The Impact of Health Insurance Expansions on Labor Outcomes: Evidence from Indonesia

Abstract Several developing countries have pushed towards expanding health insurance coverage to universal levels in recent years. This led to a debate on whether such expansions can have unintended impacts on the labor market decisions, such as a movement of workers towards the informal sector of the labor market, or a decrease in labor supply. We provide evidence on this issue by examining the labor market impacts of a health insurance program for the poor implemented in Indonesia in 2005. Using a rich longitudinal survey, we employ propensity score matching with difference in differences, with matching on a set of variables that include the observable characteristics used by the government to allocate the benefit. We find a negative impact on labor force participation at both the extensive and intensive margins of labor supply, mainly driven by women. The estimation results are less supportive of an impact of this health expansion on informal labor status.

Institutions

Publication Details

Journal
The B E Journal of Economic Analysis & Policy
Published
2026-05-19
DOI
https://doi.org/10.1515/bejeap-2026-0033
Primary Topic
Healthcare Systems and Reforms
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

The Impact of Health Insurance Expansions on Labor Outcomes: Evidence from Indonesia

The B E Journal of Economic Analysis & Policy
Healthcare Systems and Reforms
article

The Impact of Health Insurance Expansions on Labor Outcomes: Evidence from Indonesia

article en

Abstract

Abstract Several developing countries have pushed towards expanding health insurance coverage to universal levels in recent years. This led to a debate on whether such expansions can have unintended impacts on the labor market decisions, such as a movement of workers towards the informal sector of the labor market, or a decrease in labor supply. We provide evidence on this issue by examining the labor market impacts of a health insurance program for the poor implemented in Indonesia in 2005. Using a rich longitudinal survey, we employ propensity score matching with difference in differences, with matching on a set of variables that include the observable characteristics used by the government to allocate the benefit. We find a negative impact on labor force participation at both the extensive and intensive margins of labor supply, mainly driven by women. The estimation results are less supportive of an impact of this health expansion on informal labor status.

The B E Journal of Economic Analysis & Policy
Citigroup (US), University of South Florida (US)
Decent work and economic growth
Openalex Percentile: Top 4%
Healthcare Systems and Reforms
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.