only observe markets that have "emerged," where emergence is typically conditioned upon recently exceeding a size threshold. We often do not have information about markets that "submerged" in the past, and then "re-emerged" recently. Most of today's emerging markets are actually re- emerging markets, but data before their last submergence is difficult to obtain. We simulate a simple, general model of global markets, in which markets are priced according to a world factor, but for which returns are only observed if the market capitalization exceeds a threshold at the end of the observation period. The simulations reveal that recently emerged markets display substantial biases in observed returns -- returns are too high. Conditioning upon recent emergence "picks out" markets with low betas. Turning to recent empirical evidence, we show that there are reasons to suspect conditioning biases. In particular, returns immediately after emergence are greater than later on, and than before emergence. We also report that the performance of less-followed submerged markets is typically inferior to that of emerged markets.
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35.
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Equity Portfolio Diversification
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William N. Goetzmann Yale School of Management - International Center for Finance Alok Kumar University of Texas at Austin
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Posted:
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06 Dec 04
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Last Revised:
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23 Jul 09
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1,417 ( 2,684) |
68
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William N. Goetzmann Yale School of Management - International Center for Finance Alok Kumar University of Texas at Austin
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| Posted: |
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14 Jan 08
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Last Revised:
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23 Jul 09
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0
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Abstract:
This study shows that U.S. individual investors hold under-diversified portfolios, where the level of under-diversification is greater among younger, low-income, less-educated, and less-sophisticated investors. The level of under-diversification is also correlated with investment choices that are consistent with over-confidence, trend-following behavior, and local bias. Furthermore, investors who over-weight stocks with higher volatility and higher skewness are less diversified. In contrast, there is little evidence that diversification is constrained by portfolio size or transaction costs. Under-diversification is costly to most investors, except for a small subset of investors who under-diversify because of superior information.
Individual investors, diversification, local bias, over-confidence, trend-following behavior
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William N. Goetzmann Yale School of Management - International Center for Finance Alok Kumar University of Texas at Austin
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| Posted: |
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06 Dec 04
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Last Revised:
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12 Mar 08
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1,417
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68
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Abstract:
This study shows that U.S. individual investors hold under-diversified portfolios, where the level of under-diversification is greater among younger, low-income, less-educated, and less-sophisticated investors. The level of under-diversification is also correlated with investment choices that are consistent with over-confidence, trend-following behavior, and local bias. Furthermore, investors who over-weight stocks with higher volatility and higher skewness are less diversified. In contrast, there is little evidence that portfolio size or transaction costs constrains diversification. Under-diversification is costly to most investors, but a small subset of investors under-diversify because of superior information.
Individual investors, diversification, over-confidence, trend-following behavior, local bias.
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36.
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Disposition Matters: Volume, Volatility and Price Impact of a Behavioral Bias
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Massimo Massa INSEAD - Finance William N. Goetzmann Yale School of Management - International Center for Finance
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Posted:
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18 Feb 03
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Last Revised:
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08 Oct 09
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1,379 ( 2,833) |
12
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Massimo Massa INSEAD - Finance William N. Goetzmann Yale School of Management - International Center for Finance
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| Posted: |
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18 Feb 03
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Last Revised:
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08 Oct 09
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28
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12
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Abstract:
In this paper, we estimate the behavioral component of the Grinblatt and Han (2002) model and derive several testable implications about the expected relationship between the preponderance of disposition-prone investors in a market and volume, volatility and stock returns. To do this, we use a large sample of individual accounts over a six-year period in the 1990's in order to identify investors who are subject to the disposition effect. We then use their trading behavior to construct behavioral factors. We show that when the fraction of irrational' investor purchases in a stock increases, the unexplained portion of the market price of the stock decreases. We further show that statistical exposure to a disposition factor explains cross-sectional differences in daily returns, controlling for a host of other factors and characteristics. The evidence is consistent with the hypothesis that trade between disposition-prone investors and their counter-parties impacts relative prices.
Institutional subscribers to the NBER working paper series, and residents of developing countries may download this paper without additional charge at www.nber.org.
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Massimo Massa INSEAD - Finance William N. Goetzmann Yale School of Management - International Center for Finance
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| Posted: |
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25 Feb 03
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Last Revised:
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08 Apr 05
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1,351
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12
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Abstract:
In this paper, we estimate the behavioral component of the Grinblatt and Han (2002) model and derive several testable implications about the expected relationship between the preponderance of disposition - prone investors in a market and volume, volatility and stock returns. To do this, we use a large sample of individual accounts over a six-year period in the 1990's in order to identify investors who are subject to the disposition effect. We then use their trading behavior to construct behavioral factors. We show that when the fraction of "irrational" investor purchases in a stock increases, the unexplained portion of the market price of the stock decreases. We further show that statistical exposure to a disposition factor explains cross-sectional differences in daily returns, controlling for a host of other factors and characteristics. The evidence is consistent with the hypothesis that trade between disposition-prone investors and their counter-parties impact relative prices.
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37.
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Jeffrey D. Fisher Indiana University William N. Goetzmann Yale School of Management - International Center for Finance
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| Posted: |
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19 Apr 05
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Last Revised:
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03 Jun 05
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1,315 (3,084)
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Abstract:
In this paper we simulate the performance of real estate portfolios using cash flows from commercial properties over the period 1977 Q4 through 2004 Q2. Our methodology differs from analyses that rely upon historical time-weighted rates of return on property. We relax implicit rebalancing and mark to market assumptions inherent in time-series analysis. We use the distribution of internal rates of return to analyze the performance distribution of commercial property investment. We examine the performance of real estate in the context of portfolios of stocks and bonds over the same period.
Asset Allocation, Real Estate
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38.
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Trust and Delegation
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Show Abstracts |
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hide multiple versions |
Export Bibliographic Info |
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance Bing Liang University of Massachusetts at Amherst - Department of Finance & Operations Management Christopher Schwarz University of California at Irvine
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Posted:
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17 Aug 09
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Last Revised:
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13 Nov 09
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1,249 ( 3,366) |
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance Bing Liang University of Massachusetts at Amherst - Department of Finance & Operations Management Christopher Schwarz University of California at Irvine
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| Posted: |
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09 Nov 09
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Last Revised:
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12 Nov 09
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14
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Abstract:
Due to imperfect transparency and costly auditing, trust is an essential component of financial intermediation. In this paper we study a sample of 444 due diligence (DD) reports from a major hedge fund DD firm. A routine feature of due diligence is an assessment of integrity. We find that misrepresentation about past legal and regulatory problems is frequent (21%), as is incorrect or unverifiable representations about other topics (28%). Misrepresentation, the failure to use a major auditing firm, and the use of internal pricing are significantly related to legal and regulatory problems, indices of operational risk. We find that DD reports are typically performed after positive performance and investor inflows. We control for potential bias due to this and other potential conditioning. An operational risk score based on information contained in the DD reports significantly predicts subsequent fund failure and statistical performance characteristics out of sample. Finally we find that observed operational risk characteristics do not appear to moderate fund flow.
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance Bing Liang University of Massachusetts at Amherst - Department of Finance & Operations Management Christopher Schwarz University of California at Irvine
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| Posted: |
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17 Aug 09
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Last Revised:
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13 Nov 09
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1,235
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Abstract:
Due to imperfect transparency and costly auditing, trust is an essential component of financial intermediation. In this paper we study a sample of 444 due diligence (DD) reports from a major hedge fund DD firm. A routine feature of due diligence is an assessment of integrity. We find that misrepresentation about past legal and regulatory problems is frequent (21%), as is incorrect or unverifiable representations about other topics (28%). Misrepresentation, the failure to use a major auditing firm, and the use of internal pricing are significantly related to legal and regulatory problems, indices of operational risk. We find that DD reports are typically performed after positive performance and investor inflows. We control for potential bias due to this and other potential conditioning. An operational risk score based on information contained in the DD reports significantly predicts subsequent fund failure and statistical performance characteristics out of sample. Finally we find that observed operational risk characteristics do not appear to moderate fund flow.
Hedge Funds, Operational Risk, Due Diligence
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39.
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William N. Goetzmann Yale School of Management - International Center for Finance Jonathan E. Ingersoll Jr. Jr. Yale School of Management - International Center for Finance Zoran Ivkovich Michigan State University, Department of Finance
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| Posted: |
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23 Apr 98
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Last Revised:
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11 Oct 00
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1,208 (3,583)
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39
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Abstract:
This paper addresses the bias associated with parametric measurement of timing skill based on monthly timer returns when timers can make daily timing decisions. Simulations suggest that the classic Henriksson-Merton parametric measure of timing skill is weak and biased downward when applied to the monthly returns of a daily timer. The paper proposes an adjustment that mitigates this problem without the need to collect daily timer returns. Four tests of timing skill, carried out on a sample of 558 mutual funds, show that very few funds exhibit statistically significant timing skill. More encompassing, the adjusted-FF3 test (based on the specification that incorporates both the proposed adjustment and the Fama-French three-factor model) is the least biased measure of timing skill among the four--it provides for a sharper inference regarding timing skill and helps mitigate biases associated with the choice of investment style.
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40.
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance Takato Hiraki Kwansei Gakuin University - Business School Toshiyuki Otsuki International University of Japan Noriyoshi Shiraishi Rikkyo University - School of Social Relations
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| Posted: |
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23 Apr 98
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Last Revised:
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24 Apr 08
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1,203 (3,601)
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13
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Abstract:
Recent empirical evidence has suggested that the Japanese mutual fund industry has underperformed dramatically in the past two decades. Conjectured reasons for under performance range from tax-dilution effect to high fees, high turnover and poor asset management. In this paper, we show that this underperformance is largely due to tax-dilution effects and not necessarily due to poor management. Using a broad database of funds which includes investment trusts closed to new investment we show that once an instrument for the time-varying tax-dilution exposure is included in a factor model, there is little evidence of poor risk-adjusted performance. A style analysis of the industry demonstrates that managers appear to pursue tax-driven dynamic strategies.
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41.
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Massimo Massa INSEAD - Finance William N. Goetzmann Yale School of Management - International Center for Finance
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| Posted: |
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01 Oct 01
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Last Revised:
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23 May 03
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1,194 (3,658)
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2
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Abstract:
We address the issue of how heterogeneity of trade among investors affects stock returns. We develop a model of the dispersion of opinion among investors that has implications for asset pricing. We test the relationship between dispersion of investor opinion and stock returns using a two-year panel of more than 91 thousand individual accounts in a S&P 500 index fund. We show that dispersion of opinion, proxied by the heterogeneity of trade among investor classes, explains part of the returns not accounted for by standard asset pricing factors. We show that the explanatory power of the dispersion of opinion increases at the very time when standard pricing models based on standard asset pricing factors fare worse.
Learning, Asset Pricing, Market Confidence, Behavioral Finance
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42.
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William N. Goetzmann Yale School of Management - International Center for Finance Andrey Ukhov Indiana University Bloomington - Department of Finance Ning Zhu Yale School of Management
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| Posted: |
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01 Nov 01
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Last Revised:
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21 Sep 09
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1,132 (3,995)
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4
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Abstract:
In this paper we review evidence about the development of the Chinese capital markets over a crucial period in world market history, and place that development in the context of world financial markets at the time. Despite fundamental differences between China today and China 100 years ago, it is still important to consider the dangers of an imbalance between domestic and international investor markets, and the mismatch between domestic and foreign expectations about investor protection. The lessons of the last century suggest that China today should consider opening Chinese investor access to foreign capital markets in order to equilibrate the level of diversification between foreign and domestic investors. In addition, protection of domestic corporate investor rights is at least as important as protecting foreign investor rights. This paper is available in English at: http://papers.ssrn.com/abstract=289139
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43.
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Arturo Bris IMD International William N. Goetzmann Yale School of Management - International Center for Finance Ning Zhu Yale School of Management
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| Posted: |
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27 Jan 04
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Last Revised:
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21 Sep 09
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1,110 (4,137)
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3
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Abstract:
Short-selling differs significantly around the world, and practice depends not only on regulatory structure but upon costs and tax considerations. Our survey of world markets suggests that, while as much as 93 percent of the world's equity market by capitalization is shortable, there are particular regions of the world where it is difficult to take a short position. These include several countries in Southeast Asia and South America. When dual listings in markets allowing short-sales are considered, the capitalization that is potentially shortable increases to 96 percent. In this paper, we examine what factors in the global equity universe are not shortable and consider the implications for long-short strategies tied to global indices and futures instruments. We find important periods when an index of non-shortable securities is a major determinant of the global equity portfolio. We ask whether short-sales constraints are binding on global index arbitrage.
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44.
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British Investment Overseas 1870-1913: A Modern Portfolio Theory Approach
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William N. Goetzmann Yale School of Management - International Center for Finance Andrey Ukhov Indiana University Bloomington - Department of Finance
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Posted:
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28 Mar 05
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Last Revised:
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25 May 05
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949 ( 5,386) |
5
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William N. Goetzmann Yale School of Management - International Center for Finance Andrey Ukhov Indiana University Bloomington - Department of Finance
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| Posted: |
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25 May 05
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Last Revised:
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25 May 05
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22
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5
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Abstract:
Many scholars have asked whether British investors benefited from overseas investment investing in the 19th century and whether this export of capital had negative effects. We re-visit the issue using modern portfolio theory. We examine the set of investment opportunities available to British investors, the developments in information transmission technology, and advances in financial and investment theory at the time. We use mean-variance optimization techniques to take into account the risk and return characteristics of domestic and international investments available to a British investor, and to quantify the benefits from international diversification. Evidence suggests that capital export was a consequence of both the opportunity and the understanding of diversification. foreign assets offered higher rates of return, but equally important, they offered significant diversification benefits. Even when - by setting expected return on each foreign asset class equal to that of the corresponding UK asset class - we put foreign assets at a disadvantage, we find that it was rational for a British investor to include foreign debts and equity in the portfolio.
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William N. Goetzmann Yale School of Management - International Center for Finance Andrey Ukhov Indiana University Bloomington - Department of Finance
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| Posted: |
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28 Mar 05
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Last Revised:
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25 May 05
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927
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3
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Abstract:
Many scholars have asked whether British investors benefited from overseas investment investing in the 19th century and whether this export of capital had negative effects. We re-visit the issue using modern portfolio theory. We examine the set of investment opportunities available to British investors, the developments in information transmission technology, and advances in financial and investment theory at the time. We use meanvariance optimization techniques to take into account the risk and return characteristics of domestic and international investments available to a British investor, and to quantify the benefits from international diversification. Evidence suggests that capital export was a consequence of both the opportunity and the understanding of diversification. Foreign assets offered higher rates of return, but equally important, they offered significant diversification benefits. Even when - by setting expected return on each foreign asset class equal to that of the corresponding UK asset class - we put foreign assets at a disadvantage, we find that it was rational for a British investor to include foreign debt and equity in the portfolio.
International Diversification, Modern Portfolio Theory, International Investment Flows, British Overseas Investment
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45.
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William N. Goetzmann Yale School of Management - International Center for Finance Elisabeth Köll Harvard Business School
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| Posted: |
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03 Aug 04
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Last Revised:
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17 Aug 04
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909 (5,822)
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2
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Abstract:
This paper examines the emergence of corporate ownership in China from the final decades of the Qing empire in the late 19th century to the early Republican period in the 1910s and 1920s. By analyzing the actual process of incorporation, the development of the legal and financial environment, in particular the role of the state, we ask whether the top-down approach, in which the central government established a legal framework for corporate enterprise based on Western models and the assumption that it would work as it did for Western firms and markets, was a viable approach to the modernization of a financial system traditionally dominated by family businesses and economic state patronage. Using business records from turn-of-the-century Chinese corporate companies, this paper argues that the government's top-down approach, while clearly well-intentioned, created a framework which only insufficiently promoted the system of corporate capitalism in pre-war China.
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46.
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William N. Goetzmann Yale School of Management - International Center for Finance Akiko Watanabe University of Alberta School of Business Masahiro Watanabe University of Alberta - School of Business
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| Posted: |
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25 Mar 08
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Last Revised:
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25 Jan 09
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813 (6,977)
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1
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Abstract:
This paper examines the pricing implications of time-variation in assets' market betas over the business cycle in a conditional CAPM framework. We use a half century of real GDP growth expectations from economists' surveys to determine forecasted economic states. This approach largely avoids the confounding effects of econometric forecasting model error. The expectation measure forecasts the market return controlling for existing predictive variables. The loadings on the expectation measure explain a significant fraction of cross-sectional variation in stock returns. A fully tradable, ex ante mimicking portfolio generates positive risk-adjusted returns during good economic times over four decades.
conditional CAPM, beta-instability risk, value and growth betas, time-varying premium, business cycle, Livingston Survey, investor expectations
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47.
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William N. Goetzmann Yale School of Management - International Center for Finance Eduardas Valaitis American University
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| Posted: |
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08 Mar 06
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Last Revised:
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08 May 06
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769 (7,569)
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1
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Abstract:
Real estate is regarded as an inflation hedge, however the autocorrelation of property return indices and the autocorrelation of changes in the CPI pose serious problems of inference. In this paper we address these problems in two ways. First, we use robust methods to test of changes in the relationship between property returns and inflation. Second, we perform simulations of sample investment portfolios using vector autoregressions to study the ability of commercial and residential housing to hedge inflation. Despite the relatively short sample period available, we find that property is likely to hedge inflation well.
Real Estate, Finance, Investment
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48.
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Douglas W. Blackburn Fordham University William N. Goetzmann Yale School of Management - International Center for Finance Andrey Ukhov Indiana University Bloomington - Department of Finance
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| Posted: |
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06 Mar 08
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Last Revised:
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15 Feb 09
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721 (8,391)
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5
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Abstract:
We use traded options on growth and value indices to test for clientele differences in risk preferences. Value investors appear to have exhibited a higher average level of risk aversion than growth investors for two different time periods in the late 1990's and early 2000's. We construct a model of time-varying clientele preferences that allows investors with different levels of risk-aversion to switch between investment styles conditional upon the evolution of returns and risk. The model makes predictions about the autocorrelations structure of measured risk parameters and also about the autocorrelation and cross-autocorrelation of fund flows by style. Empirical tests of the model provide evidence consistent with the existence of style switchers¿investors who move funds between growth and value securities. We construct trading strategies in the value and growth index options markets that effectively buy risk from one clientele and sell it to another. These strategies generated modest positive returns over the period of study.
Risk preferences, Risk aversion, Investor clienteles, Value and growth investing
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49.
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William N. Goetzmann Yale School of Management - International Center for Finance
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| Posted: |
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29 Jun 04
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Last Revised:
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30 Jul 04
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705 (8,676)
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1
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Abstract:
History demonstrates that global capital markets can contract as well as expand. A long-term view of finance suggests that we should prepare for periodic segmentation as well as integration of markets in the 21st Century. Anti-capitalist ideologies have historically been the vectors of attack on the cross-border flow of capital, however the fundamental cause may actually be domestic hostility towards foreign ownership and control. The roots of the conflict between domestic interests and foreign investors may be inherent in global equilibrium models. In a frictionless capital market, foreigners will always own a greater proportion of a small economy's assets. By the same token, domestic investors in small economies will always seek to export most of their capital. This equilibrium is at odds with a stable condition of national ownership and control of assets.
Imperialism, International Finance, Diversification
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50.
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Massimo Massa INSEAD - Finance William N. Goetzmann Yale School of Management - International Center for Finance
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| Posted: |
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09 Feb 01
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Last Revised:
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20 Nov 01
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582 (11,448)
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1
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Abstract:
We address the issue of how the heterogeneity of trade among investors affects stock returns. We model and test the relationship between dispersion of opinion, heterogeneity of trade and stock returns. The empirical investigation makes use of a two-year panel of more than 91 thousand individual accounts in an S&P 500 index mutual fund. We show that dispersion of opinion, proxied by the heterogeneity of trade among investors, explains part of the returns not accounted for by the fundamentals. We analytically and empirically show that the explanatory power of the dispersion of opinion increases at the very time when standard pricing models based on fundamentals fare worse.
Index Funds, Heterogeneity of Beliefs, Learning
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51.
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William N. Goetzmann Yale School of Management - International Center for Finance Matthew I. Spiegel Yale School of Management, International Center for Finance Andrey Ukhov Indiana University Bloomington - Department of Finance
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| Posted: |
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13 Jul 03
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Last Revised:
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14 Jul 03
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540 (12,752)
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2
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Abstract:
This paper examines governance explanations for the discount of preferred shares to common shares in the Russian market. Conflicts between shareholder classes may help explain the discount. However, for this to be the sole explanation the estimated models suggest that the magnitude of future adverse shareholder events would have to be very high. Nevertheless, evidence of a common factor potentially related to governance seems evident in the data, implying that corporate control issues may at least be partially responsible for the observed preferred share discount.
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52.
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William N. Goetzmann Yale School of Management - International Center for Finance Matthew I. Spiegel Yale School of Management, International Center for Finance
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| Posted: |
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02 Nov 00
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Last Revised:
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05 Mar 01
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503 (14,115)
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8
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Abstract:
Home ownership increases the incentive to maintain property and neighborhood, as well as decreasing the outflow of rents from low-income zones. However, these benefits are not costless to homeowners. With a mortgage comes the possibility of default, the financial demands of maintenance, a reduction in alternate investment opportunities, an increased exposure to fluctuations in local economic conditions, and a drastic reduction in the liquidity of personal wealth. Recently, policy makers have sought to increase mortgage lending in traditionally underserved markets. In this paper we consider the effects of this policy in light of the risk and return of housing and the current tax treatment of the home mortgage deduction. We find housing to be a relatively poor asset class in which to invest the bulk of family wealth. Trends in housing suggest that a large percentage of homeowners who bought and sold within a five year horizon in the United States over the last twenty years lost money on the investment. Lowering the equity required to purchase a home does little to alleviate the problem. We show that the current tax code - if anything - encourages renting over buying and gentrification of low income housing markets. If the government wishes to encourage home ownership among low income families despite the risks, then we argue that government agencies should share information about the risk and return of home ownership with its citizens. In addition, a direct subsidy through a tax credit may be both warranted and necessary to achieve the desired result.
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53.
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The Subprime Crisis and House Price Appreciation
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Versions (2)
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hide multiple versions |
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William N. Goetzmann Yale School of Management - International Center for Finance Liang Peng University of Colorado at Boulder Jacqueline Yen Yale School of Management
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Posted:
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11 Feb 09
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Last Revised:
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12 Oct 09
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501 ( 14,226) |
2
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William N. Goetzmann Yale School of Management - International Center for Finance Liang Peng University of Colorado at Boulder Jacqueline Yen Yale School of Management
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| Posted: |
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15 Sep 09
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Last Revised:
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12 Oct 09
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13
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2
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Abstract:
This paper argues that econometric analysis of housing price indexes before 2006 generated forecasts of future long-term price growth and low estimated probabilities of extreme price decreases. These forecasts of future increases in home-loan collateral values may have affected both the demand and the supply of mortgages. Standard time series models using repeat-sales indices suggested that positive trends had a long half-life. Expectations based on such models supported expectations that could lead to an asset bubble. Analysis of data from the HMDA loan data base and LoanPerformance.com at the MSA level and at the loan level substantiates both supply and demand effects of past price trends in housing markets, particularly with respect to subprime mortgage applications and approvals. At the MSA level, past home price increases are associated with higher subprime applications and loan to value ratios. Approval probability of subprime loans was not affected by higher loan to value ratios. At the loan level, the approval probability of subprime applications is also positively associated with past home price appreciation. These results differ for prime mortgages.
Institutional subscribers to the NBER working paper series, and residents of developing countries may download this paper without additional charge at www.nber.org.
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William N. Goetzmann Yale School of Management - International Center for Finance Liang Peng University of Colorado at Boulder Jacqueline Yen Yale School of Management
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| Posted: |
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11 Feb 09
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Last Revised:
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18 Feb 09
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488
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2
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Abstract:
This paper argues that econometric analysis of housing price indexes before 2006 generated forecasts of future long-term price growth and low estimated probabilities of extreme price decreases. These forecasts of future increases in home-loan collateral values may have affected both the demand and the supply of mortgages. Standard time series models using repeat-sales indices suggested that positive trends had a long half-life. Expectations based on such models supported expectations that could lead to an asset bubble. Analysis of data from the HMDA loan data base and LoanPerformance at the MSA level and at the loan level substantiates both supply and demand effects of past price trends in housing markets, particularly with respect to subprime mortgage applications and approvals. At the MSA level, past home price increases are associated with higher subprime applications and loan to value ratios. Approval probability of subprime loans was not affected by higher loan to value ratios. At the loan level, the approval probability of subprime applications is also positively associated with past home price appreciation. These results differ for prime mortgages.
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54.
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An Analysis of the Relative Performance of Japanese and Foreign Money Management
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance Takato Hiraki Kwansei Gakuin University - Business School Noriyoshi Shiraishi Rikkyo University - School of Social Relations
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Posted:
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24 Sep 02
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Last Revised:
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04 Nov 08
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483 ( 14,980) |
8
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance Takato Hiraki Kwansei Gakuin University - Business School Noriyoshi Shiraishi Rikkyo University - School of Social Relations
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| Posted: |
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03 Nov 08
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Last Revised:
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04 Nov 08
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7
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8
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Abstract:
Foreign investment management firms have recently started to play a major role in the investment trust business in Japan. In terms of assets under management, their size and market share have almost doubled in thepast several years. In part, the relative success of foreign managed firms inattracting market share may be attributed to the fact that Japanese investment trusts have underperformed benchmarks in quite a dramaticfashion over the past two decades. This is at best indirect evidence that Japanese funds under perform their foreign counterparts. In a recent paper (Brown, Goetzmann, Hiraki, Otsuki and Shiraishi 2001) we show that theunder performance can be attributed almost entirely to the unique tax environment of Japanese investment trusts, which had the effect of heavily penalizing early withdrawals. The relaxation of these regulations coincided with a major inflow of new money into the investment trust business. We examine the relative performance of Japanese and foreign investment management firms before and after this change in tax regulations, and find that the poor relative performance of Japanese funds from April 2000 through December 2001 may in part be attributed to the huge inflow of new moneyinto this sector and the style shifts made necessary to accommodate this flow.
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance Takato Hiraki Kwansei Gakuin University - Business School Noriyoshi Shiraishi Rikkyo University - School of Social Relations
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| Posted: |
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24 Sep 02
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Last Revised:
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23 Apr 08
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476
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8
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| |
Abstract:
Foreign investment management firms have recently started to play a major role in the investment trust business in Japan. In terms of assets under management, their size and market share have almost doubled in the past several years. In part, the relative success of foreign managed firms in attracting market share may be attributed to the fact that Japanese investment trusts have underperformed benchmarks in quite a dramatic fashion over the past two decades. This is at best indirect evidence that Japanese funds underperform their foreign counterparts. In a recent paper (Brown, Goetzmann, Hiraki, Otsuki and Shiraishi 2001) we show that the underperformance can be attributed almost entirely to the unique tax environment of Japanese investment trusts, which had the effect of heavily penalizing early withdrawals. The relaxation of these regulations coincided with a major inflow of new money into the investment trust business. We examine the relative performance of Japanese and foreign investment management firms before and after this change in tax regulations, and find that the poor relative performance of Japanese funds from April 2000 through December 2001 may in part be attributed to the huge inflow of new money into this sector and the style shifts made necessary to accommodate this flow.
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55.
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William N. Goetzmann Yale School of Management - International Center for Finance
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| Posted: |
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12 Apr 05
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Last Revised:
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12 Apr 05
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457 (16,127)
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3
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Abstract:
This paper explores the feasibility of a government-sponsored insurance company, patterned after the government-sponsored mortgage agencies, that would be authorized to sell government-insured wage-indexed retirement annuities. This enterprise would assume the current obligations and cash flows of the social security system in exchange for the exclusive right to sell additional insurance contracts. It may or may not choose to finance itself through the issuance of equity shares. The empirical analysis in the paper focuses on the stochastic nature of the liabilities faced by such an agency and in particular examines the optimal portfolio of assets required to hedge wage-indexed liabilities.
Social Security, Wage Inedexation
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56.
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William N. Goetzmann Yale School of Management - International Center for Finance Vicente Pascual Pons-Sanz Yale School of Management S. Abraham Ravid Rutgers University - Department of Finance & Economics
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| Posted: |
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27 Apr 04
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Last Revised:
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07 Jun 04
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440 (16,934)
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1
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Abstract:
There is a growing literature on the differential impact of "soft" vs. "hard" information on organizational structure and behavior. This study is an attempt to empirically quantify the value of soft information, using a data-base on the market for screenplays. Script quality is difficult to estimate without subjective evaluation. Therefore soft information should be an integral part of the pricing of these intellectual assets. In our empirical analysis, we find that "hard information" (reputation) variables as well as "soft information" proxies are priced. Screenplays with high soft information content are priced significantly lower than "high concept" "harder information" - type scripts. We also follow the screenplays to production, and find that buyers seem to be able to forecast the success of a script, paying more for screenplays resulting in more successful films. In other words, "high concept" (harder information) screenplays sell for more and result in more successful movies.
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57.
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New Evidence on the First Financial Bubble
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Rik G. P. Frehen Tilburg University - Department of Finance William N. Goetzmann Yale School of Management - International Center for Finance K. Geert Rouwenhorst Yale School of Management - International Center for Finance
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Posted:
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01 Apr 09
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Last Revised:
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16 Nov 09
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432 ( 17,337) |
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Rik G. P. Frehen Tilburg University - Department of Finance William N. Goetzmann Yale School of Management - International Center for Finance K. Geert Rouwenhorst Yale School of Management - International Center for Finance
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| Posted: |
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15 Sep 09
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Last Revised:
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16 Nov 09
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17
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Abstract:
The first global financial bubble in stock prices occurred 1720 in Paris, London and the Netherlands. Explanations for these linked bubbles primarily focus on the irrationality of investor speculation and the corresponding stock price behavior of two large firms: the South Sea Company in Great Britain and the Mississippi Company in France. In this paper we examine a broad cross�section of security price data to evaluate the causes of the bubbles. Using newly collected stock prices for British and Dutch firms in 1720, we find evidence against indiscriminate irrational exuberance and evidence in favor of speculation about two factors: the Atlantic trade and the incorporation of insurance companies. We study the role of innovation in the insurance market by examining market betas and volatilities of new insurance company shares, like (Pastor & Veronesi, Technological Revolutions and Stock Prices, 2009). We find strong evidence for a revolution in the insurance business in 1720. Our findings are consistent with the hypothesis that financial bubbles require a plausible story to justify investor optimism.
Institutional subscribers to the NBER working paper series, and residents of developing countries may download this paper without additional charge at www.nber.org.
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Rik G. P. Frehen Tilburg University - Department of Finance William N. Goetzmann Yale School of Management - International Center for Finance K. Geert Rouwenhorst Yale School of Management - International Center for Finance
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| Posted: |
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01 Apr 09
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Last Revised:
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13 Nov 09
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415
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| |
Abstract:
The first global financial bubble in stock prices occurred 1720 in Paris, London and the Netherlands. Explanations for these linked bubbles primarily focus on the irrationality of investor speculation and the corresponding stock price behavior of two large firms: the South Sea Company in Great Britain and the Mississippi Company in France. In this paper we examine a broad cross‐section of security price data to evaluate the causes of the bubbles. Using newly collected stock prices for British and Dutch firms in 1720, we find evidence against indiscriminate irrational exuberance and evidence in favor of speculation about two factors: the Atlantic trade and the incorporation of insurance companies. We study the role of innovation in the insurance market by examining market betas and volatilities of new insurance company shares, like (Pastor & Veronesi, Technological Revolutions and Stock Prices, 2009). We find strong evidence for a revolution in the insurance business in 1720. Our findings are consistent with the hypothesis that financial bubbles require a plausible story to justify investor optimism.
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58.
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William N. Goetzmann Yale School of Management - International Center for Finance Mauro M. Maggioni Yale University - Department of Mathematics Johan Walden UC Berkeley - Haas School of Business Peter NMI2 Jones Yale University - Department of Mathematics
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| Posted: |
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17 Nov 04
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Last Revised:
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17 Nov 04
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380 (20,484)
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Abstract:
We develop a method for classification of works of art based on their price dynamics. The method is in the same spirit a factor models commonly used within financial economics. Factor models assume that price dynamics of assets are related to underlying fundamental characteristics. We assume that such characteristics exist for works of art, and that they are associated with what we intuitively think of as style. We use a recently developed clustering algorithm to group artists that represent similar styles. This algorithm is specifically well-suited for situations where statistical distributions are far from normal - A description we believe fits well with markets for art. We test the method empirically on a ten-year sample of price data for paintings by 58 artists. Even with this limited data set, we clearly identify five groups and show that these are related to a standard classification of style.
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59.
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Multiple Ratings and Credit Spreads
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Dion Bongaerts Erasmus University Rotterdam (EUR) - Finance Martijn Cremers Yale School of Management William N. Goetzmann Yale School of Management - International Center for Finance
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Posted:
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29 Nov 08
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Last Revised:
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12 Oct 09
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363 ( 21,688) |
2
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Dion Bongaerts Erasmus University Rotterdam (EUR) - Finance Martijn Cremers Yale School of Management William N. Goetzmann Yale School of Management - International Center for Finance
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| Posted: |
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15 Sep 09
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Last Revised:
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12 Oct 09
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11
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2
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Abstract:
This paper explores the role played by multiple credit rating agencies (CRAs) in the market for corporate bonds. Moody's, S&P and Fitch operate in a competitive setting with market demand for both credit information and the certification value of a high rating. We empirically document the outcome of this competitive interaction over the period 2002 to 2007. Virtually all bonds in our sample are rated by both Moody's and Standard and Poors (S&P), and between 40% and 60% of the bonds are also rated by Fitch. This apparent redundancy in information production has long been a puzzle. We consider three explanations for why issuers apply for a third rating: 'information production,' 'adverse selection' and 'certification' with respect to regulatory and rules-based constraints. Using ratings and credit spread regressions, we find evidence in favor of Certification only. Additional evidence shows that the reported certification effects are consistent with an equilibrium outcome in a market with information-sensitive and insensitive bonds. In such a setting, ratings help to prevent market breakdowns.
Institutional subscribers to the NBER working paper series, and residents of developing countries may download this paper without additional charge at www.nber.org.
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Dion Bongaerts Erasmus University Rotterdam (EUR) - Finance Martijn Cremers Yale School of Management William N. Goetzmann Yale School of Management - International Center for Finance
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| Posted: |
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29 Nov 08
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Last Revised:
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16 Sep 09
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352
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2
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| |
Abstract:
This paper explores the role played by multiple credit rating agencies (CRAs) in the market for corporate bonds. Moody’s, S&P and Fitch operate in a competitive setting with market demand for both credit information and the certification value of a high rating. We empirically document the outcome of this competitive interaction over the period 2002 to 2007. Virtually all bonds in our sample are rated by both Moody’s and Standard and Poors (S&P), and between 40% and 60% of the bonds are also rated by Fitch. This apparent redundancy in information production has long been a puzzle. We consider three explanations for why issuers apply for a third rating: ‘information production,’ ‘adverse selection’ and ‘certification’ with respect to regulatory and rules-based constraints. Using ratings and credit spread regressions, we find evidence in favor of Certification only. Additional evidence shows that the reported certification effects are consistent with an equilibrium outcome in a market with information-sensitive and insensitive bonds. In such a setting, ratings help to prevent market breakdowns.
Ratings, Credit Spreads
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60.
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Portfolio Diversification and City Agglomeration
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Massimo Massa INSEAD - Finance William N. Goetzmann Yale School of Management - International Center for Finance Andrei Simonov Michigan State University - Eli Broad Graduate School of Management
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Posted:
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16 Dec 03
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Last Revised:
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16 Feb 05
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322 ( 25,141) |
3
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Massimo Massa INSEAD - Finance William N. Goetzmann Yale School of Management - International Center for Finance Andrei Simonov Michigan State University - Eli Broad Graduate School of Management
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| Posted: |
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16 Mar 04
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Last Revised:
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16 Feb 05
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29
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3
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Abstract:
We relate the degree of investor portfolio focus to the broader urban economic context of the household. Using a detailed panel of investors in Sweden over the period 1995 to 2000, we find that the level of investor diversification, as measured by number of stocks in the portfolio and by the average correlation among holdings, is partially explained by city industrial characteristics. We find that rural portfolios are more diversified than urban portfolios and that portfolio diversification is characterized by factors associated with urban growth. We consider a number of theories to explain investor focus, including behavioral biases, real and perceived informational advantage, local social competition and hedging of non-tradable risk. We find little evidence to support social and hedging motives to explain the lack of portfolio diversification, and some evidence in favor of perceived informational advantage in an urban setting. We attribute this evidence as support for the broader 'knowledge spillover' processes documented in the recent urban economics literature. Portfolio effects may be added to the list of factors that define and differentiate urbanism.
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Massimo Massa INSEAD - Finance William N. Goetzmann Yale School of Management - International Center for Finance Andrei Simonov Michigan State University - Eli Broad Graduate School of Management
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| Posted: |
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16 Dec 03
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Last Revised:
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16 Feb 05
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293
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3
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Abstract:
We study the puzzle of portfolio underdiversification and proximity investment from a novel perspective, linking it to the process of urbanism. We find that urban portfolios are more focused - i.e., less diversified and more concentrated in "close" stocks - than urban portfolios. We explain it in terms of the process of "knowledge-spillover" that characterizes urban environments. We test this against a number of alternative theories: real and perceived informational advantage, local social competition and hedging of non-financial risk. We show that the very same factors behind the drive to city agglomeration also affect both the degree of portfolio diversification and proximity investing by influencing investor information and risk.
Portfolio choice, under-diversification, proximity investment, knowledge spillover, city agglomeration
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61.
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Mark Broadie Columbia Business School William N. Goetzmann Yale School of Management - International Center for Finance
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| Posted: |
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04 Mar 08
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Last Revised:
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04 Mar 08
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320 (25,306)
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Abstract:
In this study, we show how a dynamic insurance program can be implemented within a mean-variance framework. The approach combines elements of the single period safety first idea suggested by Telser and developed by Leibowitz with multiperiod insurance strategies like CPPI and TIPP. The insurance program allows the user to set a probability of hitting a specified floor or target and also allows for changing risk attitudes through time. When the insurance strategy is tested on historical data, the insured portfolio achieves high long-term returns while mostly avoiding long bear markets. In order to understand how the insurance strategy might perform in the future, we simulate returns of the stock market and compare the insurance strategy to buy and hold strategies. An additional benefit of the safety first approach is that it specifies a strategy for underfunded portfolios as well as overfunded portfolios.
insurance, Telser, risk, insurance portfolio
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62.
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The Bias of the RSR Estimator and the Accuracy of Some Alternatives
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William N. Goetzmann Yale School of Management - International Center for Finance Liang Peng University of Colorado at Boulder
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Posted:
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08 Feb 01
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Last Revised:
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04 Apr 01
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315 ( 25,752) |
9
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William N. Goetzmann Yale School of Management - International Center for Finance Liang Peng University of Colorado at Boulder
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| Posted: |
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29 Mar 01
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04 Apr 01
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20
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9
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Abstract:
This paper analyzes the implications of cross-sectional heteroskedasticity in repeat sales regression (RSR). RSR estimators are essentially geometric averages of individual asset returns because of the logarithmic transformation of price relatives. We show that the cross sectional variance of asset returns affects the magnitude of bias in the average return estimate for that period, while reducing the bias for the surrounding periods. It is not easy to use an approximation method to correct the bias problem. We suggest a maximum-likelihood alternative to the RSR that directly estimates index returns that are analogous to the RSR estimators but are arithmetic averages of individual returns. Simulations show that these estimators are robust to time-varying cross-sectional variance and may be more accurate than RSR and some alternative methods of RSR.
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William N. Goetzmann Yale School of Management - International Center for Finance Liang Peng University of Colorado at Boulder
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| Posted: |
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08 Feb 01
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Last Revised:
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05 Mar 01
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295
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9
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Abstract:
This paper analyzes the implications of cross-sectional hetero- skedasticity in repeat sales regression (RSR). RSR estimators are essentially geometric averages of individual asset returns because of the logarithmic transformation of price relatives. We show that the cross sectional variance of asset returns affects the magnitude of bias in the average return estimate for that period, while reducing the bias for the surrounding periods. It is not easy to use an approximation method to correct the bias problem. We suggest a maximum-likelihood alternative to the RSR that directly estimates index returns that are analogous to the RSR estimators but are arithmetic averages of individual returns. Simulations show that these estimators are robust to time-varying cross-sectional variance and may be more accurate than RSR and some alternative methods of RSR.
Repeat sales estimators, Real estate index, Simulation
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63.
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William N. Goetzmann Yale School of Management - International Center for Finance Matthew I. Spiegel Yale School of Management, International Center for Finance Susan M. Wachter University of Pennsylvania - The Wharton School - Real Estate Department
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| Posted: |
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05 Apr 99
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Last Revised:
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11 May 99
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306 (26,693)
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3
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Abstract:
This article addresses the issue of how closely the fortunes of suburbs are tied to the fortunes of the central city. We develop housing price indices for most of the zip codes in California and use them in a clustering procedure to determine whether city and suburban housing markets naturally aggregate or move separately. We find that central cities tend to group with their suburbs, suggesting that the housing markets of cities and suburbs are closely linked.
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64.
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William N. Goetzmann Yale School of Management - International Center for Finance
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| Posted: |
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25 Jun 98
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Last Revised:
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21 Aug 00
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246 (34,250)
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1
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Abstract:
This paper examines the effect of seller reserves on market index construction. It reports the results of simulations in which transactions are conditioned upon various reservation strategies. Indices constructed by averaging across observed conditional prices each period differ dramatically from unconditional indices. Not only are conditional price levels higher, but the dynamics of the price path are changed. Time-series' of conditional mean returns are not highly correlated to the time-series' of unconditional mean returns, and average return estimates are biased upwards. Alternate estimation procedures provide clear improvements to the conditional mean estimate. Volume of sales is a significant predictor of returns in the presences of certain types of reservation behavior. Hedonic control via the repeat-sales regression provides significant improvements, generating an index that is well correlated to the unconditional mean estimate. The repeat-sales regression fails to reduce the upward bias in mean estimates. The simulation results have particular application to the art and housing markets, in which private values may be used to set reservation prices.
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65.
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William N. Goetzmann Yale School of Management - International Center for Finance Liang Peng University of Colorado at Boulder
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| Posted: |
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08 Apr 03
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Last Revised:
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23 May 03
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203 (41,854)
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2
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Abstract:
This paper documents the potential bias induced in an index of asset prices when sellers use reservation rules that may include some component of private value. We develop a model in which the seller's asking price is determined by private valuation while the buyer's bid price is determined by the market valuation, and a transaction takes place only if the bid is higher than the ask. Therefore, the trading volume and the observed transaction prices are both affected by the ratio of seller's private valuation to the market valuation, which is called the seller reserve ratio. The higher the seller reserve ratio, the lower is the trading volume and the larger is the difference between the market valuations estimated using observed prices and the actual market valuations. To address the estimation problem posed by the bias, we propose a three-step econometric procedure. We first estimate the index using observed prices. We next use residuals from the first step and observed trading volume to estimate the latent series of seller reserve ratio and the unconditional population variance of pricing errors. We then use these estimates in step two to correct for the bias in the index based on observed prices in either a hedonic regression or a repeat sale regression. We call the unbiased index a reserve-conditional index. Simulations show that this remedy effectively mitigates the bias, and the reserve-conditional indices are more accurate than traditional hedonic and repeat sale indices. We apply this technique to Los Angeles housing market, and show that the reserve-conditional index substantially differs from a traditional repeat sale index. In our application, the reserveconditional index is more volatile, has a much smaller autocorrelation, and appears to capture market downturns in a more timely fashion than the conventional repeat sale index.
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66.
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Hedge Funds and the Asian Currency Crisis of 1997
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance James M. Park PARADIGM Capital Management
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Posted:
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05 Sep 00
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Last Revised:
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16 Dec 08
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147 ( 57,402) |
44
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance James M. Park PARADIGM Capital Management
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| Posted: |
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07 Nov 08
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Last Revised:
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16 Dec 08
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87
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20
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Abstract:
We test the hypothesis that hedge funds were responsible for the crash in the Asian currencies in late 1997. To do so, we develop estimates of the changing positions of the largest ten currency funds in one currency, the Malaysian ringgit and to a basket of Asian currencies. Our methodology is adapted from the Sharpe's (1992) style analysis approach that decomposes fund returns. We find that the net long or short positions in the ringgit or its correlates did fluctuate dramatically over the last four years. However, these fluctuations were not associated with moves in the exchange rate. The estimated net positions of the major funds were not unusual during the crash period, nor were the profits of the funds during the crisis. In sum, we find no empirical evidence to support the hypothesis that George Soros, or any other hedge fund manager was responsible for the crisis.
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance James M. Park PARADIGM Capital Management
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| Posted: |
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05 Sep 00
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Last Revised:
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07 Apr 08
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60
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44
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Abstract:
We test the hypothesis that hedge funds were responsible for the crash in the Asian currencies in late 1997 . To do so, we develop estimates of the changing positions of the largest ten currency funds in one currency, the Malaysian ringgit and to a basket of Asian currencies. Our methodology is adapted from the Sharpe's (1992) style analysis approach that decomposes fund returns. We find that the net long or short positions in the ringgit or its correlates did fluctuate dramatically over the last four years. However, these fluctuations were not associated with moves in the exchange rates. The estimated net positions of the major funds were not unusual during the crash period, nor were the profits of the funds during the crisis. In sum, we find no empirical evidence to support the hypothesis that George Soros, or any other hedge fund manager was responsible for the crisis.
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67.
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Careers and Survival: Competition and Risk in the Hedge Fund and Cta Industry
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance James M. Park PARADIGM Capital Management
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Posted:
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04 Nov 08
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Last Revised:
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23 Dec 08
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131 ( 63,923) |
57
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance James M. Park PARADIGM Capital Management
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| Posted: |
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13 Nov 08
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Last Revised:
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15 Dec 08
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56
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57
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Abstract:
Investors in hedge funds and commodity trading advisors [CTA s] are naturally concerned with risk as well as return. In this paper, we investigate risk of hedge funds and CTA s in light of managerial career concerns. We find an association between past performance and risk levels consistent with Brown, Harlow and Starks (1996) findings for mutual fund managers. Good performers in the first half of the year reduce the volatility of their portfolios, and poor performers increase volatility. These variance strategies" depend upon the fund s ranking relative to other funds. The importance of relative rankings as opposed to the absolute ranking suggested by analysis of hedge fund and CTA manager contracts points to the importance of reputation costs. These costs are best thought of in the context of the career concerns of managers and the relative importance of fund termination. We analyze factors contributing to fund disappearance. Survival depends on both absolute and relative performance. Excess volatility can also lead to termination. Finally, other things equal, the younger a fund, the more likely it is to disappear from the sample. Therefore our results strongly confirm an hypothesis of Fung and Hsieh (1997b) that reputation costs have a mitigating effect on the gambling incentives implied by the manager contract. Particularly for young funds, a volatility strategy that increases the value of a performance fee option may lead to the premature death of that option through termination of the fund. The finding that hedge fund and CTA volatility is conditional upon past performance has implications for investors, lenders and regulators. An important result of our finding is that variance strategy depends upon relative rather than absolute performance evaluation.
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance James M. Park PARADIGM Capital Management
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| Posted: |
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04 Nov 08
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Last Revised:
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23 Dec 08
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75
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57
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Abstract:
Investors in hedge funds and commodity trading advisors [CTA s] are naturally concerned with risk as well as return. In this paper, we investigate risk of hedge funds and CTA s in light of managerial career concerns. We find an association between past performance and risk levels consistent with Brown, Harlow and Starks (1996) findings for mutual fund managers. Good performers in the first half of the year reduce the volatility of their portfolios, and poor performersincrease volatility. These variance strategies" depend upon the fund s ranking relative to other funds. The importance of relative rankings as opposed to the absolute ranking suggested by analysis of hedge fund and CTA manager contracts points to the importance of reputation costs.These costsare best thought of in the context of the career concerns of managers and the relative importance of fund termination. We analyze factors contributing to fund disappearance. Survival depends on both absolute and relative performance. Excess volatility can also lead to termination. Finally, other things equal, the younger a fund, the more likely it is to disappear from the sample. Therefore our results strongly confirm an hypothesis of Fung and Hsieh (1997b) that reputation costs have a mitigating effect on the gambling incentives implied by the manager contract. Particularly for young funds, a volatility strategy that increases the value of a performance fee option may lead to the premature death of that option through termination of the fund. The finding that hedge fund and CTA volatility is conditional upon past performance has implications for investors, lenders and regulators. An important result of our finding is that variance strategy depends upon relative rather than absolute
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68.
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance Stephen A. Ross Massachusetts Institute of Technology (MIT) - Sloan School of Management
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| Posted: |
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11 Nov 08
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Last Revised:
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16 Dec 08
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122 (67,826)
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94
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Abstract:
Empirical analysis of rates of return in Finance implicitly condition on the security surviving into the sample. We investigate the implications of such conditioning on the time series of rates of return. In general this conditioning induces a spurious relationship between observed return and total risk for those securities that survive to be included in the sample. This result has immediate implications for the equity premium puzzle. We show how these results apply to other outstanding problems of empirical Finance. Long term autocorrelation studies focus on the statistical relation between successive holding period returns, where the holding period is of possibly extensive duration. If the equity market survives, then we find that average return in the beginning is higher than average return near the end of the time period. For this reason, statistical measures of long-term dependence are typically biased towards the rejection of a random walk. The result also has implications for event studies. There is a strong association between the magnitude of an earnings announcement and the post-announcement performance of equity. This might be explained in part as an artifact of the stock price performance of firms in financial distress that survive an earnings announcement. The final example considers stock split studies. In this analysis we implicitly exclude securities whose price on announcement is less than the prior average stock price. We apply our results to this case, and find that the condition that the security forms part of our positive stock split sample suffices to explain the upward trend in event-related cumulated excess return in the pre-announcement period.
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69.
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Bradford Case National Association of Real Estate Investment Trusts William N. Goetzmann Yale School of Management - International Center for Finance K. Geert Rouwenhorst Yale School of Management - International Center for Finance
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| Posted: |
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11 Jul 00
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Last Revised:
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10 Apr 01
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113 (71,736)
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12
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Abstract:
The correlations among international real estate markets are surprisingly high, given the degree to which they are segmented. While industrial, office and retail properties exist all around the world, they are not economic substitutes because of locational specificity. In addition, the broad securitization of real estate property companies has, until recently, lagged that of other types of companies. Never-the-less, international property returns move together in dramatic fashion. In this paper, we use eleven years of global property returns to explore the factors influencing this co-movement. We attribute a substantial amount of the correlation across world property markets to the effects of changes in GNP, suggesting that real estate is a bet on fundamental economic variables which are correlated across countries. A decomposition shows that a local production factor is more important in some countries than in others.
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70.
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William N. Goetzmann Yale School of Management - International Center for Finance Jonathan E. Ingersoll Jr. Jr. Yale School of Management - International Center for Finance Matthew I. Spiegel Yale School of Management, International Center for Finance Ivo Welch Brown University - Department of Economics
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| Posted: |
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23 Aug 02
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Last Revised:
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23 Aug 02
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97 (80,380)
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39
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Abstract:
It is now well known that the Sharpe ratio and other related reward-to-risk measures may be manipulated with option-like strategies. In this paper we derive the general conditions for achieving the maximum expected Sharpe ratio. We derive static rules for achieving the maximum Sharpe ratio with two or more options, as well as a continuum of derivative contracts. The optimal strategy rules for increasing the Sharpe ratio. Our results have implications for performance measurement in any setting in which managers may use derivative contracts. In a performance measurement setting, we suggest that the distribution of high Sharpe ratio managers should be compared with that of the optimal Sharpe ratio strategy. This has particular application in the hedge fund industry where use of derivatives is unconstrained and manager compensation itself induces a non-linear payoff. The shape of the optimal Sharpe ratio leads to further conjectures. Expected returns being held constant, high Sharpe ratio strategies are, by definition, strategies that generate regular modest profits punctunated by occasional crashes. Our evidence suggests that the 'peso problem' may be ubiquitous in any investment management industry that rewards high Sharpe ratio managers.
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71.
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance
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| Posted: |
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11 Nov 08
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Last Revised:
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16 Dec 08
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92 (84,145)
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86
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Abstract:
We propose a new empirical approach to determination of mutual fund styles. This approach is simple to apply, yet it captures nonlinear patterns of returns that result from virtually all active portfolio management styles. We find that the largest equity fund category, â¬SGrowthâ¬? typically breaks down into several styles that differ in composition and strategy. Our classification method identifies fund groupings that are useful predictors of cross-sectional future performance, as well as past behavior. Not only are they superior to common classifications such as â¬SGrowthâ¬? or â¬SIncome,â¬? but they also outperform classifications based upon risk measures and analogue portfolios.
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72.
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Equity Portfolio Diversification
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William N. Goetzmann Yale School of Management - International Center for Finance Alok Kumar University of Texas at Austin
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Posted:
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20 Dec 01
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Last Revised:
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12 Feb 09
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91 ( 84,145) |
68
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William N. Goetzmann Yale School of Management - International Center for Finance Alok Kumar University of Texas at Austin
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| Posted: |
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08 Aug 08
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Last Revised:
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12 Feb 09
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0
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68
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Abstract:
This study shows that U.S. individual investors hold under-diversified portfolios, where the level of under-diversification is greater among younger, low-income, less-educated, and less-sophisticated investors. The level of under-diversification is also correlated with investment choices that are consistent with over-confidence, trend-following behavior, and local bias. Furthermore, investors who over-weight stocks with higher volatility and higher skewness are less diversified. In contrast, there is little evidence that portfolio size or transaction costs constrains diversification. Under-diversification is costly to most investors, but a small subset of investors under-diversify because of superior information.
G11, G12
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William N. Goetzmann Yale School of Management - International Center for Finance Alok Kumar University of Texas at Austin
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| Posted: |
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20 Dec 01
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Last Revised:
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09 Sep 04
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91
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68
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Abstract:
In this paper we examine the portfolios of more than 40,000 equity investment accounts from a large discount brokerage during a six year period (1991-96) in recent U.S. capital market history. Using the historical performance for the equities in these accounts, we find that a vast majority of investors in our sample are under-diversified. Even accounting for the likelihood we have selected on speculators, the magnitude of the diosyncratic risk taken by investors in our sample is surprising. Investors are aware of the benefits of diversification but they appear to adopt a 'naive' diversification strategy where they form portfolios without giving proper consideration to the correlations among the stocks. Over time, the degree of diversification among investor portfolios has improved but these improvements result primarily from changes in the correlation structure of the US equity market. Cross-sectional variations in diversification across demographic groups suggest that investors in low income and non-professional categories hold the least diversified portfolios. In addition, we find that young, active investors are over-focused and hold under-diversified portfolios. Overall, our results indicate that investors realize the benefits of diversification but they face a daunting task of 'implementing' and maintaining a well-diversified portfolio.
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73.
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William N. Goetzmann Yale School of Management - International Center for Finance S. Abraham Ravid Rutgers University - Department of Finance & Economics Ronald Sverdlove School of Management, New Jersey Institute of Technology Vicente Pascual Pons-Sanz Yale School of Management
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| Posted: |
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07 Mar 08
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Last Revised:
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07 Mar 08
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89 (85,493)
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Abstract:
There is a growing literature on the differential impact of soft vs. hard information on organizational structure and behavior. Most empirical papers on soft information study the financial intermediation industry. This is one of the few papers that measure the impact of soft information in a different industry, namely, on sales of spec (unsolicited) screenplays. In our empirical analysis, we find that hard information (measurable experience) variables as well as soft information proxies, such as descriptive complexity, are priced. Screenplays with high soft information content are priced lower than harder information-type scripts. This is especially true for less experienced writers. We also find that large studios shun soft information, as predicted by most theories. This paper is also one of the few studies that analyze empirical contract design. We show that soft information and screenwriter reputation will affect the type of contracts offered, suggesting that contingent contracts may work when uncertainty and asymmetric information interact. We also find that large firms tend to offer more contingent contracts and pay a premium for hard information, similar to the findings in the banking literature. In the last part of the paper we follow some of the screenplays to production, and find that buyers seem to be able to forecast the success of a script, paying more for screenplays resulting in more successful films. In other words, harder information screenplays sell for more and result in more successful movies.
Soft information, Screenplay Sales, Contract Design, Efficient Markets
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74.
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Offshore Hedge Funds: Survival and Performance 1989-1995
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance Roger G. Ibbotson Yale School of Management
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Posted:
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20 Jul 00
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Last Revised:
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16 Dec 08
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80 ( 91,639) |
135
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance Roger G. Ibbotson Yale School of Management
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| Posted: |
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07 Nov 08
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Last Revised:
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16 Dec 08
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21
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133
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Abstract:
We examine the performance of the offshore hedge fund industry over the period 1989 through 1995 using a database that includes defunct as well as currently operating funds. The industry is characterized by high attrition rates of funds and little evidence of differential manager skill. We develop endogenous style categories for relative fund performance measures and find that repeat-winner and repeat-loser patterns in the data are largely due to style effects in that data.
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance Roger G. Ibbotson Yale School of Management
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| Posted: |
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20 Jul 00
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Last Revised:
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18 Mar 08
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59
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135
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Abstract:
We examine the performance of the offshore hedge fund industry over the period 1989 through 1995 using a database that includes defunct as well as currently operating funds. The industry is characterized by high attrition rates of funds and little evidence of differential manager skill. We develop endogenous style categories for relative fund performance measures and find that repeat-winner and repeat-loser patterns in the data are largely due to style effects in that data.
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75.
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance Bing Liang University of Massachusetts at Amherst - Department of Finance & Operations Management Christopher Schwarz University of Massachusetts at Amherst
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| Posted: |
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09 Mar 09
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Last Revised:
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11 Sep 09
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79 (93,159)
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Abstract:
Using a complete set of the SEC filing information on hedge funds (Form ADV) and the TASS data, we develop a quantitative model called the É-Score to measure hedge fund operational risk. The É-Score is related to conflict of interest issues, concentrated ownership, and reduced leverage in the ADV data. With a statistical methodology, we further relate the É-Score to readily available information such as fund performance, volatility, size, age, and fee structures. Finally, we demonstrate that this risk score can be used to effectively predict fund failures in the future.
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76.
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William N. Goetzmann Yale School of Management - International Center for Finance Philippe Jorion University of California, Irvine - Paul Merage School of Business
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| Posted: |
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15 May 00
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Last Revised:
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18 Mar 08
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75 (95,513)
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14
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Abstract:
The expected return on equity capital is possibly the most important driving factor in asset allocation decisions. Yet, the long-term estimates we typically use are derived from U.S. data only. There are reasons to suspects, however, that these estimates of return on capital are subject to survivorship, as the United States is arguably the most successful capitalist system in the world; most other countries have been plagued by political upheaval, war, and financial crises. The purpose of this paper is to provide estimates of return on capital from long-term histories for world equity markets. By putting together a variety of sources, we collected a database of capital appreciation indexes for 39 markets with histories going back as back as the 1920s. Our results are striking. We find that the United States has the highest uninterrupted real rate of appreciation of all countries, at 4.3 percent annually from 1921 to 1996. For other countries, the median real appreciation rate was 0.8 percent. The high return premium obtained for U.S. equities therefore appears to be the exception rather than the rule.
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77.
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Art and Money
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William N. Goetzmann Yale School of Management - International Center for Finance Luc Renneboog Tilburg University - Department of Finance Christophe Spaenjers Tilburg University - Center and Faculty of Economics and Business Administration
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Posted:
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07 Nov 09
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Last Revised:
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19 Nov 09
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70 (107,677) |
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William N. Goetzmann Yale School of Management - International Center for Finance Luc Renneboog Tilburg University - Department of Finance Christophe Spaenjers Tilburg University - Center and Faculty of Economics and Business Administration
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| Posted: |
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17 Nov 09
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Last Revised:
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19 Nov 09
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4
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Abstract:
This paper investigates the impact of equity markets and top incomes on art prices. Using a long-term art market index that incorporates information on repeated sales since the eighteenth century, we demonstrate that both same-year and lagged equity market returns have a significant impact on the price level in the art market. Over a shorter time frame, we also find empirical evidence that an increase in income inequality may lead to higher prices for art, in line with the results of a numerical simulation analysis. Finally, the results of Johansen cointegration tests strongly suggest the existence of a long-term relation between top incomes and art prices.
Institutional subscribers to the NBER working paper series, and residents of developing countries may download this paper without additional charge at www.nber.org.
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William N. Goetzmann Yale School of Management - International Center for Finance Luc Renneboog Tilburg University - Department of Finance Christophe Spaenjers Tilburg University - Center and Faculty of Economics and Business Administration
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| Posted: |
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07 Nov 09
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Last Revised:
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13 Nov 09
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66
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Abstract:
This paper investigates the impact of equity markets and top incomes on art prices. Using a long-term art market index that incorporates information on repeated sales since the eighteenth century, we demonstrate that both same-year and lagged equity market returns have a significant impact on the price level in the art market. Over a shorter time frame, we also find empirical evidence that an increase in income inequality may lead to higher prices for art, in line with the results of a numerical simulation analysis. Finally, the results of Johansen cointegration tests strongly suggest the existence of a long-term relation between top incomes and art prices.
Art investments, Cointegration, Comovement, Equities, Income inequality, Long-term returns
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78.
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance Bing Liang University of Massachusetts at Amherst - Department of Finance & Operations Management Christopher Schwarz University of Massachusetts at Amherst
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| Posted: |
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13 Nov 08
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Last Revised:
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11 Sep 09
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69 (100,475)
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11
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Abstract:
Mandatory disclosure is a regulatory tool intended to allow market participants to assess operational risk. We examine the value of disclosure through the controversial SECrequirement, since overturned, which required major hedge funds to register as investment advisors and file Form ADV disclosures. Leverage and ownership structures suggest that lenders and equity investors were already aware of operational risk. However, operational risk does not mediate flow-performance relationships. Investorseither lack this information or regard it as immaterial. These findings suggest thatregulators should account for the endogenous production of information and the marginalbenefit of disclosure to different investment clienteles.
Hedge funds, operational risk, SEC filing, Form ADV
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79.
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance Roger G. Ibbotson Yale School of Management
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| Posted: |
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07 Nov 08
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Last Revised:
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16 Dec 08
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66 (103,121)
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5
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Abstract:
We examine the performance of the off-shore hedge fund industry over the period 1989-1995 using a database that includes both defunct and currently operating funds. The industry is characterized by high attrition rates of funds, low covariance with the U.S. stock market, evidence consistent with positive risk-adjusted returns over the time, but little evidence of differential manager skill.
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80.
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance James M. Park PARADIGM Capital Management
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| Posted: |
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11 Nov 08
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Last Revised:
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16 Dec 08
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60 (108,625)
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26
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Abstract:
Investors in hedge funds and commodity trading advisors [CTA] are naturally concerned with risk as well as return. In this paper, we investigate whether hedge fund and CTA return variance depends upon whether the manager is doing well or poorly. Our results are consistent with the Brown, Harlow and Starks (1996) findings for mutual fund managers. We find that good performers in the first half of the year reduce the volatility of their portfolios, and poor performers increase volatility. These variance strategies" depend upon the fund s ranking relative to other funds. Interestingly enough, despite theoretical predictions, changes in risk are not conditional upon distance from the high water mark threshold, i.e. a ratcheting absolute manager benchmark. This result may be explained by the relative importance of fund termination. We analyze factors contributing to fund disappearance. Survival depends on both absolute and relative performance. Excess volatility can also lead to termination. Finally, other things equal, the younger a fund, the more likely it is to fail. Therefore our results strongly confirm an hypothesis of Fung and Hsieh (1997b) that reputation costs have a mitigating effect on the gambling incentives implied by the manager contract. Particularly for young funds, a volatility strategy that increases the value of a performance fee option may lead to the premature death of that option through termination of the fund. The finding that hedge fund and CTA volatility is conditional upon past performance has implications for investors, lenders and regulators.
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81.
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William N. Goetzmann Yale School of Management - International Center for Finance Jonathan E. Ingersoll Jr. Jr. Yale School of Management - International Center for Finance Stephen A. Ross Massachusetts Institute of Technology (MIT) - Sloan School of Management
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| Posted: |
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05 Sep 00
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Last Revised:
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07 Apr 08
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54 (114,391)
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22
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Abstract:
Incentive fees for money managers are frequently accompanied by high water mark provisions which condition the payment of the incentive upon exceeding the maximum achieved share value. In this paper, we show that these high water mark contracts are valuable to money managers, and conversely represent a claim on a significant proportion of investor wealth. We provide a closed-form solution to the high water mark contract under certain conditions. This solution shows that managers have an incentive to take risks. We conjecture that the existence of high water mark compensation is due to decreasing returns to scale in the industry. Empirical evidence on the relationship between fund return and net money flows into and out of funds suggests that successful managers, and large fund managers are less willing to take new money than small fund managers.
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82.
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Massimo Massa INSEAD - Finance William N. Goetzmann Yale School of Management - International Center for Finance
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| Posted: |
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08 Apr 05
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Last Revised:
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08 Apr 05
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50 (118,461)
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7
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Abstract:
We use a panel of more than 100,000 investor accounts in US stocks over the period 1991-1995 to construct an investor-based measure of dispersion of opinion, unlike the analyst based measure used in the literature. We use this measure to test two competing hypotheses: the sidelined investors hypothesis and the uncertainty/asymmetric information hypothesis. We find evidence that supports the sidelined-investors hypothesis. We show that the dispersion of opinion of the investors in a stock is positively related to the contemporaneous returns and trading volume of the stock and negatively related to its future returns. Moreover, dispersion of opinion aggregates across many stocks and generates factors that have a market-wide effect, affecting the stock equilibrium rate of return and providing additional explanatory power in a standard asset-pricing model. This supports the interpretation of dispersion of opinion as a risk factor. We also show that dispersion of opinion among retail investors Granger causes dispersion of opinion among analysts.
Dispersion of opinion, asset prices, volatility
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83.
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Massimo Massa INSEAD - Finance William N. Goetzmann Yale School of Management - International Center for Finance
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| Posted: |
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09 Jul 00
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Last Revised:
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01 Apr 01
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50 (118,461)
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36
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Abstract:
We use a two-year panel of individual accounts in an S&P 500 index mutual fund to examine the trading and investment behavior of more than 91 thousand investors who have chosen a low-cost, passively managed vehicle for savings. This allows us to characterize investors' heterogeneity in terms of their investment patterns. In particular, we identify positive feedback traders as well as contrarians whose activities are conditional upon preceding day stock market moves. We test the consistency and profitability of these conditional strategies over time. We find that more frequent traders are typically contrarians, while infrequent traders are more typically momentum investors. The dynamics of these investor classes help us to partially examine the question of the marginal investor over the period of our study. We find that the behavior of momentum investors is typically more correlated to changes in the S&P 500 and we trace its dynamics over time. We build up behavioral factors' based on contrarian and momentum flows and show that they perform well against a benchmark of loadings on latent factors extracted from returns. We also use the behavior of momentum and contrarian investors to build a measure of market polarization. This captures the dispersion of beliefs among the investors and helps to account for asset pricing better than standard measures of dispersion of beliefs.
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84.
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The Japanese Open-End Fund Puzzle
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Show Abstracts |
Hide Abstracts |
Versions (2)
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hide multiple versions |
Export Bibliographic Info |
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance Takato Hiraki Kwansei Gakuin University - Business School Toshiyuki Otsuki International University of Japan Noriyoshi Shiraishi Rikkyo University - School of Social Relations
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Posted:
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14 Jun 00
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Last Revised:
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16 Dec 08
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38 (133,632) |
12
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance Takato Hiraki Kwansei Gakuin University - Business School Toshiyuki Otsuki International University of Japan Noriyoshi Shiraishi Rikkyo University - School of Social Relations
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| Posted: |
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07 Nov 08
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Last Revised:
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16 Dec 08
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17
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11
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Abstract:
Recent empirical evidence has suggested that the Japanese mutual fund industry has under-performed dramatically over the past two decades. Conjectured reasons for underperformance range from tax-dilution effects to high fees, high turnover and poor asset management. In this paper, we show that this underperformance is largely due to tax-dilution effects, and not necessarily to poor management. Using a broad database of funds which includes investment trusts closed to new investment, we show that once an instrument for the time-varying tax dilution exposure is included in a factor model, there is little evidence of poor risk-adjusted performance. A style analysis of the industry demonstrates that managers appear to pursue tax-driven dynamic strategies.
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance Takato Hiraki Kwansei Gakuin University - Business School Toshiyuki Otsuki International University of Japan Noriyoshi Shiraishi Rikkyo University - School of Social Relations
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| Posted: |
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14 Jun 00
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Last Revised:
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04 Apr 08
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21
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12
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Abstract:
Recent empirical evidence has suggested that the Japanese mutual fund industry has" underperformed dramatically over the past two decades. Conjectured reasons for" underperformance range from tax-dilution effects to high fees, high turnover and poor asset" management. In this paper, we show that this underperformance is largely due to tax-dilution" effects, and not necessarily to poor management. Using a broad database of funds which" includes investment trusts closed to new investment, we show that once an instrument for the" time-varying tax-dilution exposure is included in a factor model, there is little evidence of poor" risk-adjusted performance. A style analysis of the industry demonstrates that managers appear to" pursue tax-driven dynamic strategies.
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85.
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William N. Goetzmann Yale School of Management - International Center for Finance Matthew I. Spiegel Yale School of Management, International Center for Finance Andrey Ukhov Indiana University Bloomington - Department of Finance
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| Posted: |
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07 Feb 03
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Last Revised:
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09 Oct 09
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38 (132,370)
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4
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Abstract:
This paper examines governance explanations for the discount of preferred shares to common shares in the Russian market. conflicts between shareholder classes may help explain the discount. However, for this to be the sole explanation the estimated models suggest that the magnitude of future adverse shareholder events would have to be very high. Nevertheless, evidence of a common factor potentially related to governance seems evident in the date, implying that corporate control issues may at least be partially responsible for the observed preferred share discount
Institutional subscribers to the NBER working paper series, and residents of developing countries may download this paper without additional charge at www.nber.org.
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86.
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Massimo Massa INSEAD - Finance William N. Goetzmann Yale School of Management - International Center for Finance
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| Posted: |
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11 Sep 00
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Last Revised:
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16 Apr 08
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36 (134,963)
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48
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Abstract:
In the present paper we analyze the relationship between index funds and asset prices. In particular, our analysis of daily index fund flows indicates a strong contemporaneous correlation between fund inflows and S&P market returns. We also document a strong negative correlation between fund out flows and S&P market returns with the exception of outflows from a fund with very high initial investment requirement. These effects may be interpreted in two ways. Either investor supply and demand affects S&P market prices, or investors condition their demand and supply on intra-day market fluctuations. To sort out these effects, we examine trailing investor reaction to market moves. Our results suggest the market reacts to daily demand. However, only negative reactions appear due to past returns. We investigate whether index investor demand shocks are permanent or temporary by examining the related behavior of the S&P futures index. Clear evidence supports the hypothesis that they are permanent. This result may help explain the unusual recent relative performance of the S&P 500 index. Using the average market-timing newsletter recommendation over the period, we find that investors appear to react to expert' advice about the market. Bullish newsletter sentiment is associated with greater inflows, although outflows are not well explained by newsletter advice. Dispersion in advice is associated with lower inflows. We find a high correlation among a number of variables used as a proxy for investor disagreement.
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87.
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Massimo Massa INSEAD - Finance William N. Goetzmann Yale School of Management - International Center for Finance Andrei Simonov Michigan State University - Eli Broad Graduate School of Management
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| Posted: |
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08 Mar 05
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Last Revised:
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30 Mar 05
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32 (140,486)
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4
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Abstract:
We study the puzzle of portfolio underdiversification and proximity investment from a novel perspective, linking it to the process of urbanization. We find that urban portfolios are more focused - i.e., less diversified and more concentrated in 'close' stocks. We explain it in terms of the process of 'professional specialization' that characterizes urban environments. We test this against a number of alternative theories: financial sophistication, social competition and hedging non-financial risk. We show that the very same factors behind the drive to city agglomeration also affect both the degree of portfolio diversification and proximity investing by influencing investor information and risk.
Portfolio choice, under-diversification, proximity investment, professional specialization, city agglomeration
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88.
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance Alok Kumar Yale University
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| Posted: |
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07 Nov 08
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Last Revised:
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16 Dec 08
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27 (148,942)
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Abstract:
Alfred Cowles' (1934) test of the Dow Theory apparently provided strong evidence against the ability of Wall Street's most famous chartist to forecast the stock market. In this paper we review Cowles' evidence and find that it supports the contrary conclusion - that the Dow Theory, as applied by its major practitioner, William Peter Hamilton over the period 1902 to 1929, yielded positive risk-adjusted returns. A re-analysis of the Hamilton editorials suggests that his timing strategies yield high Sharpe ratios and positive alphas. Neural net modeling to replicate Hamilton's market calls provides interesting insight into the nature and content of the Dow Theory. This allows us to examine the properties of the Dow Theory itself out-of-sample.
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89.
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Massimo Massa INSEAD - Finance William N. Goetzmann Yale School of Management - International Center for Finance
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| Posted: |
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08 Apr 05
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Last Revised:
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22 Apr 05
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25 (153,299)
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7
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Abstract:
We test the market impact of the disposition effect. We rely on the Grinblatt and Han (2002) model and derive testable implications about the expected relationship between the preponderance of disposition investors in the market and stock volatility, return and trading volume. We use a large sample of individual accounts over a six-year period to construct a variable that acts as proxy for the representation in the market of disposition investors. We show that, at a daily frequency, when the fraction of 'irrational' investor trades in a stock increases, stock volatility, return and trading volume decrease. We further show that such a stock-specific disposition acts as proxy to aggregates at the market level, generating a common factor. Statistical exposure to such a disposition-related factor explains cross-sectional differences in daily returns, after controlling for a host of other factors and characteristics.
Disposition effect, asset prices, volatility
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90.
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William N. Goetzmann Yale School of Management - International Center for Finance Andrey Ukhov Indiana University Bloomington - Department of Finance Ning Zhu Yale School of Management
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| Posted: |
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11 Apr 07
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Last Revised:
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13 Sep 07
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22 (161,020)
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3
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Abstract:
In this article we review the development of Chinese capital markets over a crucial period in the history of markets worldwide, and place that development in context. Despite fundamental differences between China today and China 100 years ago, it is still important to consider the effects of an imbalance between domestic and international investor markets, and the mismatch between domestic and foreign expectations about investor protection. The lessons of the last century suggest that China today should consider opening Chinese investor access to foreign capital markets in order to equilibrate the level of diversification between foreign and domestic investors. In addition, our analysis suggests that protecting of domestic corporate investor rights is at least as important as protecting foreign investor rights.
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91.
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William N. Goetzmann Yale School of Management - International Center for Finance Vicente Pascual Pons-Sanz Yale School of Management S. Abraham Ravid Rutgers University - Department of Finance & Economics
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| Posted: |
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19 May 04
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Last Revised:
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19 May 04
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20 (166,711)
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1
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Abstract:
There is a growing literature on the differential impact of 'soft' vs. 'hard' information on organizational structure and behavior. This study is an attempt to empirically quantify the value of soft information, using a data-base on the market for screenplays. Script quality is difficult to estimate without subjective evaluation. Therefore soft information should be an integral part of the pricing of these intellectual assets. In our empirical analysis, we find that 'hard information' (reputation) variables as well as 'soft information' proxies are priced. Screenplays with high soft information content are priced significantly lower than 'high concept' 'harder information' - type scripts. We also follow the screenplays to production, and find that buyers seem to be able to forecast the success of a script, paying more for screenplays resulting in more successful films. In other words, 'high concept' (harder information) screenplays sell for more and result in more successful movies.
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92.
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An Analysis of the Relative Performance of Japanese and Foreign Money Management
|
Show Abstracts |
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Versions (3)
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance Takato Hiraki Kwansei Gakuin University - Business School Noriyoshi Shiraishi Rikkyo University - School of Social Relations
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Posted:
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03 Nov 08
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Last Revised:
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15 Dec 08
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16 (178,177) |
8
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance Takato Hiraki Kwansei Gakuin University - Business School Noriyoshi Shiraishi Rikkyo University - School of Social Relations
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| Posted: |
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13 Nov 08
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Last Revised:
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15 Dec 08
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3
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8
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| |
Abstract:
Foreign investment management firms have recently started to play a major role in the investment trust business in Japan. In terms of assets under management, their size and market share have almost doubled in the past several years. In part, the relative success of foreign managed firms in attracting market share may be attributed to the fact that Japanese investment trusts have underperformed benchmarks in quite a dramatic fashion over the past two decades. This is at best indirect evidence that Japanese funds underperform their foreign counterparts. In a recent paper (Brown, Goetzmann, Hiraki, Otsuki and Shiraishi 2001) we show that the underperformance can be attributed almost entirely to the unique tax environment of Japanese investment trusts, which had the effect of heavily penalizing early withdrawals. The relaxation of these regulations coincided with a major inflow of new money into the investment trust business. We examine the relative performance of Japanese and foreign investment management firms before and after this change in tax regulations, and find that the poor relative performance of Japanese funds from April 2000 through December 2001 may in part be attributed to the huge inflow of new money into this sector and the style shifts made necessary to accommodate this flow.
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance Takato Hiraki Kwansei Gakuin University - Business School Noriyoshi Shiraishi Rikkyo University - School of Social Relations
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| Posted: |
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13 Nov 08
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Last Revised:
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15 Dec 08
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7
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8
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| |
Abstract:
Foreign investment management firms have recently started to play a major role in the investment trust business in Japan. In terms of assets under management, their size and market share have almost doubled in the past two years. In part, the relative success of foreign managed firms in attracting market share may be attributed to the fact that Japanese investment trusts have underperformed benchmarks in quite a dramatic fashion over the past two decades. This is at best indirect evidence that Japanese funds underperform their foreign counterparts. In a recent paper (Brown, Goetzmann, Hiraki, Otsuki and Shiraishi 2001) we show that the underperformance can be attributed almost entirely to the unique tax environment of Japanese investment trusts. In this paper we examine the relative performance issue directly by looking at week by week returns for the period January 23, 1998 through to January 14, 2000. Contrary to popular perception, Japanese managers actually outperformed their foreign counterparts over this period of time. Perhaps this indicates that Japanese managers are more skillful. However, the evidence suggests that they happened to be in the right place at the right time. We attribute the superior performance to the asset allocation decision, rather than to any superior skill in selecting securities.
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance Takato Hiraki Kwansei Gakuin University - Business School Noriyoshi Shiraishi Rikkyo University - School of Social Relations
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| Posted: |
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03 Nov 08
|
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Last Revised:
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03 Nov 08
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6
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8
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| |
Abstract:
Foreign investment management firms have recently started to play a major role in the investment trust business in Japan. In terms of assets under management, their size and market share have almost doubled in thepast two years. In part, the relative success of foreign managed firms in attracting market share may be attributed to the fact that Japanese investment trusts have underperformed benchmarks in quite a dramaticfashion over the past two decades. This is at best indirect evidence that Japanese funds underperform their foreign counterparts. In a recent paper (Brown, Goetzmann, Hiraki, Otsuki and Shiraishi 2001) we show that theunderperformance can be attributed almost entirely to the unique tax environment of Japanese investment trusts. In this paper we examine the relative performance issue directly by looking at week by week returns for the period January 23, 1998 through to January 14, 2000. Contrary to popularperception, Japanese managers actually outperformed their foreign counterparts over this period of time. Perhaps this indicates that Japanese managers are more skillful. However, the evidence suggests that theyhappened to be in the right place at the right time. We attribute the superiorperformance to the asset allocation decision, rather than to any superior skill in selecting securities.
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93.
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Evan Gatev Simon Fraser University William N. Goetzmann Yale School of Management - International Center for Finance K. Geert Rouwenhorst Yale School of Management - International Center for Finance
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| Posted: |
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29 Feb 08
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Last Revised:
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20 Feb 09
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15 (181,042)
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10
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Abstract:
We test a Wall Street investment strategy, "pairs trading," with daily data over 1962-2002. Stocks are matched into pairs with minimum distance between normalized historical prices. A simple trading rule yields average annualized excess returns of up to 11% for self-financing portfolios of pairs. The profits typically exceed conservative transaction-cost estimates. Bootstrap results suggest that the "pairs" effect differs from previously documented reversal profits. Robustness of the excess returns indicates that pairs trading profits from temporary mispricing of close substitutes. We link the profitability to the presence of a common factor in the returns, different from conventional risk measures.
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94.
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Douglas W. Blackburn Fordham University William N. Goetzmann Yale School of Management - International Center for Finance Andrey Ukhov Indiana University Bloomington - Department of Finance
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| Posted: |
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15 Sep 09
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Last Revised:
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28 Oct 09
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2 (213,250)
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5
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Abstract:
We use traded options on growth and value indices to test for clientele differences in risk preferences. Value investors appear to have exhibited a higher average level of risk aversion than growth investors for two different time periods in the late 1990's and early 2000's. We construct a model of time-varying clientele preferences that allows investors with different levels of risk-aversion to switch between investment styles conditional upon the evolution of returns and risk. The model makes predictions about the autocorrelations structure of measured risk parameters and also about the autocorrelation and cross-autocorrelation of fund flows by style. Empirical tests of the model provide evidence consistent with the existence of style switchers - investors who move funds between growth and value securities. We construct trading strategies in the value and growth index options markets that effectively buy risk from one clientele and sell it to another. These strategies generated modest positive returns over the period of study.
Institutional subscribers to the NBER working paper series, and residents of developing countries may download this paper without additional charge at www.nber.org.
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95.
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance Bing Liang University of Massachusetts at Amherst - Department of Finance & Operations Management Christopher Schwarz University of California at Irvine
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| Posted: |
|
31 Jan 09
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Last Revised:
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11 Sep 09
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0 (0)
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Abstract:
Using a complete set of U.S. SEC filing information on hedge funds (Form ADV) and data from the Lipper TASS Hedge Fund Database, the study reported here developed a quantitative model called the É-score to measure hedge fund operational risk. The É-score is related to conflict-of-interest issues, concentrated ownership, and reduced leverage in the Form ADV data. With a statistical methodology, the study further related the É-score to such readily available information as fund performance, volatility, size, age, and fee structures. Finally, the study demonstrated that although operational risk is more significant than financial risk in explaining fund failure, a significant and positive interaction exists between operational risk and financial risk.
Risk Measurement and Management: Alternative Investments; Portfolio Management: Hedge Fund strategies; Alternative Investments: Hedge Fund Strategies
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96.
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Jonathan E. Ingersoll Jr. Jr. Yale School of Management - International Center for Finance Matthew I. Spiegel Yale School of Management, International Center for Finance William N. Goetzmann Yale School of Management - International Center for Finance Ivo Welch Brown University - Department of Economics
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| Posted: |
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26 Jun 08
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Last Revised:
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20 Feb 09
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0 (0)
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34
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Abstract:
Numerous measures have been proposed to gauge the performance of active management. Unfortunately, these measures can be gamed. Our article shows that gaming can have a substantial impact on popular measures even in the presence of high transactions costs. Our article shows there are conditions under which a manipulation-proof measure exists and fully characterizes it. This measure looks like the average of a power utility function, calculated over the return history. The case for using our alternative ranking metric is particularly compelling for hedge funds whose use of derivatives is unconstrained and whose managers' compensation itself induces a nonlinear payoff.
G11, G23, G24
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97.
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David M. Geltner University of Cincinnati - College of Business William N. Goetzmann Yale School of Management - International Center for Finance
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| Posted: |
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24 Aug 00
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Last Revised:
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24 Aug 00
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0 (0)
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Abstract:
This paper documents twenty years of performance of commercial real estate in the U.S. using a portfolio of properties that comprise the widely followed NCREIF Property Index (NPI). We develop an extension of the repeated-measures regression (RMR) to produce an improved version of the NCREIF Index, that eliminates the "stale appraisal" and seasonality problems. We use this RMR version of the index to examine the magnitude and duration of the crash in property values in the early 1990's. The RMR Index is also compared with the NAREIT Index, and property-type sub-indices are developed using a Bayesian estimator. Finally, it is also shown how the RMR can be used to estimate the average magnitude of random valuation error in commercial property valuation.
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98.
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance
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| Posted: |
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04 May 00
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Last Revised:
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24 Apr 08
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0 (0)
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Abstract:
We explore performance persistence in mutual funds using absolute and relative benchmarks. Our sample, largely free of survivorship bias, indicates that relative risk-adjusted performance of mutual funds persists, however persistence is mostly due to funds that lag the S&P 500. A profit analysis indicates that poor performance increases the probability of disappearance. A year-by-year decomposition of the persistence effect demonstrates that the relative performance pattern depends upon the time period observed, and it is correlated across managers. Consequently, it is due to a common strategy that is not captured by standard stylistic categories, or risk adjustment procedures.
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99.
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William N. Goetzmann Yale School of Management - International Center for Finance Philippe Jorion University of California, Irvine - Paul Merage School of Business
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| Posted: |
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30 Dec 98
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Last Revised:
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21 Aug 00
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0 (0)
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Abstract:
Recent research shows that emerging markets are distinguished by high returns and low covariances with global market factors. To check whether these results can be attributed to their recent emergence, we simulate a simple, general model of global markets, with a realistic survival process. The simulations reveal a number of new effects. We find that pre-emergence returns are systematically lower than post-emergence returns, and that the brevity of a market history is related to the bias in returns as well as to the world beta. These patterns are confirmed by an empirical analysis of emerging and submerged markets.
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100.
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance Roger G. Ibbotson Yale School of Management
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| Posted: |
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16 Nov 98
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24 Apr 08
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0 (0)
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Abstract:
We examine the performance of the off-shore hedge fund industry over the period 1989 through 1995 using a database that includes both defunct and currently operating funds. The industry is characterized by high attrition rates of funds, low covariance with the U.S. stock market, evidence consistent with positive risk-adjusted returns over the time, and little evidence of differential manager skill.
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101.
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Stephen J. Brown NYU Stern School of Business William N. Goetzmann Yale School of Management - International Center for Finance
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| Posted: |
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10 Oct 98
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Last Revised:
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24 Apr 08
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0 (0)
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Abstract:
In this paper, we find that existing classifications do a poor job at forecasting differences in future performance. We propose a different method for grouping mutual funds which is relatively impervious to strategic "gaming" of benchmarks. In particular, it captures active portfolio management strategies, rather than relying upon the fund composition observed at specific points in time. As a result of our classification, we find that equity fund managers broadly fall into some familiar and not-so-familiarpatterns of behavior. The familiar patterns include "Small-Cap", "Growth", "Growth and Income", "Income" and "International" styles. The unfamiliar styles resemble "Timers," "Value" and "Glamour" managers. This new categorization does a superior job at forecasting future differences in mutual fund performance, and reveals something about the aggregate behavior of mutual fund managers as well. In addition, we find some preliminary evidence that funds which changed their self-reported classification improved their position relative to their new benchmark.
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102.
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William N. Goetzmann Yale School of Management - International Center for Finance Philippe Jorion University of California, Irvine - Paul Merage School of Business
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| Posted: |
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25 Aug 98
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Last Revised:
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21 Aug 00
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0 (0)
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Abstract:
This article re-examines the evidence on the ability of dividend yields to predict long-horizon stock returns. We use two new series beginning in 1871, a monthly series for the United States, and an annual series for the United Kingdom. Conditional on survival over the entire 122 years, dividend yields display only marginal ability to predict stock market returns in either country. We also argue that tests over long periods may be affected by survivorship. Simulations show that regression statistics based on a sample drawn solely from surviving markets can be seriously biased towards finding predictability.
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103.
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William N. Goetzmann Yale School of Management - International Center for Finance Susan M. Wachter University of Pennsylvania - The Wharton School - Real Estate Department
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| Posted: |
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03 Jul 98
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Last Revised:
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21 Aug 00
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0 (0)
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Abstract:
A clustering algorithm is applied to effective rents for twenty-one U.S. office markets, and to twenty-two metropolitan markets using vacancy data. It provides support for the conjecture that there exists a few major families of cities: including an oil and gas group and an industrial Northeast group. Unlike other clustering studies, we find strong evidence of bicoastal city associations among cities such as Boston and Los Angeles. We present a bootstrapping methodology for investigating the robustness of the clustering algorithm, and develop a means for testing the significance of city associations. While the analysis is limited to aggregate rent and vacancy data, the results provide a guideline for the further application of cluster analysis to other types of real estate and economic information.
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104.
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William N. Goetzmann Yale School of Management - International Center for Finance Roger G. Ibbotson Yale School of Management
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| Posted: |
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19 May 98
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Last Revised:
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21 Aug 00
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0 (0)
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Abstract:
This paper analyzes a new database of substantially all stocks listed on the NYSE over its early history. We collect prices and dividends from primary sources -- i.e. financial periodicals -- for all listed stocks on the New York Stock Exchange over its early history. We construct a monthly index of NYSE equity prices over the 1815-1871 period, and a monthly index with dividends over the 1825-1871 period. We find that NYSE equities returned between 7.7% and 11.8% per year in arithmetic terms between the years 1825 and 1871. We also find that income returns represented a high proportion of total return for stocks in the nineteenth century. This may be due to differences in taxation, or may be due to the changing public attitude towards substitution of capital gains for income.
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105.
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William N. Goetzmann Yale School of Management - International Center for Finance Matthew I. Spiegel Yale School of Management, International Center for Finance
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| Posted: |
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06 Jun 97
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Last Revised:
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21 Aug 00
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0 (0)
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Abstract:
This paper provides a method for estimating housing indicesat the local level. It develops a "distance-weightedrepeat-sale" procedure to exploit the factor structure ofthe error-covariance matrix in the repeat-sales model. Adistance function defined in characteristic andgeographical space provides weights for the generalizedleast-squares model, and allows the use all of the repeated-sales in a metropolitan area to measure returns for thespecific neighborhood of interest. We use distance-weightedrepeat-sales to estimate return indices for all zip codes inthe San Francisco Bay area over the period 1980 through1994. When distance is defined in terms of socio-economiccharacteristics, we find that median household income is thesalient variable explaining covariance of neighborhoodhousing returns. Racial composition and educationalattainment, while significant, are much less influential.Zip-code level indices often deviate dramatically from thecity-wide index, depending upon income levels. This hasimplications for investors and lenders. Our resultsindicate that rates of return may vary considerably within ametropolitan area. Thus, simply using broad metropolitanarea indices as a proxy for capital appreciation within aspecific neighborhood may not be justified.
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106.
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Brent W. Ambrose Pennsylvania State University William N. Goetzmann Yale School of Management - International Center for Finance
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| Posted: |
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15 Nov 96
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Last Revised:
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21 Aug 00
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0 (0)
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Abstract:
Subsidized loans may help increase home ownership in low income neighborhoods with positive social benefits, however there are risks and costs to the homeowners themselves. Home ownership increases incentives to maintain property and neighborhood, as well as decreasing the outflow of rents from low-income zones. These benefits, however are not costless to participants. With a mortgage comes the possibility of a default, the financial demands of maintenance, the reduction in alternate investment opportunities, an increased exposure to fluctuations in local economic conditions, and a drastic reduction in the liquidity of personal wealth. In this paper we examine the role of the owner-occupied house in the asset allocation decision of a family living in an area characterized as a low income neighborhood. We find that the current subsidies are likely to be too low relative to the costs. In particular, the tax law makes home ownership relatively less attractive to low-income families. This may explain a lack of home-ownership and thus, mortgage lending in low-income neighborhoods.
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107.
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William N. Goetzmann Yale School of Management - International Center for Finance Matthew I. Spiegel Yale School of Management, International Center for Finance Susan M. Wachter University of Pennsylvania - The Wharton School - Real Estate Department
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| Posted: |
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15 Nov 96
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Last Revised:
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22 Aug 00
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0 (0)
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Abstract:
This paper addresses the issue of how closely the fortunes of suburbs are tied to the fortunes of the central city. We use similarities in residential housing price dynamics as a measure of how closely the economies of cities and suburbs are related. We develop housing price indices for most of the zip codes in California, and use these in a clustering procedure to see whether cities and suburbs naturally aggregate together, or whether they move separately. We find that central cities tend to aggregate with their suburbs suggesting that the fortunes of the cities and suburbs are closely linked. We find evidence of a two-tiered structure to suburbs. While nearby suburbs continue to group with their metropolitan core, extended suburban economies comprised mostly of affluent neighborhoods, may be "drifting away" from the central cities.
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