Journal of risk and financial management · 2022 · 11 citations · 11 references
PlanningBusiness EconomicsUrban PlanningCrisis ManagementEconomic GeographyUrban AnalyticsArea ClosuresBusiness CyclesBusiness Cycle DynamicsBusiness Survival AnalysisClosuresGovernment Support MechanismsGovernment Support PoliciesPins
We present a new estimation of business opening and closure rates using data from Google Places—the data set behind the Google Maps service. Our algorithm, through a bisection routine, counts the appearance and disappearance of “pins” that represent unique businesses. As a proof of concept, we compute business opening and closure rates for the city of Ottawa during the reopening phase of the COVID-19 pandemic in mid-2021. The lifting of restrictions coincides with a wave of re-entry of temporarily closed businesses, suggesting that government support may have facilitated the survival of hibernating businesses. Our entry estimates are validated by a survey of new businesses. This methodology allows policymakers to monitor business dynamics in quasi-real-time during rapidly unfolding crises.
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When arm's length is too far: Relationship banking over the credit cycle
Thorsten Beck, Hans Degryse, Ralph De Haas et al. · Journal of Financial Economics · 2017 · 371 citations
Entry, Exit, Firm Dynamics, and Aggregate Fluctuations ∗
2010 · 279 citations