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Physical Sciences → Mathematics → Statistics and Probability

Advanced Causal Inference Techniques

This cluster of papers focuses on methods for causal inference in observational studies, with an emphasis on reducing the effects of confounding. It covers topics such as propensity score methods, matching methods, regression discontinuity, mediation analysis, instrumental variables, bias correction, and confounding control.

52.4K works worldwide1.1M citations
Causal InferencePropensity ScoreObservational StudiesTreatment EffectsMatching MethodsRegression DiscontinuityMediation AnalysisInstrumental VariablesBias CorrectionConfounding Control

Journals publishing in this area

Articles on Scinovex in this research area

8 articles, most cited first

  1. Quantitative methods: Difference-in-differences and propensity score matching
    International Journal of Veterinary Sciences and Animal Husbandry · 2026 · 0 citations
  2. Instrument validity in dynamic panel GMM under general measurement-error dependence
    International Journal of Statistics and Applied Mathematics · 2026 · 0 citations
  3. Extending causal inference methods for observational studies with applications to Congo River Basin discharge estimation
    International Journal of Statistics and Applied Mathematics · 2025 · 0 citations
  4. Characterizing propensity score matching for treatment evaluation with applications to pearl river delta industrial emissions
    International Journal of Statistics and Applied Mathematics · 2025 · 0 citations
  5. Characterizing instrumental variable estimation with weak instruments with applications to Mediterranean Sea level records
    International Journal of Statistics and Applied Mathematics · 2025 · 0 citations
  6. Exploring cornfield inequality applications in epidemiological studies with applications to Fergana valley cotton harvest prediction
    International Journal of Statistics and Applied Mathematics · 2025 · 0 citations
  7. Propensity score matching evaluation of extension program impact on smallholder productivity and household welfare
    International Journal of Agriculture Extension and Social Development · 2024 · 0 citations
  8. Digital financial inclusion, agricultural extension, rural women, economic agency, mobile money, savings groups, gender norms, financial literacy, Cambodia
    International Journal of Agriculture Extension and Social Development · 2024 · 0 citations