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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.
English Language Requirements and Educational Inequality in China
Hongbin Li, Lingsheng Meng, Kai Mu, Shaoda Wang, May 29, 2024The introduction of the English listening test in the NCEE has exacerbated educational inequality between urban and rural areas in China, thereby affecting the college admission prospects and future income of rural students.
The Long-term Persistence of Informal Finance in China
Jinyan Hu, Chicheng Ma, Bo Zhang, Jan 24, 2018By using data on 137 counties in north China, we find that the density of financial institutions (Qianzhuang and Diandang) in the late Qing period has a significant positive effect on the number and total assets of small loan companies, a dominant institution of informal finance today. The persistent effect of historical financial institutions can be explained by Confucian culture, which instills integrity, lineage solidarity and acquaintance networks.
Overpricing in China’s Corporate Bond Market
Yi Ding, Wei Xiong, Jinfan Zhang, Nov 27, 2019In China’s corporate bond market, the yield spread of newly issued bonds at their first secondary-market trade is on average 5.35 bps higher than the issuance spread. This overpricing is robust across bond issuances with different credit ratings, maturities, issuance types, and issuer status. Evidence suggests that competition among underwriters drives this overpricing through two specific channels—either through rebates to participants in issuance auctions or through direct auction bidding by the underwriters for themselves or their clients.
Does VAT Have Higher Tax Compliance Than a Turnover Tax? Evidence from China
Jianjun Li, Xuan Wang, Jan 15, 2020We study the effects of compliance with the value-added tax (VAT) by exploiting the reform that replaced business tax (BT) with VAT in China beginning in 2012. We find that replacing the BT with VAT significantly increases the reported sales and costs for treated firms, and the impact is much stronger for business-to-business (B2B) transactions than for business-to-consumer (B2C) transactions. Buyers in B2B transactions...
