Is Human-Interaction-Based Information Substitutable? Evidence from Lockdown

Working Paper: NBER ID: w29513

Authors: Jennie Bai; Massimo Massa

Abstract: We study information substitutability in the financial market through a quasi-natural experiment: the pandemic-triggered lockdown that has hampered people’s physical interactions and hence the ability to collect, process, and transmit human-interaction-based information. Exploiting the cross-sectional and time-series variation of lockdown and its implications for proximate investment, we investigate how the difficulty of using human-interaction-based information in lockdown has prompted a switch to non-interaction-based information. We show that lockdown reduces fund investment in proximate stocks and generates a portfolio rebalancing toward distant stocks. Such rebalancing negatively impacts fund performance by reducing fund raw (excess) returns an additional 0.51% (0.19%) per month during lockdown, suggesting that human-interaction-based and non-interaction-based information is not easily substitutable. Last, we show that the edge of human-interaction-based information originates preeminently from physical contacts, primarily in cafés, restaurants, bars, and fitness centers, and that the virtual world based on Zoom/Skype/Teams cannot substitute for personal meetings in generating sufficient information.

Keywords: Information substitutability; Human interaction; Lockdown; Investment performance

JEL Codes: G01; G12; G14; G23


Causal Claims Network Graph

Edges that are evidenced by causal inference methods are in orange, and the rest are in light blue.


Causal Claims

CauseEffect
lockdown (K40)reduced ability of fund managers to collect and process human-interaction-based information (G41)
reduced ability of fund managers to collect and process human-interaction-based information (G41)decline in investment in proximate stocks (G31)
decline in investment in proximate stocks (G31)shift toward distant stocks (G19)
shift toward distant stocks (G19)negative impact on fund performance (G23)
inability to substitute human-interaction-based information with non-human-interaction-based information (D83)more passive investment strategy among local-investing funds during lockdown (G23)
more passive investment strategy among local-investing funds during lockdown (G23)decrease in investments in proximate stocks (G11)
more passive investment strategy among local-investing funds during lockdown (G23)reduce excess weight deviated from benchmark index (C43)
reduction in social interactions (Z13)no significant effect on behavioral biases of familiarity and trust (G41)

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