因果推論與影響性評估
Causal Inference and Impact Evaluation
| 節 | 週四 |
|---|---|
3 10:10–11:00 | 因果推論與影響性評估 YS405（陽明） 2 節連堂 |
4 11:10–12:00 |
* 根據陽明交大上課時間表所列
Course Guideline: This course is dedicated to the study of impact evaluation, which involves estimating the effects of policies or interventions by developing counterfactual estimates. It uniquely integrates theoretical knowledge with practical skills in causal inference using observational data. The curriculum includes hands-on application of theoretical concepts, employing real-world data sets during class sessions. This course is particularly advantageous for graduate students eager to delve into empirical research and refine their quantitative analysis skills. Course Objectives: 1. To provide students with the skills necessary for analyzing and interpreting data, along with an understanding of the challenges inherent in making causal inferences from observational data. 2. To strengthen students' capabilities in building empirical models and employing econometric techniques for effective policy evaluation.
None.
無備註
Handouts and lecture notes will be provided.
10% Attendance 10% Class Participation 40% Midterm Report 40% Final Report
教師未提供此項資料
| 週次 | 主題 |
|---|---|
| 第 1 週 | Introduction to impact evaluation 2024-02-22(四) 時數：[2024-02-22]梁立霖(2.00) |
| 第 2 週 | Preparing for an evaluation 2024-02-29(四) 時數：[2024-02-29]梁立霖(2.00) |
| 第 3 週 | Causal inference and counterfactuals 2024-03-07(四) 時數：[2024-03-07]梁立霖(2.00) |
| 第 4 週 | Randomized assignment 2024-03-14(四) 時數：[2024-03-14]梁立霖(2.00) |
| 第 5 週 | Randomized promotion and instrumental variables I 2024-03-21(四) 時數：[2024-03-21]梁立霖(2.00) |
| 第 6 週 | Randomized promotion and instrumental variables II 2024-03-28(四) 時數：[2024-03-28]梁立霖(2.00) |
| 第 7 週 | Holiday 2024-04-04(四) 時數：[2024-04-04]梁立霖(2.00) |
| 第 8 週 | Midterm report 2024-04-11(四) 時數：[2024-04-11]梁立霖(2.00) |
| 第 9 週 | Regression discontinuity design I 2024-04-18(四) 時數：[2024-04-18]梁立霖(2.00) |
| 第 10 週 | Regression discontinuity design II 2024-04-25(四) 時數：[2024-04-25]梁立霖(2.00) |
| 第 11 週 | Difference-in-differences 2024-05-02(四) 時數：[2024-05-02]梁立霖(2.00) |
| 第 12 週 | Matching I 2024-05-09(四) 時數：[2024-05-09]梁立霖(2.00) |
| 第 13 週 | Matching II 2024-05-16(四) 時數：[2024-05-16]梁立霖(2.00) |
| 第 14 週 | Addressing methodological challenges 2024-05-23(四) 時數：[2024-05-23]梁立霖(2.00) |
| 第 15 週 | Sampling and power calculation 2024-05-30(四) 時數：[2024-05-30]梁立霖(2.00) |
| 第 16 週 | Final report 2024-06-06(四) 時數：[2024-06-06]梁立霖(2.00) |
| 第 17 週 | Supplementary materials 2024-06-13(四) 時數：[2024-06-13]梁立霖(2.00) |
References (not text books) 1. Paul Gertler, Sebastian Martinez and Patrick Premand et al. Impact Evaluation in Practice (2e), 2016. The World Bank. 2. Christopher Dougherty. Introduction to Econometrics 5e. 2016. Oxford University Press. 3. Jeffrey Wooldridge. Introductory Econometrics: A Modern Approach (Asia Edition, 7e), 2020. Cengage Learning.
- 地點
- Medical Building II Room 214
- 時間
- By appointment.
- 聯絡方式
- Email: liang.lilin@nycu.edu.tw