UsefulLinks
Economics
Foundational Economics
Econometrics
1. Introduction to Econometrics
2. Review of Probability and Statistics
3. The Simple Linear Regression Model
4. The Multiple Linear Regression Model
5. Model Specification and Functional Forms
6. Qualitative Information and Dummy Variables
7. Violations of Classical Assumptions
8. Endogeneity and Instrumental Variables
9. Model Selection and Specification Testing
10. Limited Dependent Variable Models
11. Time Series Econometrics
12. Panel Data Econometrics
13. Causal Inference and Program Evaluation
14. Advanced Econometric Topics
15. Computational Econometrics
13.
Causal Inference and Program Evaluation
13.1.
The Causal Inference Framework
13.1.1.
Potential Outcomes Model
13.1.1.1.
Treatment and Control States
13.1.1.2.
Fundamental Problem of Causal Inference
13.1.2.
Treatment Effects
13.1.2.1.
Average Treatment Effect
13.1.2.2.
Treatment on the Treated
13.1.2.3.
Local Average Treatment Effect
13.1.3.
Selection Bias
13.1.3.1.
Sources and Consequences
13.1.3.2.
Observable vs. Unobservable Selection
13.2.
Experimental Methods
13.2.1.
Randomized Controlled Trials
13.2.1.1.
Design Principles
13.2.1.2.
Internal and External Validity
13.2.1.3.
Compliance Issues
13.2.2.
Natural Experiments
13.2.2.1.
Identification Strategies
13.2.2.2.
Examples in Economics
13.3.
Quasi-Experimental Methods
13.3.1.
Difference-in-Differences
13.3.1.1.
Parallel Trends Assumption
13.3.1.2.
Two-Period Two-Group Model
13.3.1.3.
Extensions and Robustness
13.3.1.4.
Event Study Designs
13.3.2.
Regression Discontinuity Design
13.3.2.1.
Sharp RDD
13.3.2.2.
Fuzzy RDD
13.3.2.3.
Bandwidth Selection
13.3.2.4.
Validity Tests
13.3.3.
Matching Methods
13.3.3.1.
Propensity Score Matching
13.3.3.2.
Nearest Neighbor Matching
13.3.3.3.
Kernel Matching
13.3.3.4.
Covariate Balance
13.4.
Advanced Causal Inference Topics
13.4.1.
Synthetic Control Methods
13.4.2.
Regression Kink Design
13.4.3.
Bunching Estimators
13.4.4.
Machine Learning for Causal Inference
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14. Advanced Econometric Topics