Does the Story Matter? Putting Financial Statement Numbers into Context using XBRL Data

55 Pages Posted: 31 Mar 2022 Last revised: 12 Apr 2024

See all articles by Carly Burd

Carly Burd

North Carolina State University

Elisa Casi

Norwegian School of Economics (NHH) - Department of Business and Management Science

Francesco Grossetti

Bocconi University - Department of Accounting; Bocconi Institute for Data Science and Analytics

Petro Lisowsky

Boston University - Department of Accounting; Norwegian Center for Taxation

Multiple version iconThere are 2 versions of this paper

Date Written: March 31, 2023

Abstract

We create a measure of “discussed numbers” that captures the narrative context of numbers reported in financial statements. Our algorithm matches words within XBRL tags to sentences in 10-Ks. We show that greater volume of discussed numbers improves analyst ETR forecast accuracy and reduces dispersion. We find that greater discussion of complex tax numbers, including the UTB, deferred taxes, and the valuation allowance, are helpful to analysts in forecasting the ETR. We confirm that the benefits to analyst forecast properties manifest in sentences that explain tabulated numbers in financial statements, and not only in sentences that simply contain or repeat numbers. Additionally, the extent to which tax numbers are discussed is positively associated with GAAP ETR and materiality of tax accounts. Overall, this study enhances our understanding of corporate disclosure practices by identifying and finding that the interrelation of numerical values and narrative discussion significantly improves the information environment.

Keywords: XBRL, Tax, Financial Analyst, ETR Forecast

JEL Classification: M40, M41, D80, D83

Suggested Citation

Burd, Carlyle and Casi-Eberhard, Elisa and Grossetti, Francesco and Lisowsky, Petro, Does the Story Matter? Putting Financial Statement Numbers into Context using XBRL Data (March 31, 2023). TRR 266 Accounting for Transparency Working Paper Series No. 81, Available at SSRN: https://ssrn.com/abstract=4070703 or http://dx.doi.org/10.2139/ssrn.4070703

Carlyle Burd

North Carolina State University ( email )

Raleigh, NC 27695-8113
United States

Elisa Casi-Eberhard (Contact Author)

Norwegian School of Economics (NHH) - Department of Business and Management Science ( email )

Bergen, 5045
Norway

Francesco Grossetti

Bocconi University - Department of Accounting ( email )

Via Roentgen 1
Milan, 20136
Italy

HOME PAGE: http://faculty.unibocconi.eu/francescogrossetti/

Bocconi Institute for Data Science and Analytics ( email )

Via Sarfatti, 25
Milan, MI 20136
Italy

Petro Lisowsky

Boston University - Department of Accounting ( email )

595 Commonwealth Avenue
Boston, MA 02215
United States

Norwegian Center for Taxation ( email )

Helleveien 30
Bergen, Bergen 5045
Norway

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