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Out for Good: Labor Market Effects of Transitory and Persistent Health Shocks: Heterogeneous Treatment Effects Using Causal Forests

Diskussionspapiere extern

Mattis Beckmannhagen, Johannes König

SSRN, 2022, 48 S.
(SSRN Papers)

Abstract

Health shocks limit individuals’ participation in the labor market and pose a major risk to household welfare. In this paper, we derive two novel health shock indicators using machine learning based on sick days and hospitalizations: one for transitory and one for persistent shocks. In an event study framework, we show their respective effects on employment, yearly working hours, and labor earnings, but also partner earnings and household net income. Persistent shocks induce large negative employment effects that end up impacting household net incomes. In contrast, transitory shocks induce only minor employment effects that leave household net incomes unaffected.

Mattis Beckmannshagen

Research Associate in the German Socio-Economic Panel study Department

Johannes König

Research Associate in the German Socio-Economic Panel study Department



JEL-Classification: I10;J22;H51
Keywords: Labor supply, health shocks, machine learning, event study
Externer Link:
https://ssrn.com/abstract=4036482

DOI:
http://dx.doi.org/10.2139/ssrn.4036482

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