Who Owns What? A Factor Model for Direct Stock Holding

52 Pages Posted: 26 Jul 2021 Last revised: 12 Jun 2023

See all articles by Vimal Balasubramaniam

Vimal Balasubramaniam

Queen Mary University of London; Centre for Economic Policy Research (CEPR)

John Y. Campbell

Harvard University - Department of Economics; National Bureau of Economic Research (NBER)

Tarun Ramadorai

Imperial College London; Centre for Economic Policy Research (CEPR); European Corporate Governance Institute (ECGI)

Benjamin Ranish

Board of Governors of the Federal Reserve System

Date Written: July 2021

Abstract

We build a cross-sectional factor model for investors' direct stock holdings, by analogy with standard time-series factor models for stock returns. We estimate the model using data from almost 10 million retail accounts in the Indian stock market. We find that stock characteristics such as firm age and share price have strong investor clienteles associated with them. Similarly, account attributes such as account age, account size, and extreme underdiversification (holding a single stock) are associated with particular characteristic preferences. Coheld stocks tend to have higher return covariance, suggestive of the importance of clientele effects in the stock market.

Suggested Citation

Balasubramaniam, Vimal and Campbell, John Y. and Ramadorai, Tarun and Ranish, Benjamin, Who Owns What? A Factor Model for Direct Stock Holding (July 2021). NBER Working Paper No. w29065, Available at SSRN: https://ssrn.com/abstract=3893346

Vimal Balasubramaniam (Contact Author)

Queen Mary University of London ( email )

Mile End Road
London, London E1 4NS
United Kingdom

Centre for Economic Policy Research (CEPR) ( email )

London
United Kingdom

John Y. Campbell

Harvard University - Department of Economics ( email )

Littauer Center
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HOME PAGE: http://scholar.harvard.edu/campbell

National Bureau of Economic Research (NBER)

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Tarun Ramadorai

Imperial College London ( email )

South Kensington Campus
Exhibition Road
London, Greater London SW7 2AZ
United Kingdom

HOME PAGE: http://www.tarunramadorai.com

Centre for Economic Policy Research (CEPR) ( email )

London
United Kingdom

European Corporate Governance Institute (ECGI) ( email )

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

Benjamin Ranish

Board of Governors of the Federal Reserve System ( email )

20th Street and Constitution Avenue NW
Washington, DC 20551
United States

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