Panel Data Causal Impact Analysis
Panel data causal impact analysis udvider den Bayesianske strukturelle tidsserie-tilgang fra Brodersen et al. (2015) til multi-enheds panel-indstillinger, estimerer kontrafaktisk for flere behandlede enheder samtidigt ved hjælp af kontrolenheder som en donor-pulje. Den producerer troværdige intervaller for den kausale effekt på hvert tidspunkt efter interventionen, aggregeret på tværs af enheder og perioder.
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Method map
The neighbourhood of related methods — select a node to explore.
Kilder
- Brodersen, K. H., Gallusser, F., Koehler, J., Remy, N., & Scott, S. L. (2015). Inferring causal impact using Bayesian structural time-series models. Annals of Applied Statistics, 9(1), 247-274. DOI: 10.1214/14-AOAS788 ↗
- Abadie, A., Diamond, A., & Hainmueller, J. (2010). Synthetic control methods for comparative case studies: Estimating the effect of California's tobacco control program. Journal of the American Statistical Association, 105(490), 493-505. DOI: 10.1198/jasa.2009.ap08746 ↗
Sådan citerer du denne side
ScholarGate. (2026, June 3). Panel Data Causal Impact Analysis. ScholarGate. https://scholargate.app/da/causal-inference/panel-data-causal-impact-analysis
Which method?
Set this method beside its closest kin and read them side by side — the library lays the books on the table; the choice is yours.
- Analyse af kausal påvirkningKausal inferens↔ compare
- Difference-in-Differences (Diff-in-Diff)Økonometri↔ compare
- Panel Data Difference-in-Differences (Panel DiD / TWFE)Kausal inferens↔ compare
- Panel Data Interrupted Time SeriesKausal inferens↔ compare
- Panel Data Synthetic Control MethodKausal inferens↔ compare
- Syntetisk Kontrol Metode (SCM)Kausal inferens↔ compare
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