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Practical causal analysis for the treatment timing effect on doubly censored duration: effect of fertility on work span

Authors
Angelov, NikolayJohansson, PerLee, Myoung-jae
Issue Date
10월-2019
Publisher
WILEY
Keywords
Doubly censored response; Fertility; Labour supply; Treatment timing
Citation
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES A-STATISTICS IN SOCIETY, v.182, no.4, pp.1561 - 1585
Indexed
SCIE
SSCI
SCOPUS
Journal Title
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES A-STATISTICS IN SOCIETY
Volume
182
Number
4
Start Page
1561
End Page
1585
URI
https://scholar.korea.ac.kr/handle/2021.sw.korea/62776
DOI
10.1111/rssa.12474
ISSN
0964-1998
Abstract
We present a practical causal framework to estimate the effects of a treatment and its timing on a doubly censored response. We then apply the methodology to find the effect of fertility on work duration where, not just fertility itself, but the timing of fertility should matter greatly. Since fertility and its decision of timing are chosen by the individual, it is likely to be endogenous. We use a populationwide data set over mothers with two children to address the endogeneity issue by using the first two children's same-sex instrument in a 'control function' setting. We find that having a third child reduces the average labour market work duration, and that the magnitude of the effect increases monotonically with the waiting time between the second and third children. Moreover, the negative effect varies substantially over education and second-birth age, being stronger for mothers with higher education and lower second-birth age.
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