Causal designs
175 methods in this family.
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Causal Mediation AnalysisCausal mediation analysis is a counterfactual framework that splits a treatment's total effect into a Natural Direct Effect (NDE) and a Natural Indirect Effect (NIE) that runs throCoarsened Exact MatchingCoarsened Exact Matching is a preprocessing method that achieves covariate balance by temporarily coarsening continuous variables into bins, exactly matching treated and control unCoarsened Exact Matching in Education ResearchCoarsened Exact Matching (CEM) is a pre-processing matching strategy that reduces imbalance between treated and comparison groups before outcome analysis. In education research it Conditional Process AnalysisConditional process analysis is Andrew F. Hayes's regression-based PROCESS framework (2018) that combines mediation and moderation in a single model, testing how an indirect effectConvergent Cross MappingConvergent Cross Mapping (CCM) is a nonlinear, state-space method for detecting causality between time-series variables embedded in a shared dynamical system. Introduced by George Counterfactual Impact EvaluationCounterfactual Impact Evaluation is a family of causal methods that estimates the effect of an intervention by comparing what actually happened to participants with what would have
All methods 175
Causal Mediation AnalysisCoarsened Exact MatchingCoarsened Exact Matching in Education ResearchConditional Process AnalysisConvergent Cross MappingCounterfactual Impact EvaluationCounterfactual Impact Evaluation in Education ResearchDAG Causal IdentificationDifference-in-Differences in Education ResearchDifference-in-DiscontinuitiesDoubly Robust EstimationDoubly Robust Estimation in Education ResearchDynamic Counterfactual Impact EvaluationDynamic Difference-in-DifferencesDynamic Entropy BalancingDynamic Event Study DesignDynamic Fuzzy Regression DiscontinuityDynamic Instrumental VariablesDynamic Interrupted Time SeriesDynamic Inverse Probability WeightingDynamic Matching EstimatorDynamic Panel Event StudyDynamic Propensity Score MatchingDynamic Synthetic Control MethodEntropy BalancingEvent Study DesignEvent Study Design in Education ResearchFrontdoor AdjustmentFuzzy Regression DiscontinuityFuzzy Regression Discontinuity in Education ResearchG-ComputationHeterogeneous treatment effect Causal impact analysisHeterogeneous Treatment Effect Coarsened Exact MatchingHeterogeneous treatment effect Counterfactual impact evaluationHeterogeneous Treatment Effect Difference-in-DifferencesHeterogeneous treatment effect Doubly robust estimationHeterogeneous Treatment Effect Entropy BalancingHeterogeneous Treatment Effect Event Study DesignHeterogeneous Treatment Effect Fuzzy Regression DiscontinuityHeterogeneous treatment effect Instrumental variablesHeterogeneous Treatment Effect Interrupted Time SeriesHeterogeneous Treatment Effect Inverse Probability WeightingHeterogeneous Treatment Effect Marginal Structural ModelHeterogeneous Treatment Effect Matching EstimatorHeterogeneous treatment effect Panel event studyHeterogeneous treatment effect Placebo testHeterogeneous Treatment Effect Propensity Score MatchingHeterogeneous Treatment Effect Regression Discontinuity DesignHeterogeneous Treatment Effect Sensitivity Analysis for CausalityHeterogeneous Treatment Effect Synthetic Control MethodHeterogeneous Treatment EffectsInstrumental Variables in Education ResearchInstrumental Variables in Health ResearchInterrupted Time SeriesInterrupted Time Series in Education ResearchInverse Probability WeightingInverse Probability Weighting in Education ResearchLocal Average Treatment EffectMachine learning-augmented causal impact analysisMachine Learning-Augmented Coarsened Exact MatchingMachine learning-augmented difference-in-differencesMachine learning-augmented doubly robust estimationMachine Learning-Augmented Entropy BalancingMachine learning-augmented event study designMachine learning-augmented instrumental variablesMachine Learning-Augmented Interrupted Time SeriesMachine Learning-Augmented Inverse Probability WeightingMachine Learning-Augmented Matching EstimatorMachine Learning-Augmented Panel Event StudyMachine Learning-Augmented Placebo TestMachine Learning-Augmented Propensity Score MatchingMachine learning-augmented propensity score weightingMachine learning-augmented regression discontinuity designMachine Learning-Augmented Sensitivity Analysis for CausalityMachine Learning-Augmented Synthetic Control MethodMarginal structural model in education researchMatching EstimatorMatching MethodsMendelian RandomizationModeration AnalysisMulti-period Coarsened Exact MatchingMulti-period Counterfactual Impact EvaluationMulti-period Difference-in-differencesMulti-period Doubly Robust EstimationMulti-period Event Study DesignMulti-period Fuzzy Regression DiscontinuityMulti-period Interrupted Time SeriesMulti-period Inverse Probability WeightingMulti-period Matching EstimatorMulti-period Propensity Score WeightingMulti-period Regression Discontinuity DesignMulti-period Synthetic Control MethodPanel Data Causal Impact AnalysisPanel Data Coarsened Exact MatchingPanel Data Difference-in-DifferencesPanel Data Entropy BalancingPanel Data Fuzzy Regression DiscontinuityPanel Data Instrumental VariablesPanel Data Interrupted Time SeriesPanel Data Inverse Probability WeightingPanel Data Marginal Structural ModelPanel Data Matching EstimatorPanel Data Propensity Score MatchingPanel Data Propensity Score WeightingPanel Data Regression Discontinuity DesignPanel Data Synthetic Control MethodPanel Event StudyPanel Event Study in Education ResearchPlacebo TestsPolicy Evaluation Coarsened Exact MatchingPolicy Evaluation Counterfactual Impact EvaluationPolicy Evaluation Difference-in-DifferencesPolicy Evaluation Doubly Robust EstimationPolicy Evaluation Entropy BalancingPolicy Evaluation Event Study DesignPolicy Evaluation Fuzzy Regression DiscontinuityPolicy Evaluation Instrumental VariablesPolicy Evaluation Interrupted Time SeriesPolicy Evaluation Inverse Probability WeightingPolicy Evaluation Marginal Structural ModelPolicy Evaluation Matching EstimatorPolicy Evaluation Panel Event StudyPolicy Evaluation Propensity Score MatchingPolicy Evaluation Propensity Score WeightingPolicy Evaluation Regression Discontinuity DesignPolicy Evaluation Synthetic Control MethodPropensity Score MatchingPropensity Score Matching in Education ResearchPropensity Score WeightingPropensity Score Weighting in Education ResearchRegression DiscontinuityRegression discontinuity design in education researchRegression Kink DesignRobust Causal Impact AnalysisRobust Counterfactual Impact EvaluationRobust Difference-in-DifferencesRobust Fuzzy Regression DiscontinuityRobust Instrumental VariablesRobust Interrupted Time SeriesRobust Inverse Probability WeightingRobust Marginal Structural ModelRobust Matching EstimatorRobust Panel Event StudyRobust Propensity Score MatchingRobust Propensity Score WeightingRobust Synthetic Control MethodSensitivity Analysis for CausalitySensitivity analysis for causality in education researchSensitivity Analysis for Unmeasured ConfoundingShift-Share IVSpatial Causal Impact AnalysisSpatial Coarsened Exact MatchingSpatial Counterfactual Impact EvaluationSpatial Doubly Robust EstimationSpatial Entropy BalancingSpatial Event Study DesignSpatial Fuzzy Regression DiscontinuitySpatial Instrumental VariablesSpatial Interrupted Time SeriesSpatial Inverse Probability WeightingSpatial Marginal Structural ModelSpatial Matching EstimatorSpatial Panel Event StudySpatial Placebo TestSpatial Propensity Score MatchingSpatial Regression Discontinuity DesignSpatial Sensitivity Analysis for CausalitySpatial Synthetic Control MethodStaggered Difference-in-DifferencesStepped Wedge Cluster Randomized TrialSynthetic ControlSynthetic Control MethodSynthetic Control Method in Education ResearchTransfer EntropyTwo-Stage Least Squares (2SLS)