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Robustowe analizy szeregów czasowych z przerwaniami×Panel Data Interrupted Time Series×
DziedzinaWnioskowanie przyczynoweWnioskowanie przyczynowe
RodzinaRegression modelRegression model
Rok powstania2010s2000s–2010s
TwórcaBernal, Cummins & Gasparrini; Linden (robust extensions)Shadish, Cook & Campbell (design framework); Bernal, Cummins & Gasparrini (epidemiological tutorial)
TypQuasi-experimental segmented regression with robust inferenceQuasi-experimental causal inference
Źródło pierwotneBernal, J. L., Cummins, S., & Gasparrini, A. (2017). Interrupted time series regression for the evaluation of public health interventions: a tutorial. International Journal of Epidemiology, 46(1), 348-355. DOI ↗Lopez Bernal, J., Cummins, S., & Gasparrini, A. (2017). Interrupted time series regression for the evaluation of public health interventions: a tutorial. International Journal of Epidemiology, 46(1), 348-355. DOI ↗
Inne nazwyrobust ITS, outlier-robust ITS, robust segmented regression, robust ITSApanel ITS, multi-unit ITS, panel ITSA, controlled interrupted time series
Pokrewne55
PodsumowanieRobust Interrupted Time Series Analysis is a quasi-experimental method that estimates the causal effect of a policy or intervention on an aggregate outcome over time, using segmented regression fitted with outlier-resistant or heteroskedasticity-consistent standard errors. It is widely used in health services research and public-health evaluation when the time series contains influential observations, non-constant variance, or mild autocorrelation.Panel Data Interrupted Time Series (panel ITS) is a quasi-experimental method that estimates the causal effect of an intervention using repeated observations from multiple units over time. By exploiting variation across both units and time periods, it provides stronger causal identification than single-unit ITS, detecting changes in the level and slope of the outcome trajectory immediately following a clearly dated intervention.
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ScholarGatePorównaj metody: Robust Interrupted Time Series · Panel Data Interrupted Time Series. Pobrano 2026-06-18 z https://scholargate.app/pl/compare