Financial Constraints and Productivity Dynamics: Evidence from U.S. Manufacturing Firms Around the 2008 Financial Crisis

Abstract

This paper examines whether pre-crisis financial structure had lasting consequences on firm-level productivity in U.S. manufacturing following the 2008 financial crisis. Using Compustat data for publicly traded manufacturing firms from 2000 to 2019, total factor productivity is estimated through three proxy variable estimators to analyze how pre-crisis leverage and cash ratios jointly shaped post-crisis TFP trajectories. A firm fixed effects panel regression finds that both higher pre-crisis cash and leverage ratios predicted significantly higher post-crisis TFP, with results robust across all three estimators and a specification incorporating industry-year and state-year fixed effects. Event studies further trace the annual evolution of these relationships, revealing effects that are persistent for the leverage ratio and persistent and compounding for the cash ratio in the post-crisis period. An Olley-Pakes decomposition demonstrates a sharp deterioration in allocative efficiency at the crisis onset that eventually recovers to pre-crisis levels by 2019. A firm exit analysis reveals that higher pre-crisis leverage also predicted a higher probability of distress related exit, while cash holdings did not offset this risk. Exiting firms were already less productive pre-crisis, providing a firm-level mechanism for the post-crisis recovery in allocative efficiency. These findings suggest that the 2008 financial crisis was not a transitory shock but a persistent disruptor of productive capacity, shaped meaningfully by the financial positions firms carried into it.