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Decoding China’s Industrial Policies

Hanming Fang, Ming Li, Guangli Lu, Jul 02, 2025

Industrial 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.

Financial Spillovers of Foreign Direct Investment: Evidence from China

Haoyuan Ding, Shu Lin, Shujie Wu, Haichun Ye, May 08, 2024

Foreign Direct Investment (FDI) has enhanced the financial conditions of Chinese enterprises, particularly through the financial spillover effects generated by supply chain connections, which have helped to reduce the burden of trade credit and increase opportunities for bank financing.

Has COVID-19 permanently changed the nature of economic shocks on the Chinese economy?

Kaiji Chen, Patrick Higgins, Tao Zha, Apr 10, 2024

In latest study, Kaiji Chen and his colleagues at Emory University investigated the impact of COVID-19 on the Chinese economy. Through the construction of a GDP expenditure dataset and the application of SVAR modeling, they found that the constrained consumption shock during the pandemic significantly affected China's economy and may potentially alter its economic shock nature permanently.

Consumer-Financed Fiscal Stimulus Evidence from Digital Coupons in China

Jing Ding, Lei Jiang, Lucy Msall, Matthew J. Notowidigdo, Feb 05, 2025

In 2020, local governments in China began issuing digital coupons to stimulate spending in targeted categories such as restaurants and supermarkets. We find that the coupons caused large increases in spending of 3.1–3.3 yuan per yuan spent by the government. The large spending responses do not come from substitution away from non-targeted spending categories or from short-run intertemporal substitution. We conclude that digital coupons are a cost-effective way to provide targeted fiscal stimulus to specific sectors of the economy.

Labor Market Discrimination against Family Responsibilities: A Correspondence Study with Policy Change in China

Haoran He, Sherry Xin Li, Yuling Han, Jan 24, 2024

China shifted its controversial one-child policy (1979–2015) to a two-child policy in 2016. We take advantage of the unexpected timing of this policy change and the heterogeneities in the pre-change environment to investigate labor market discrimination against expected family responsibilities.