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Estimating China’s Growth Potential from Its Global Value Chain Position

Dazhong Cheng, Jian Wang, Zhiguo Xiao, Mar 04, 2020

We find that China’s potential growth in GDP per capita is substantially underestimated if the level of GDP per capita is employed as the convergence indicator as done in previous studies (e.g., Barro, 2015 and 2016). Using data on China’s position in the global value chain (GVC) prior to 2010, we predict that the country’s GDP per capita could have grown at 7%–8% annually between 2010 and 2015, which is closer...

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.

Who Captures the Power of Pen?

Jiaxing You, Bohui Zhang, Le Zhang, Oct 17, 2018

We study how government control affects the roles of the media as an information intermediary and a corporate monitor. Comparing a large sample of news articles written by state-controlled and market-oriented Chinese media, we find that articles by the market-oriented media are more critical, more accurate, more comprehensive, and timelier than those by the state-controlled media. Moreover, only articles by the market-oriented media have a significant corporate governance impact. Subsample analyses, interviews with journalists, and a survey of university students suggest that the market-oriented media’s superior effects are explained by their operating efficiency and independence.

Gender-Targeted Job Ads: Patterns, Impacts, and Mechanisms

Peter Kuhn, Kailing Shen, Feb 27, 2019

Gender-targeted job ads are common in many emerging economies. Using data from jobboards—which differ substantially in terms of culture, size, and user groups targeted—our empirical evidence suggests that policies that target workers’ application decisions may be at least as important as policies that target employers’ screening decisions, if not more.

Finance Leases: A Hidden Channel of China’s Shadow Banking System

Jinfan Zhang, Ting Yang, Yanping Shi, Nov 11, 2020

We find that banks use their affiliated leasing firms to provide credit to constrained clients in order to circumvent the government’s targeted monetary tightening policy, which offsets the expected decline in traditional bank loans in overcapacity industries and hampers the effectiveness of the monetary policy. Although this regulatory arbitrage may cause systemic risk at the macro level, bank-affiliated leasing firms...