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

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2020-02-15 00:42:20

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。上半部分参见： https://www.bilibili.com/video/av89034420

Causal Inference

计量经济学

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Everything causal

56.The Logic of Instrumental Variables Causal Inference Bootcamp

04:23

57. Visual Logic of Instrumental Variables Causal Inference Bootcamp

05:49

58. Instrumental Variables in Action Education and Wages graphs Causal Inference

06:58

59. Instrumental Variables in Action Education and Wages tables Causal Inference

02:38

60. Some Instrumental Variables Terminology Causal Inference Bootcamp

03:39

61. The 3 Assumptions of Instrumental Variables Causal Inference Bootcamp

02:45

62. Refutability Nonrefutability of the IV Assumptions Causal Inference Bootcam

02:25

63. Indirect Inference Causal Inference Bootcamp

02:55

64. Two Stage Least Squares 2SLS Causal Inference Bootcamp

02:10

65.Solving Noncompliance in Experiments with Instrumental Variables Causal Infer

02:33

66. Using IV to Solve Noncompliance in the Oregon Healthcare Experiment Causal I

07:45

67. The Problem of Weak Instruments Causal Inference Bootcamp

01:55

68. Example of IV Property Rights Economic Development Causal Inference Bootcam

04:23

69. The Settler Mortality Instrument Causal Inference Bootcamp

05:55

70. Where Do Instruments Come From Causal Inference Bootcamp

01:52

71. Example of IV Property Rights Market Beliefs Causal Inference Bootcamp

04:49

72. What Causal Effects Are We Actually Getting with IV Causal Inference Bootcam

02:14

73. Defining LATE The Local Average Treatment Effect Causal Inference Bootcamp

05:27

74. The No Defiers Assumption Causal Inference Bootcamp

05:26

75. Computing LATE Part 1 Dividing the Population Causal Inference Bootcamp

02:33

76. Computing Late Part 2 Finding Compliers Causal Inference Bootcamp

05:10

77. Computing LATE Part 3 Getting a Result Causal Inference Bootcamp

06:26

78. The Pros Cons of LATE Causal Inference Bootcamp

01:31

79. ATEs CATEs and LATEs What's the Difference Causal Inference Bootcamp

03:58

80. Introduction to Panel Data Does the Death Penalty Reduce Homicides Causal In

10:03

81. The Common Trends Assumption Causal Inference Bootcamp

03:30

82. Effect of Immigration on Employment Causal Inference Bootcamp

06:26

83. Graphical Analysis of the Common Trend Assumption and Diff-in-Diffs Causal I

05:13

84. The Effect of Raising the Minimum Wage on Employment Causal Inference Bootc

04:37

85. Finding the Main Result in a Giant Table of Numbers Causal Inference Bootcam

04:57

86. Looking at Additional Results in Giant Tables Causal Inference Bootcamp

04:22

87. Looking at Robustness Checks in Giant Tables Causal Inference Bootcamp

08:19

88. Panel Data Terminology Causal Inference Bootcamp

05:01

89. The 3 Kinds of Panel Data Causal Inference Bootcamp

02:41

90. Individual Fixed Effects and Time Varying Treatments Causal Inference Bootca

04:06

91. The Random Assignment of Changes Causal Inference Bootcamp

02:24

92. Can Posting Calorie Counts Lower Calorie Consumption Causal Inference Bootca

04:23

93. Switchers Causal Inference Bootcamp

02:57

94. Regression Discontinuity Looking at People on the Edge Causal Inference Boot

09:18

95. Regression Discontinuity More Analysis of Thistlethwaite Campbell Causal In

06:56

96. How to Compute Causal Effects Using Regression Discontinuity Causal Inferenc

06:51

97. Using Regression Discontinuity to Study Schools and House Prices Causal Infe

03:45

98. Main Results of RDD on School Quality and House Prices Causal Inference Boot

05:08

99. Giving RDD Results an Economic Interpretation Causal Inference Bootcamp

04:41

100. Fuzzy Regression Discontinuity Addressing Blurry Lines Between Groups Causa

10:16

101. Fuzzy RDD and Swiss Religion Checking the Numbers Causal Inference Bootcamp

07:48

102. Basics of Modeling Behavior Causal Inference Bootcamp

03:18

103. Discrete Choice Analysis Causal Inference Bootcamp

03:56

104. Confounders in Discrete Choice Analysis Causal Inference Bootcamp

03:03

105. How Do People Choose Healthcare Plans Causal Inference Bootcamp

02:54

106. Senior Citizens' Preferences for Health Insurance Plans Causal Inference Bo

07:47

107. Using Modeling When Experiments Are Impossible Causal Inference Bootcamp

05:12

108. Modeling the Impact of Government Stimulus Causal Inference Bootcamp

05:29

109. Recap of Causal Inference Bootcamp Causal Inference Bootcamp

03:05

110. The Power of Assumptions Causal Inference Bootcamp

03:14

111. Balancing Data and Assumptions Causal Inference Bootcamp

03:11

112. Issues We Did Not Discuss in this Bootcamp Causal Inference Bootcamp

01:35

113. Which Causal Inference Method is the Best One

03:49

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