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Consistent Estimation of Pseudo Panels in the Presence of Selection Bias

Authors: Mora Rodríguez, Jhon James; Muro, Juan;

Consistent Estimation of Pseudo Panels in the Presence of Selection Bias

Abstract

Abstract In the presence of selection bias the traditional estimators for pseudo panel data models are inconsistent. This paper discusses a method to achieve consistency in static linear pseudo panels in the presence of selection bias and a testing procedure for sample selection bias. The authors’ approach uses a bias correction term proportional to the inverse Mills ratio with argument equal to the “normit” of a consistent estimation of the conditional probability of being observed given cohort membership. Monte Carlo analysis shows the test does not reject the null for fixed T at a 5% significance level in finite samples. As a “side effect” the authors utilize the enlarged pseudo panel to provide a GMM consistent estimation of the pseudo panel parameters under rejection of the null and apply the procedure to estimate the rate of return to education in Colombia.

Country
Colombia
Related Organizations
Keywords

I26, 330, Economics, Repeated cross-section models,selectivity bias testing,returns to education, Econometrics models, Schätztheorie, Social Sciences, Economía, H, Bias, C52, human capital, Sesgo de selección, C15, HB71-74, Capital humano, ddc:330, selectivity bias testing, returns to education, Economics as a science, Repeated cross-section models, Panel, Repeated cross-section models,selectivity bias testing,human capital, Econometría, Auswahl, Theorie, C23, jel: jel:C23, jel: jel:C52, jel: jel:C15

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    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.
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    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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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!
2
Average
Average
Average
Green
gold