propagation channel

  • 详情 Macroprudential Spillovers through Production Networks: Employment Adjustment under China's "Three Red Lines" Policy
    This paper studies the unintended spillover effects of China's 2020 "Three Red Lines" policy – a macroprudential intervention aimed at deleveraging real estate developers – on employment in the upstream manufacturing firms. Exploiting variation in industries' exposure to the real estate sector via input-output linkages and employing a generalized difference-in-differences (DID) design on panel data of listed manufacturing firms (2017-2022), we find a significant decline in employment among upstream suppliers, while there is no substantial effect on downstream firms. We identify two transmission channels: a demand propagation channel, evidenced by falling sales and inventory overhang, and a balance sheet contagion channel, where liquidity strain is passed upstream via extended payables and a shift to riskier short-term debt. Furthermore, we show that downward nominal wage rigidity shaped the adjustment, as firms resorted to layoffs rather than wage cuts for ordinary workers. From a regional labor market perspective, the employment losses represent a net reduction at the aggregate level, as displaced workers are not absorbed by other local firms in the same city or province. Our study reveals a significant real economic cost of sectoral macroprudential regulation and clarifies how such shocks propagate through production networks and interact with labor market frictions.
  • 详情 Propagation Effects of Foreign Mutual Funds in the Chinese Equity Market Amid the COVID-19 Pandemic
    The foreign capital flight amid pandemic outbreaks can result in propagation effects in the equity market. With a daily shareholding dataset, this paper investigates the trading behavior of foreign mutual funds in China when it was the epicenter of COVID-19 outbreaks and the subsequent period with global spreads. Using fixed effects and panel structural VAR models, we confirm propagation effects caused by the capital flight of foreign mutual funds. Substantial heterogeneities across foreign funds affiliated and unaffiliated with commercial banks have been uncovered, though they are both found to withdraw from risky stocks as an indication of a "flight to quality." Without implicit guarantees, unaffiliated foreign mutual funds liquidated immediately and more when the pandemic hit China. The resulting price shocks led to further deleverage by bank-affiliated foreign funds on their pre-pandemic risk exposure stocks. Our results shed new light on the behavioral theory of stock market trading featuring fund and stock exposure channels.
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