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Odhadovač LSDVC (Least Squares Dummy Variable Corrected for Bias)×Odhadovač Andersona-Hsiaa s instrumentálními proměnnými×Model panelových dat s fixními efekty×
OborEkonometrieEkonometrieEkonometrie
RodinaRegression modelRegression modelRegression model
Rok vzniku199519812014
TvůrceJan KivietTheodore Anderson & Cheng HsiaoHsiao (textbook treatment); within transformation of panel data
TypBias-corrected fixed-effects estimatorInstrumental variables estimator for dynamic panel dataPanel data regression
Původní zdrojKiviet, J. F. (1995). On bias, inconsistency, and efficiency of various estimators in dynamic panel data models. Journal of Econometrics, 68(1), 53–78. DOI ↗Anderson, T. W., & Hsiao, C. (1981). Estimation of dynamic models with error components. Journal of the American Statistical Association, 76(375), 598–606. DOI ↗Hsiao, C. (2014). Analysis of Panel Data (3rd ed.). Cambridge University Press. DOI ↗
Další názvyBias-Corrected LSDV, BC-LSDV, Kiviet Estimator, Önyargı Düzeltilmiş En Küçük Kareler Kukla Değişken TahmincisiAnderson-Hsiao Estimator, AH IV Estimator, Dynamic Panel IV Estimator, Anderson-Hsiao Araçsal Değişken Tahmincisifixed effects model, within estimator, panel fixed-effects regression, Panel Veri — Sabit Etkiler Modeli
Příbuzné225
ShrnutíLSDVC is a bias-corrected panel data estimator introduced by Kiviet (1995) to address the well-known Nickell bias that afflicts the standard Least Squares Dummy Variable (LSDV) estimator in dynamic panel models with a lagged dependent variable. It is particularly suited for researchers working with datasets where the number of time periods T is small relative to the number of cross-sectional units N, such as firm-level or country-level panels spanning a short time horizon.The Anderson-Hsiao IV estimator is a method for consistently estimating dynamic panel data models that include a lagged dependent variable as a regressor. Proposed by Theodore Anderson and Cheng Hsiao in 1981, it resolves the Nickell bias that arises when fixed effects are eliminated by first-differencing, by instrumenting the differenced lagged dependent variable with its own second lag in levels or differences.The Panel Data Fixed Effects model estimates relationships from panel data (the same units observed over several time periods) while controlling for unit- and/or time-specific effects, supporting causal inference. It is developed as the within estimator in standard treatments such as Hsiao's Analysis of Panel Data (2014).
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ScholarGatePorovnat metody: LSDVC · Anderson-Hsiao IV · Panel Fixed Effects. Získáno 2026-06-18 z https://scholargate.app/cs/compare