ScholarGate
Assistent

Methoden vergelijken

Bekijk de geselecteerde methoden naast elkaar; rijen die verschillen zijn gemarkeerd.

Robuuste Onderbroken Tijdreeksanalyse×Robuuste Difference-in-Differences×
VakgebiedCausale inferentieCausale inferentie
FamilieRegression modelRegression model
Jaar van ontstaan2010s2021-2023
GrondleggerBernal, Cummins & Gasparrini; Linden (robust extensions)Callaway & Sant'Anna; Sun & Abraham; Roth et al. (synthesised 2021-2023)
TypeQuasi-experimental segmented regression with robust inferenceCausal inference / panel regression
Oorspronkelijke bronBernal, 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 ↗Callaway, B., & Sant'Anna, P. H. C. (2021). Difference-in-differences with multiple time periods. Journal of Econometrics, 225(2), 200-230. DOI ↗
Aliassenrobust ITS, outlier-robust ITS, robust segmented regression, robust ITSArobust DiD, heterogeneity-robust DiD, staggered DiD, disaggregated ATT DiD
Verwant55
SamenvattingRobust 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.Robust Difference-in-Differences is a family of modern DiD estimators designed to remain valid when treatment timing is staggered across units and treatment effects are heterogeneous over time or across groups. Classical two-way fixed-effects (TWFE) DiD can be severely biased in such settings; robust variants estimate group-time average treatment effects (ATTs) separately and then aggregate them in a theoretically sound way.
ScholarGateGegevensset
  1. v1
  2. 2 Bronnen
  3. PUBLISHED
  1. v1
  2. 2 Bronnen
  3. PUBLISHED

Naar zoeken Dia's downloaden

ScholarGateMethoden vergelijken: Robust Interrupted Time Series · Robust Difference-in-Differences. Geraadpleegd op 2026-06-17 via https://scholargate.app/nl/compare