Firm Volatility in Granular Networks

Working Paper: NBER ID: w19466

Authors: Bernard Herskovic; Bryan Kelly; Hanno Lustig; Stijn Van Nieuwerburgh

Abstract: Firm volatilities co-move strongly over time, and their common factor is the dispersion of the economy-wide firm size distribution. In the cross section, smaller firms and firms with a more concentrated customer base display higher volatility. Network effects are essential to explaining the joint evolution of the empirical firm size and firm volatility distributions. We propose and estimate a simple network model of firm volatility in which shocks to customers influence their suppliers. Larger suppliers have more customers and customer-supplier links depend on customers size. The model produces distributions of firm volatility, size, and customer concentration consistent with the data.

Keywords: firm volatility; network effects; customer-supplier linkages; firm size distribution

JEL Codes: E1; G10


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
customer growth (O49)supplier volatility (L14)
idiosyncratic shocks (D89)firm growth rates (L25)
customer growth rates (O49)firm growth rates (L25)
firm size (L25)volatility (E32)
customer size dispersion (D39)supplier volatility (L14)
size dispersion (D39)average volatility (C46)
network effects (D85)joint evolution of firm size and volatility distributions (L25)

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