विधियों की तुलना करें
चुनी हुई विधियों की आमने-सामने समीक्षा करें; भिन्नता वाली पंक्तियाँ रेखांकित हैं।
| Panel Autoregressive (Panel AR) Model× | एरेलानो-बॉन्ड GMM अनुमानक× | |
|---|---|---|
| क्षेत्र | अर्थमिति | अर्थमिति |
| परिवार | Regression model | Regression model |
| उद्भव वर्ष≠ | 1980s-2000s | 1991 |
| प्रवर्तक≠ | Hsiao, C.; Arellano, M. | Manuel Arellano and Stephen Bond |
| प्रकार≠ | Autoregressive time-series model for panel data | GMM estimator for dynamic panel data |
| मौलिक स्रोत≠ | Hsiao, C. (2003). Analysis of Panel Data (2nd ed.). Cambridge University Press. ISBN: 978-0521522717 | 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 | panel autoregressive model, PAR model, AR model for panel data, panel AR(p) | AB-GMM, Difference GMM, first-difference GMM, Arellano-Bond estimator |
| संबंधित | 5 | 5 |
| सारांश≠ | The Panel AR model extends the classical univariate autoregressive model to panel data, capturing how each unit's own past values predict its current value while controlling for unobserved individual heterogeneity through fixed or random effects. It is foundational for modelling dynamic persistence in micro or macro panel datasets. | 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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