विधियों की तुलना करें
चुनी हुई विधियों की आमने-सामने समीक्षा करें; भिन्नता वाली पंक्तियाँ रेखांकित हैं।
| पैनल डेटा विश्लेषण× | एरेलानो-बॉन्ड GMM अनुमानक× | |
|---|---|---|
| क्षेत्र | अर्थमिति | अर्थमिति |
| परिवार | Regression model | Regression model |
| उद्भव वर्ष≠ | 1966–1978 | 1991 |
| प्रवर्तक≠ | Balestra & Nerlove (1966); Mundlak (1978); Hausman (1978) | Manuel Arellano and Stephen Bond |
| प्रकार≠ | Panel regression framework | GMM estimator for dynamic panel data |
| मौलिक स्रोत≠ | Baltagi, B. H. (2021). Econometric Analysis of Panel Data (6th ed.). Springer. ISBN: 978-3030539528 | 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 ↗ |
| उपनाम | longitudinal data analysis, pooled cross-sectional time-series analysis, panel regression, data panel analysis | AB-GMM, Difference GMM, first-difference GMM, Arellano-Bond estimator |
| संबंधित | 5 | 5 |
| सारांश≠ | Panel data analysis models data that track multiple units — countries, firms, individuals — over time, enabling researchers to control for unobserved unit-level heterogeneity that would otherwise bias cross-sectional or time-series estimates. The two core specifications are fixed effects and random effects, selected via the Hausman test. | The Arellano-Bond GMM estimator is the standard approach for dynamic panel data models in which the lagged dependent variable appears as a regressor. By first-differencing to remove fixed effects and using deeper lags as instruments, it yields consistent estimates even when the error is serially correlated and regressors are endogenous. |
| ScholarGateडेटासेट ↗ |
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