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【公开课】杜克大学因果推断 Causal Inference Bootcamp from Duke University（上）（无字幕）

1.2万
15
2020-02-14 23:39:19
161
54
1180
75
Causal Inference Bootcamp from Duke U, 油管上扒的（无字幕，侵删）。 结合已经发表的实证研究，介绍了计量经济学里几种因果推断方法的核心思想（RCT, IV, DID, RDD, PCM 以及 Structural Causal Model）； 没有复杂的数学公式和统计假设，非常有趣。 下半部分参见： https://www.bilibili.com/video/av89056697
因果推断
Causal Inference
Social Science
社会学
计量经济学
Statistics
Econometrics
统计推断
DaddyQing 发消息
Everything causal
视频选集
（1/55）
1. Introduction to the Causal Inference Bootcamp
03:55
2. Measurement Causal Inference Bootcamp
07:41
3. Describing Data Causal Inference Bootcamp
04:19
4. Correlation vs. Causation Causal Inference Bootcamp
07:03
5. Average Treatment Effects Causal Inference Bootcamp
06:56
6. Unit Level Effects Causal Inference Bootcamp
04:34
7. Conditional Average Treatment Effects Causal Inference Bootcamp
06:14
8. Confounders Causal Inference Bootcamp
01:30
9. Counterfactuals Causal Inference Bootcamp
04:53
10. Statistical vs. Causal Inference Causal Inference Bootcamp
04:51
11. How to Read Empirical Papers
08:05
12. Controlled Experiments Causal Inference Bootcamp
04:18
13. Randomized Experiments Causal Inference Bootcamp
05:58
14. Design of the Oregon Health Experiment Causal Inference Bootcamp
04:03
15. Noncompliance in Experiments Causal Inference Bootcamp
06:42
16. Reading Avg Treatment Effects Confidence Intervals Depression in OHE Causal
05:15
17. Reading Avg Treatment Effect Confidence Interval Cholesterol in OHE Causal
07:54
18. Survey Noncompliance Causal Inference Bootcamp
03:30
19. Comparing Survey Nonresponders to Responders Causal Inference Bootcamp
09:30
20. Introducing the Perry Preschool Project Causal Inference Bootcamp
02:28
21. Perry Preschool Comparing Educational Attainment Data Causal Inference Bootc
04:54
22. Perry Preschool Comparing Preschool's Effects on Crime Causal Inference Boot
03:57
23. Perry Preschool Measuring the Lifetime Cost of Crime Causal Inference Bootca
02:17
24. Issues with Sample Sizes Causal Inference Bootcamp
08:30
25. What is the Point of Statistical Inference Causal Inference Bootcamp
03:32
26. Randomized Controlled Trials Causal Inference Bootcamp
01:18
27. Important Issues in Experiment Design These Videos Ignore Causal Inference B
01:31
28. Common Issues in Experiments Causal Inference Bootcamp
03:21
29. Difficulties in Performing Experiments Causal Inference Bootcamp
01:27
30.Finding Lifetime Outcomes of Experiments Causal Inference Bootcamp
03:49
31. Spillover Effects Among Subjects Causal Inference Bootcamp
01:58
32. The Two Kinds of Natural Experiments Causal Inference Bootcamp
04:23
33. Resistance to Policy Manipulation in Natural Experiments Causal Inference Bo
01:45
34. Finding Data from Natural Experiments Causal Inference Bootcamp
02:00
35. Justifying As-If Randomization Causal Inference Bootcamp
02:50
36. Analyzing Natural Experiments Causal Inference Bootcamp
08:20
37. Analyzing Data from Natural Experiments Causal Inference Bootcamp
07:46
38. Giving Property Rights to Squatters The Effect on Teenage Pregnancy Causal I
04:39
39. London Cholera Outbreak Early Data Visualizations
02:57
40. London Cholera Outbreak Was it a Natural Experiment Causal Inference Bootcam
08:46
41. Bounds Analysis for Missing Data Causal Inference Bootcamp
12:43
42. Causal Inference Issues in Lab Experiments Causal Inference Bootcamp
01:11
43. Introduction to Regression Analysis Causal Inference Bootcamp
07:38
44. Basic Elements of a Regression Table Causal Inference Bootcamp
04:09
45. The Relationship Between Economic Development and Property Rights Causal Inf
05:39
46. Using Regression to Get Causal Effects Unconfoundedness Causal Inference Boo
03:42
47. How to Compute Regressions Ordinary Least Squares OLS Causal Inference Bootc
01:25
48. Defining The Average Effect of Treatment on the Treated ATT Causal Inference
04:25
49. How to Compute ATE Under Unconfoundedness and What Not to Do Causal Inferenc
04:49
50. Matching Methods Causal Inference Bootcamp
02:47
51. The Lifetime Earnings of Veterans and Nonveterans Causal Inference Bootcamp
04:03
52. The Unconfoundedness Assumption the Lifetime Earnings of Veterans Causal In
01:44
53. The Effect of Volunteer Military Service on Lifetime Earnings Causal Inferen
05:02
54. The Credibility of the Unconfoundedness Assumption Causal Inference Bootcamp
03:02
55. How to Read Empirical Papers
08:05

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