Krahasoni metodat

	Variablat Instrumentale Dinamike (Panel IV Dinamik / Arellano-Bond)	Variablat Instrumentale të Të Dhënave Panel (Panel IV / 2SLS)
Fusha	Inferenca kauzale	Inferenca kauzale
Familja	Regression model	Regression model
Viti i origjinës	1991	1978-1991
Krijuesi	Arellano & Bond (1991); extended by Blundell & Bond (1998)	Hausman (1978); Anderson & Hsiao (1982); Arellano & Bond (1991)
Lloji	Dynamic panel causal estimation	Causal inference / panel regression
Burimi themelues	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.	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.
Emërtime të tjera	Dynamic IV, Dynamic Panel IV, Arellano-Bond GMM, System GMM	Panel IV, Panel 2SLS, Within-IV, Fixed-Effects IV
Të lidhura	5	4
Përmbledhja	Dynamic Instrumental Variables estimation addresses endogeneity in panel models where the outcome depends on its own past values. By first-differencing to remove unit fixed effects and then using lagged levels as instruments for the differenced lagged outcome, it produces consistent causal estimates even when standard OLS or fixed-effects are biased by dynamic feedback.	Panel data instrumental variables combines the bias-correcting power of instrumental variables (IV) with the within-unit variation exploited by panel data methods. It addresses endogeneity — omitted variables, reverse causation, or measurement error — in longitudinal settings where observations are repeated across units and time. Seminal contributions come from Hausman (1978) on specification testing and Arellano and Bond (1991) on GMM-based panel IV.