Evidence map›Paper›PMID 40438043›Full record

ArticleFrontiers in public health2025

Long-term care insurance and labor-force participation of adult children: an analysis of substitution and anticipation effects.

Yang Yi, Jinghong Gu, Qinglin Xu, Hai Gu

Abstract read
In one paragraph

Article in Frontiers in public health, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Yang YiCenter for Health Policy and Management Studies, School of Government, Nanjing University, Nanjing, China.
Jinghong GuDepartment of Health Policy and Management, Columbia University Mailman School of Public Health, New York, NY, United States.
Qinglin XuCenter for Health Policy and Management Studies, School of Government, Nanjing University, Nanjing, China.
Hai GuCenter for Health Policy and Management Studies, School of Government, Nanjing University, Nanjing, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Many informal caregivers at working age and face the dual burden of providing care and working. This study examines how China's long-term care insurance (LTCI) pilot programs affect the labor-force participation of adult children who may provide informal care to parents. Methods: We analyze four waves (2011, 2013, 2015, and 2018) of micro panel data from the China Health and Retirement Longitudinal Study and exploit the staggered rollout of LTCI pilots across cities from 2012 to 2017. A difference-in-differences design estimates the causal impact of LTCI implementation on labor-force participation of adult children, with robustness checks and subgroup analyses by gender, age, cohabitation status, and skill level. Results: Implementation of LTCI significantly increases the likelihood of adult children remaining in the labor force. Mechanism analysis indicates this effect is driven by both reduced caregiving time (substitution effect) and improved expectations of future support (anticipation effect). The positive impact is particularly strong among men, individuals under 45 years old, cohabitation without parents, and lower-skilled workers. Conclusion: Expanding LTCI can effectively alleviate the caregiving-employment conflict and enhance labor participation of adult children. To maximize workforce and social welfare benefits, policymakers should expand LTCI coverage, strengthen community care services, and focus support on high-burden caregiver groups.

Indexed as

Adult ChildrenCaregiversEmploymentInsurance, Long-Term CareAdultChinaFemaleHumansLongitudinal StudiesMaleMiddle Agedanticipation effectsChinalabor-force participationlong term care insurancesubstitution effects

Identifiers

PMID40438043
PMCPMC12116373

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.