2023 Fall STAT 156 001 LEC 001

2023 Fall

STAT 156 001 - LEC 001

Causal Inference

Peng Ding

Aug 23, 2023 - Dec 08, 2023
Tu, Th
03:30 pm - 04:59 pm
Class #:24804
Units: 4

Instruction Mode: In-Person Instruction

Offered through Statistics

Current Enrollment

Total Open Seats: 3
Enrolled: 37
Waitlisted: 0
Capacity: 40
Waitlist Max: 16
No Reserved Seats

Hours & Workload

3 hours of instructor presentation of course materials per week, 7 hours of outside work hours per week, and 2 hours of instructional experiences requiring special laboratory equipment and facilities per week.

Final Exam

FRI, DECEMBER 15TH
07:00 pm - 10:00 pm

Other classes by Peng Ding

Course Catalog Description

This course will focus on approaches to causal inference using the potential outcomes framework. It will also use causal diagrams at an intuitive level. The main topics are classical randomized experiments, observational studies, instrumental variables, principal stratification and mediation analysis. Applications are drawn from a variety of fields including political science, economics, sociology, public health, and medicine. This course is a mix of statistical theory and data analysis. Students will be exposed to statistical questions that are relevant to decision and policy making.

Rules & Requirements

Requisites

  • Statistics 135

Repeat Rules

Course is not repeatable for credit.

Reserved Seats

Current Enrollment

No Reserved Seats

Textbooks & Materials

See class syllabus or https://calstudentstore.berkeley.edu/textbooks for the most current information.

Textbook Lookup

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eTextbooks

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