مقایسهٔ روشها
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| مدل اثرات ثابت غیرخطی× | مدل دادههای پانل پویا× | |
|---|---|---|
| حوزه | اقتصادسنجی | اقتصادسنجی |
| خانواده | Regression model | Regression model |
| سال پیدایش≠ | 1984 | 1988–1991 |
| پدیدآور≠ | Gary Chamberlain | Arellano & Bond (1991); Holtz-Eakin, Newey & Rosen (1988) |
| نوع≠ | Panel data estimator | Dynamic regression / GMM estimation |
| منبع بنیادین≠ | Chamberlain, G. (1984). Panel data. In Z. Griliches & M. D. Intriligator (Eds.), Handbook of Econometrics (Vol. 2, pp. 1247–1318). Elsevier. link ↗ | Arellano, M., & Bond, S. (1991). Some tests of specification for panel data: Monte Carlo evidence and an application to employment equations. Review of Economic Studies, 58(2), 277–297. DOI ↗ |
| نامهای دیگر | nonlinear FE model, NLFE, conditional fixed effects model, incidental parameters model | dynamic panel model, panel data model with lagged dependent variable, DPD model, Arellano-Bond model |
| مرتبط | 5 | 5 |
| خلاصه≠ | The nonlinear fixed effects model extends fixed effects panel estimation to outcomes governed by nonlinear response functions — such as binary, count, or censored outcomes — while absorbing unobserved individual heterogeneity through unit-specific intercepts. Key special cases include conditional logit for binary outcomes and Poisson fixed effects for count data. | The dynamic panel data model extends standard panel regression by including a lagged value of the outcome variable as a regressor, capturing persistence and adjustment dynamics. Because the lagged dependent variable is correlated with the unit-specific fixed effect, ordinary OLS or within estimators are biased; GMM-based methods using internal instruments are the standard remedy. |
| ScholarGateمجموعهداده ↗ |
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