This study traces the heterogeneous effects of government credit across different levels of the supply chain. I find that China Development Bank's industrial loans to state-owned enterprises crowd out private firms in the same industry but crowd in private firms in downstream industries. Moreover, China Development Bank's infrastructure loans crowd in private firms. It is important for policy makers to disentangle these opposing effects of government credit.
Using big data of the locations of bank branches and borrowers in China, we document a non-trivial amount of distant lending. The inter-firm network helps banks collect soft information which facilitates the distant lending. We also use novel data of monthly internal loan rating changes to directly measure soft information and find that banks have better soft information and predict delinquent events more accurately for borrowers connected via the inter-firm network.
Using business registry data from China, we show that internal capital markets in business groups can propagate corporate shareholders' credit supply shocks to their subsidiaries. An average of 16.7% local bank credit growth where corporate shareholders are located would increase subsidiaries investment by 1% of their tangible fixed asset value, which accounts for 71% (7%) of the median (average) investment rate among these firms...
Severe air pollution induces workers to move from productive to unproductive regions, reducing their contribution to the aggregate productivity in China. In this paper, we quantify the productivity and welfare consequences of this important new pattern of migration. We find that the productivity losses from pollution through the indirect migration channel are approximately as much as the direct health costs of pollution.
Our research studies the incentive costs of China’s housing booms . We use the type and actual time stamps of 9.3 million credit card transactions by over 200,000 cardholders to detect non-work-related behavior during work hours. Employees respond to positive house price shocks with an immediate and permanent increase in their propensity to use work hours to attend to personal needs. Our estimate implies an elasticity of shirking propensity with respect to house price of 1.6. The effect is driven by homeowners, especially among owners with higher housing wealth. Further analyses point to negative productivity implications of the increased shirking.