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Impact Evaluation and Causal Inference (MEA 402)

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Programme: IPSD Postgraduate Diploma in Monitoring, Evaluation, Accountability and Learning (MEAL) Updated: 2026-09-17 14:49:19
MEA 402 – IMPACT EVALUATION AND CAUSAL INFERENCE   Module Objective To provide advanced knowledge of causal inference and rigorous approaches to determining whether interventions produce observed effects.   Learning Outcomes   Learners should be able to: 1. Explain causal inference. 2. Define counterfactuals. 3. Critically assess experimental designs. 4. Analyse quasi-experimental designs. 5. Assess causal assumptions. 6. Interpret causal estimates. 7. Identify threats to causal validity. 8. Assess heterogeneous treatment effects. 9. Critically evaluate impact studies. 10. Apply causal evidence to programme decisions.   Module Content 1. Causal inference 2. Counterfactual reasoning 3. Potential outcomes framework 4. Experimental evaluation 5. Randomisation 6. Quasi-experimental evaluation 7. Difference-in-differences 8. Matching 9. Regression discontinuity 10. Instrumental variables 11. Longitudinal designs 12. Panel data 13. Selection bias 14. Confounding 15. Attrition 16. Treatment effects 17. Heterogeneous effects 18. Causal assumptions 19. Causal interpretation 20. Policy application of causal evidence  

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