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Robust Interrupted Time Series Analyse×Panel Data Interrupted Time Series×
FagområdeKausal inferensKausal inferens
FamilieRegression modelRegression model
Oprindelsesår2010s2000s–2010s
OphavspersonBernal, Cummins & Gasparrini; Linden (robust extensions)Shadish, Cook & Campbell (design framework); Bernal, Cummins & Gasparrini (epidemiological tutorial)
TypeQuasi-experimental segmented regression with robust inferenceQuasi-experimental causal inference
Oprindelig kildeBernal, 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 ↗
Aliasserrobust ITS, outlier-robust ITS, robust segmented regression, robust ITSApanel ITS, multi-unit ITS, panel ITSA, controlled interrupted time series
Relaterede55
ResuméRobust 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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ScholarGateSammenlign metoder: Robust Interrupted Time Series · Panel Data Interrupted Time Series. Hentet 2026-06-18 fra https://scholargate.app/da/compare