Standing Out from the Crowd: The Real Effects of Outliers

55 Pages Posted: 12 May 2016 Last revised: 9 Nov 2023

See all articles by Qianqian Du

Qianqian Du

University of Victoria

Frank Yu

China Europe International Business School

Xiaoyun Yu

Shanghai Jiao Tong University (SJTU) - Shanghai Advanced Institute of Finance (SAIF); European Corporate Governance Institute (ECGI); National University of Singapore (NUS) - Asian Bureau of Finance and Economic Research (ABFER); China Academy of Financial Research (CAFR)

Date Written: November 7, 2023

Abstract

We study the impact of outlier opinions – extreme views voiced by individuals – in financial markets. Using analyst forecasts as a laboratory, we show that market participants respond to the arrival of extremely optimistic forecasts, instead of ignoring them as noise. An outlier forecast subsequently moves group consensus and begets more extreme forecasts by peers. Outlier forecasts also generate stronger market reactions from investors, more media coverage, and more conservative management guidance. Further analyses reveal that issuing outlier forecasts increases an analyst’s chance to cover more important clients of his employer. Outlier forecasts are also more likely to take place when an analyst’s reputation cost is lower and information uncertainty is high. These findings suggest that the propensity for expressing extreme views is situational and that personal incentives are the likely cause at play.

Keywords: social influence, polarization, financial analyst, extreme opinions, outliers

JEL Classification: G3; M43; G29

Suggested Citation

Du, Qianqian and Yu, Frank and Yu, Xiaoyun, Standing Out from the Crowd: The Real Effects of Outliers (November 7, 2023). Available at SSRN: https://ssrn.com/abstract=2778406 or http://dx.doi.org/10.2139/ssrn.2778406

Qianqian Du (Contact Author)

University of Victoria ( email )

3800 Finnerty Rd
Victoria, V8P 5C2
Canada

Frank Yu

China Europe International Business School ( email )

669 Hongfeng Road
Pudong
Shanghai, 201206
China

Xiaoyun Yu

Shanghai Jiao Tong University (SJTU) - Shanghai Advanced Institute of Finance (SAIF) ( email )

Shanghai Jiao Tong University
211 West Huaihai Road
Shanghai, 200030
China

European Corporate Governance Institute (ECGI) ( email )

c/o the Royal Academies of Belgium
Rue Ducale 1 Hertogsstraat
1000 Brussels
Belgium

National University of Singapore (NUS) - Asian Bureau of Finance and Economic Research (ABFER) ( email )

BIZ 2 Storey 4, 04-05
1 Business Link
Singapore, 117592
Singapore

China Academy of Financial Research (CAFR)

1954 Huashan Road
Shanghai P.R.China, 200030
China

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