This paper presents an econometric mediation analysis. It considers identification of production functions and the sources of output effects (treatment effects) from experimental interventions when some inputs are mismeasured and others are entirely omitted.

Although firm financial policies were affected by a credit contraction during the recent financial crisis, the impact of increased uncertainty and decreased growth opportunities was stronger than that of the credit contraction per se. From the start of the financial crisis (third quarter of...