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Compară metode

Examinează metodele selectate una lângă alta; rândurile care diferă sunt evidențiate.

Estimarea robustă prin variabile instrumentale×Difference-in-Differences (Diff-in-Diff)×
DomeniuInferență cauzalăEconometrie
FamilieRegression modelRegression model
Anul apariției1949–20191994
Autorul originalAnderson & Rubin (1949); Stock, Wright & Yogo (2002); Andrews, Stock & Sun (2019)Card & Krueger (canonical 1994 application); Angrist & Pischke (textbook treatment)
TipCausal inference / robust estimationCausal inference / panel regression
Sursa seminalăStock, J. H., Wright, J. H., & Yogo, M. (2002). A survey of weak instruments and weak identification in generalized method of moments. Journal of Business and Economic Statistics, 20(4), 518-529. DOI ↗Angrist, J. D., & Pischke, J.-S. (2009). Mostly Harmless Econometrics: An Empiricist's Companion. Princeton University Press. ISBN: 978-0691120355
Denumiri alternativeRobust IV, Weak-instrument-robust IV, Robust 2SLS, Weak-instrument-robust inferencediff-in-diff, DiD, Farkların Farkı (Diff-in-Diff)
Înrudite45
RezumatRobust Instrumental Variables estimation extends standard IV and two-stage least squares (2SLS) by guarding against weak-instrument bias and non-standard inference. Methods such as the Anderson-Rubin test, Limited Information Maximum Likelihood (LIML), and the Conditional Likelihood Ratio test provide valid confidence sets and hypothesis tests even when instruments are weak or only partially identified, making IV inference reliable in settings where standard 2SLS breaks down.Difference-in-Differences is a causal-inference method that estimates the effect of an intervention by comparing how a treatment group and a control group change over time. Made famous by Card and Krueger's 1994 minimum-wage study and developed in Angrist and Pischke's Mostly Harmless Econometrics, it isolates the treatment effect as the difference between the two groups' before-after changes.
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  1. v1
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  3. PUBLISHED

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ScholarGateCompară metode: Robust Instrumental Variables · Difference-in-Differences. Preluat la 2026-06-15 de pe https://scholargate.app/ro/compare