Who Owns What? A Factor Model for Direct Stockholding

We build a cross-sectional factor model for investors’ direct stockholdings, 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.


The effect of experience on investment behaviour: Evidence from India’s IPO lotteries

We exploit the randomized allocation of stocks in 54 Indian IPO lotteries to 1.5 million investors between 2007 and 2012 to provide new estimates of the causal effect of investment experiences on future investment behavior. We find that investors experiencing exogenous gains in IPO stocks (the treatment) are more likely to apply for future IPOs, increase trading in their portfolios, exhibit a stronger disposition effect, and tilt their portfolios towards the sector of the treatment IPO. Treatment effects vary with the characteristics of the treatment (size, variability, and salience of the gain), and are stronger for smaller and younger accounts. Treatment effects persist for larger and older accounts, suggesting that experiencing gains exerts a powerful force even on sophisticated players.

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