Education Economics · 2014 · 60 citations · 28 references
EducationEducational PsychologyCausal InferencePedagogyStatisticsPeer LearningPrivate EducationCausal Effect IdentificationTutoring Effectiveness Evaluation
Private tutoring has become popular throughout the world. However, evidence for the effect of private tutoring on students' academic outcome is inconclusive; therefore, this paper presents an alternative framework: a nonparametric bounds method. The present examination uses, for the first time, a large representative data-set in a European setting to identify the causal effect of self-initiated private tutoring. Under relatively weak assumptions, I find some evidence that private tutoring improves students' outcome in reading. However, the results indicate a heterogeneous and nonlinear effect of private tutoring, e.g. a threshold may exist after which private tutoring becomes ineffective or even detrimental.
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American Economic Review · 2012 · 13.8K citations
NONPARAMETRIC BOUNDS ON TREATMENT EFFECTS
Charles F. Manski · American Economic Review · 1989 · 570 citations
Charles F. Manski · Econometrica · 1997 · 387 citations