where Ffict denotes a series of firm-level outcomes for firm j in industry i in city c in year t .Variable X fict contains a vector of firm-level control variables, including the logarithm of fixed assets,long-term investments, operational costs, and annual depreciation;and ϕf is a firm fixed effect that controls for unobservable firm-specific factors. The other variables are defined as in Eq.