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SSRN Electronic Journal
Article . 2016 . Peer-reviewed
Data sources: Crossref
Review of Economics and Statistics
Article . 2020 . Peer-reviewed
Data sources: Crossref
EconStor
Research . 2016
Data sources: EconStor
EconStor
Research . 2016
Data sources: EconStor
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Nonparametric Instrumental Variable Methods for Dynamic Treatment Evaluation

Authors: Van den Berg, Gerard J.; Bonev, Petyo; Mammen, Enno;

Nonparametric Instrumental Variable Methods for Dynamic Treatment Evaluation

Abstract

We develop an instrumental variable approach for identification of dynamic treatment effects on survival outcomes in the presence of dynamic selection, noncompliance, and right-censoring. The approach is nonparametric and does not require independence of observed and unobserved characteristics or separability assumptions. We propose estimation procedures and derive asymptotic properties. We apply our approach to evaluate a policy reform in which the pathway of unemployment benefits as a function of the unemployment duration is modified. Those who were unemployed at the reform date could choose between the old and the new regime. We find that the new regime has a positive average causal effect on the job finding rate.

Countries
Netherlands, United Kingdom, Switzerland, Netherlands, Germany
Keywords

hazard rate, unemployment, 330, J65, IMPACT, DURATION, /dk/atira/pure/core/keywords/econ_ceps_data, C14, regression discontinuity design, /dk/atira/pure/core/keywords/econ_ceps_data; name=ECON CEPS Data, active labor market policy, IDENTIFICATION, ddc:330, TRAINING-PROGRAMS, /dk/atira/pure/core/keywords/econ_econometrics; name=ECON Econometrics, duration variable, survival function, SDG 8 - Decent Work and Economic Growth, treatment effects, /dk/atira/pure/core/keywords/econ_econometrics, C41, labor market policy reform, unemployment benefits, name=ECON Econometrics, J64, noncompliance, name=ECON CEPS Data

  • BIP!
    Impact byBIP!
    selected citations
    These citations are derived from selected sources.
    This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    3
    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
    Average
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    Average
    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    Average
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
3
Average
Average
Average
Green
hybrid