Vertaile menetelmiä
Tarkastele valitsemiasi menetelmiä rinnakkain; eroavat rivit korostetaan.
| Aikasarjojen regressiokertoimien aikavaihtelun malli (TVP-OLS)× | Paneeliaineiston kiinteiden vaikutusten malli× | |
|---|---|---|
| Tieteenala | Ekonometria | Ekonometria |
| Menetelmäperhe | Regression model | Regression model |
| Syntyvuosi≠ | 1976 | 2014 |
| Kehittäjä≠ | Cooley & Prescott (1976); further developed by Harvey (1990) | Hsiao (textbook treatment); within transformation of panel data |
| Tyyppi≠ | Time-series regression with evolving coefficients | Panel data regression |
| Alkuperäislähde≠ | Cooley, T. F., & Prescott, E. C. (1976). Estimation in the Presence of Stochastic Parameter Variation. Econometrica, 44(1), 167–184. DOI ↗ | Hsiao, C. (2014). Analysis of Panel Data (3rd ed.). Cambridge University Press. DOI ↗ |
| Rinnakkaisnimet | TVP-OLS, time-varying coefficient regression, rolling OLS, locally weighted OLS | fixed effects model, within estimator, panel fixed-effects regression, Panel Veri — Sabit Etkiler Modeli |
| Liittyvät≠ | 4 | 5 |
| Tiivistelmä≠ | Time-Varying Parameter OLS extends classical ordinary least squares to allow regression coefficients to change over time. Instead of assuming fixed slopes throughout the sample, the model treats each coefficient as a stochastic process, tracking how economic relationships evolve — making it well-suited for analysing structural change in time-series data. | 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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