השוואת שיטות
סקרו את השיטות שבחרתם זו לצד זו; שורות שבהן יש הבדל מודגשות.
| שיטת GMM למערכת עם פרמטרים משתנים בזמן× | אמידת GMM מערכתית לפנל (אומד בלנדל-בונד)× | |
|---|---|---|
| תחום | אקונומטריקה | אקונומטריקה |
| משפחה | Regression model | Regression model |
| שנת המקור≠ | 1998 (System GMM); TVP extensions in applied literature thereafter | 1998 |
| הוגה השיטה≠ | Blundell & Bond (System GMM base); Cooley & Prescott (TVP framework) | Blundell & Bond (1998); Arellano & Bover (1995) |
| סוג≠ | Dynamic panel estimator with time-varying coefficients | GMM estimator for dynamic panel data |
| מקור מכונן | Blundell, R., & Bond, S. (1998). Initial conditions and moment restrictions in dynamic panel data models. Journal of Econometrics, 87(1), 115–143. DOI ↗ | Blundell, R., & Bond, S. (1998). Initial conditions and moment restrictions in dynamic panel data models. Journal of Econometrics, 87(1), 115–143. DOI ↗ |
| כינויים | TVP System GMM, time-varying System GMM, TVP-SGMM, dynamic panel TVP estimator | System GMM, Blundell-Bond estimator, SYS-GMM, two-step System GMM |
| קשורות | 6 | 6 |
| תקציר≠ | Time-Varying Parameter System GMM extends the Blundell-Bond System Generalized Method of Moments estimator to allow regression coefficients to change over time. By combining the instrument-based correction for dynamic endogeneity with a time-varying coefficient structure, the method captures both the persistence of the lagged dependent variable and structural shifts in the effect of regressors across periods. | Panel System GMM is a two-equation GMM estimator for dynamic panel data that stacks the differenced equation (using lagged levels as instruments) with the levels equation (using lagged differences as instruments). Developed by Blundell and Bond (1998) on the foundation of Arellano and Bover (1995), it is the preferred tool when the lagged dependent variable is highly persistent or individual effects are large. |
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