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Internal Capital Markets in Business Groups and the Propagation of Credit Supply Shocks
Yu Shi, Robert Townsend, Wu Zhu, Sep 25, 2019Using 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...
Ownership and Productivity in Vertically Integrated Firms in China
Loren Brandt, Feitao Jiang, Yao Luo, Yingjun Su, May 27, 2020This paper studies differences in the internal configuration and productivity in vertically integrated steel facilities in China using equipment-level information on inputs and output for each of the main stages in the value chain. At the facility level, we do not find statistically significant differences in productivity by ownership. This conceals important differences in the value chain: private firms outperform in pig iron...
Decoding China’s Industrial Policies
Hanming Fang, Ming Li, Guangli Lu, Jul 02, 2025Industrial policy is often discussed through high-level narratives and flagship initiatives, yet its implementation—particularly at the subnational level—remains opaque. We leverage large language models (LLMs) to systematically analyze over three million government documents from 2000 to 2022, extracting structured policy information to decode China’s industrial policy at various levels of government. Combining these newly constructed granular industrial policy data with micro-level firm data, we document four sets of facts on China’s industrial policies, including the economic and political rationality of the choice of the target sectors, the dynamics of the policy tools, the diffusion and similarity of policies, and the effects on firm entry and productivity.
The Role of Punctuation in the P2P Lending Market
Xiao Chen, Bihong Huang, Dezhu Ye, Apr 04, 2018Using data from Renrendai, one of the largest P2P lending platforms in China, we investigate how the amount of punctuation used in loan descriptions influences the funding probability, borrowing rate, and default. The empirical evidence shows that the amount of punctuation is negatively associated with the funding probability and borrowing rate. We propose that the usage of punctuation affects the readability of a loan description and reflects borrowers’ self-control and cognitive ability.
Misallocation of Managerial Talent in China’s Housing Boom
Yu Shi, Feb 20, 2019The housing boom in China has raised great concerns about capital and credit misallocation. Recent research by IMF Economist Yu Shi finds that China’s imperfect financial market and regulations in the land market have also led to a misallocation of managerial talent, dampening productivity and growth in the non-real estate sectors. Productive managers in other sectors moved to the real estate sector...
