2025/27 | LEM Working Paper Series | ||||||||||||||||
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Rethinking volatility scaling in firm growth |
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Luca Fontanelli, Mauro Napoletano and Angelo Secchi |
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Keywords | |||||||||||||||||
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volatility scaling, granularity, resource allocation
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JEL Classifications | |||||||||||||||||
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D40, L20
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Abstract | |||||||||||||||||
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We revisit the size-volatility relationship in
firm growth using administrative data on French
manufacturing firms. Departing from the log-log
linear decay commonly reported by other studies,
we find a two-regime pattern: volatility declines
steeply with size for small firms, but flattens
for larger ones. We relate this new fact to the
presence of resources misallocation as captured by
imperfect correlation between size and
productivity at the firm level. To explain the
nexus between these two facts, we develop a
stochastic model where firms face a number of
risky business opportunities for which they
compete. Two key features characterize this
competition process. First, larger firms are more
intensively exposed to competition
dynamics. Second, firms with higher productivity
are more likely to see business opportunities
turning into positive, rather than negative,
growth episodes. We analytically show that only
when the correlation between firm size and
productivity is lower than 1 the model is able to
reproduce the volatility scaling we observed in
the data. Simulations suggest that finite sample
approximations of our asymptotic result are
satisfactory in a reasonable portion of the
parameter space. We conclude showing that in
France industries populated by firms with higher
correlation between size and productivity are
associated with steeper average size-volatility
decays consistent with the model's main
prediction. Our findings suggest that the
existence of resources misallocation, shaping the
size-volatility relation, affects the relevance of
the granularity channel in explaining aggregate
fluctuations (Gabaix, 2011).
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