Causal inference
211 methods.
Quasi-experimental / causal inference
178 methods
- Bayesian Causal Impact Analysis
- Bayesian Coarsened Exact Matching
- Bayesian Counterfactual Impact Evaluation
- Bayesian Difference-in-Differences
- Bayesian Doubly Robust Estimation
- Bayesian Entropy Balancing
- Bayesian Event Study Design
- Bayesian Fuzzy Regression Discontinuity
- Bayesian Instrumental Variables
- Bayesian Inverse Probability Weighting
- Bayesian Marginal Structural Model
- Bayesian Matching Estimator
- Bayesian Panel Event Study
- Bayesian Placebo Test
- Bayesian Propensity Score Matching
- Bayesian Propensity Score Weighting
- Bayesian Regression Discontinuity Design
- Bayesian Sensitivity Analysis for Causality
- Bayesian Synthetic Control Method
- Causal Impact Analysis
- Coarsened Exact Matching
- Coarsened Exact Matching in Education Research
- Counterfactual Impact Evaluation
- Counterfactual Impact Evaluation in Education Research
- Difference-in-Differences in Education Research
- Doubly Robust Estimation in Education Research
- Dynamic Counterfactual Impact Evaluation
- Dynamic Difference-in-Differences
- Dynamic Entropy Balancing
- Dynamic Event Study Design
- Dynamic Fuzzy Regression Discontinuity
- Dynamic Instrumental Variables
- Dynamic Interrupted Time Series
- Dynamic Inverse Probability Weighting
- Dynamic Matching Estimator
- Dynamic Panel Event Study
- Dynamic Propensity Score Matching
- Dynamic Synthetic Control Method
- Entropy Balancing
- Event Study Design in Education Research
- Fuzzy Regression Discontinuity
- Fuzzy Regression Discontinuity in Education Research
- Heterogeneous treatment effect Causal impact analysis
- Heterogeneous Treatment Effect Coarsened Exact Matching
- Heterogeneous treatment effect Counterfactual impact evaluation
- Heterogeneous Treatment Effect Difference-in-Differences
- Heterogeneous treatment effect Doubly robust estimation
- Heterogeneous Treatment Effect Entropy Balancing
- Heterogeneous Treatment Effect Event Study Design
- Heterogeneous Treatment Effect Fuzzy Regression Discontinuity
- Heterogeneous treatment effect Instrumental variables
- Heterogeneous Treatment Effect Interrupted Time Series
- Heterogeneous Treatment Effect Inverse Probability Weighting
- Heterogeneous Treatment Effect Marginal Structural Model
- Heterogeneous Treatment Effect Matching Estimator
- Heterogeneous treatment effect Panel event study
- Heterogeneous treatment effect Placebo test
- Heterogeneous Treatment Effect Propensity Score Matching
- Heterogeneous Treatment Effect Regression Discontinuity Design
- Heterogeneous Treatment Effect Sensitivity Analysis for Causality
- Heterogeneous Treatment Effect Synthetic Control Method
- Instrumental Variables in Education Research
- Interrupted Time Series in Education Research
- Inverse Probability Weighting in Education Research
- Machine learning-augmented causal impact analysis
- Machine Learning-Augmented Coarsened Exact Matching
- Machine Learning-Augmented Counterfactual Impact Evaluation
- Machine learning-augmented difference-in-differences
- Machine learning-augmented doubly robust estimation
- Machine Learning-Augmented Entropy Balancing
- Machine learning-augmented event study design
- Machine Learning-Augmented Fuzzy Regression Discontinuity
- Machine learning-augmented instrumental variables
- Machine Learning-Augmented Interrupted Time Series
- Machine Learning-Augmented Inverse Probability Weighting
- Machine Learning-Augmented Marginal Structural Model
- Machine Learning-Augmented Matching Estimator
- Machine Learning-Augmented Panel Event Study
- Machine Learning-Augmented Placebo Test
- Machine Learning-Augmented Propensity Score Matching
- Machine learning-augmented propensity score weighting
- Machine learning-augmented regression discontinuity design
- Machine Learning-Augmented Sensitivity Analysis for Causality
- Machine Learning-Augmented Synthetic Control Method
- Marginal Structural Model
- Marginal structural model in education research
- Matching Estimator
- Multi-period Causal Impact Analysis
- Multi-period Coarsened Exact Matching
- Multi-period Counterfactual Impact Evaluation
- Multi-period Difference-in-differences
- Multi-period Doubly Robust Estimation
- Multi-period Event Study Design
- Multi-period Fuzzy Regression Discontinuity
- Multi-period Interrupted Time Series
- Multi-period Inverse Probability Weighting
- Multi-period Matching Estimator
- Multi-period Propensity Score Weighting
- Multi-period Regression Discontinuity Design
- Multi-period Synthetic Control Method
- Panel Data Causal Impact Analysis
- Panel Data Coarsened Exact Matching
- Panel Data Difference-in-Differences
- Panel Data Entropy Balancing
- Panel Data Fuzzy Regression Discontinuity
- Panel Data Instrumental Variables
- Panel Data Interrupted Time Series
- Panel Data Inverse Probability Weighting
- Panel Data Marginal Structural Model
- Panel Data Matching Estimator
- Panel Data Placebo Test
- Panel Data Propensity Score Matching
- Panel Data Propensity Score Weighting
- Panel Data Regression Discontinuity Design
- Panel Data Synthetic Control Method
- Panel Event Study
- Panel Event Study in Education Research
- Placebo Test in Education Research
- Policy Evaluation Causal Impact Analysis
- Policy Evaluation Coarsened Exact Matching
- Policy Evaluation Counterfactual Impact Evaluation
- Policy Evaluation Difference-in-Differences
- Policy Evaluation Doubly Robust Estimation
- Policy Evaluation Entropy Balancing
- Policy Evaluation Event Study Design
- Policy Evaluation Fuzzy Regression Discontinuity
- Policy Evaluation Instrumental Variables
- Policy Evaluation Interrupted Time Series
- Policy Evaluation Inverse Probability Weighting
- Policy Evaluation Marginal Structural Model
- Policy Evaluation Matching Estimator
- Policy Evaluation Panel Event Study
- Policy Evaluation Placebo Test
- Policy Evaluation Propensity Score Matching
- Policy Evaluation Propensity Score Weighting
- Policy Evaluation Regression Discontinuity Design
- Policy Evaluation Synthetic Control Method
- Propensity Score Matching in Education Research
- Propensity Score Weighting
- Propensity Score Weighting in Education Research
- Regression discontinuity design in education research
- Robust Causal Impact Analysis
- Robust Counterfactual Impact Evaluation
- Robust Difference-in-Differences
- Robust Fuzzy Regression Discontinuity
- Robust Instrumental Variables
- Robust Interrupted Time Series
- Robust Inverse Probability Weighting
- Robust Marginal Structural Model
- Robust Matching Estimator
- Robust Panel Event Study
- Robust Propensity Score Matching
- Robust Propensity Score Weighting
- Robust Regression Discontinuity Design
- Robust Synthetic Control Method
- Sensitivity Analysis for Causality
- Sensitivity analysis for causality in education research
- Spatial Causal Impact Analysis
- Spatial Coarsened Exact Matching
- Spatial Counterfactual Impact Evaluation
- Spatial Doubly Robust Estimation
- Spatial Entropy Balancing
- Spatial Event Study Design
- Spatial Fuzzy Regression Discontinuity
- Spatial Instrumental Variables
- Spatial Interrupted Time Series
- Spatial Inverse Probability Weighting
- Spatial Marginal Structural Model
- Spatial Matching Estimator
- Spatial Panel Event Study
- Spatial Placebo Test
- Spatial Propensity Score Matching
- Spatial Propensity Score Weighting
- Spatial Regression Discontinuity Design
- Spatial Sensitivity Analysis for Causality
- Spatial Synthetic Control Method
- Synthetic Control Method
- Synthetic Control Method in Education Research
Regression-model
22 methods
- Causal Discovery Algorithms
- Causal Mediation Analysis
- Conditional Process Analysis
- DAG Causal Identification
- Difference-in-Discontinuities
- Doubly Robust Estimation
- Event Study Design
- Frontdoor Adjustment
- Heterogeneous Treatment Effects
- Interrupted Time Series
- Inverse Probability Weighting
- Local Average Treatment Effect
- Matching Methods
- Moderation Analysis
- Placebo Tests
- Regression Discontinuity
- Regression Kink Design
- Sensitivity Analysis for Unmeasured Confounding
- Shift-Share IV
- Staggered Difference-in-Differences
- Synthetic Control
- Two-Stage Least Squares (2SLS)
Causal discovery
3 methods
Causal ML
2 methods
Causal
2 methods
Dynamical causality
1 method
Spatial causal inference
1 method
Experimental Design
1 method
Information-theoretic causality
1 method