Research

Working Papers

  1. Shame, Guilt, and Motivated Self-Confidence, with Roberta Dessí (TSE) and Xiaojian Zhao (Monash), CEPR Discussion Paper No. 18629, Under review
    Abstract
    The available evidence from anthropology, economics, and psychology suggests that sensitivities to the emotions of shame and guilt vary across cultures. So does (over)confidence in ability and skills. Is there a connection between these observations? We address this question theoretically and empirically. Theoretically, we explore the socially optimal combination of psychological incentives and the emergence of different cultural equilibria. Empirically, we find significant evidence of a negative relationship between individual confidence and the cultural importance of shame versus guilt. The relationship holds across countries, and for U.S. immigrants relative to their culture of origin, suggesting a causal effect still significant after more than eight years.
  2. Valuing Reminders in Attention Management, with Lorenz Goette (NUS)
    Abstract
    Do people value their attention optimally? Existing findings suggest that individuals systematically undervalue by how much attention-increasing technologies, in particular reminders, can boost their chance of completing future tasks. In a theory-driven experiment, we revisit this question and elicit a measure of individuals' valuation of reminders that is free from arbitrary risk preferences, under an incentive scheme of accumulating probability points to win a binary lottery. We find that even under such incentive structure, individuals still do not fully value the effectiveness of reminders. The violation of optimality cannot be explained by potential probability weighting.
  3. Return Predictability and Online Stock Opinions Published during Trading and Non-Trading Hours, with Lin Huang (SWUFE) and Jia Wu (Shandong), Revised and Resubmitted (3rd round review), Journal of Banking & Finance. [Appendix]
    Abstract
    This study analyzes the impact of trading- and non-trading-hour opinions on returns using data collected from an online stock forum in China. We find that non-trading-hour opinions have a stronger influence on returns than trading-hour opinions. However, a return reversal is observed during the subsequent trading periods based on non-trading-hour opinions, suggesting a tug-of-war between individual investors and arbitrageurs. Additionally, the effect of non-trading-hour opinions on returns is higher when firms announce important events overnight. These opinions also attract more investor attention. We propose that the announcement of such events exposes investors to high levels of uncertainty, leading them to seek advice through online forums. Our analysis suggests that investor sentiment and value-relevant information contained in online articles are likely factors that contribute to the return predictability of these opinions.

Work in Progress

  1. Attention Spillover by Multiple Tasks, with Lorenz Goette (NUS)

  2. Net Promoter Score and Revenue Growth, with Teo Chung Piaw (NUS)