About this Course

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Coursera Labs
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Intermediate Level
Approx. 18 hours to complete
English

Skills you will gain

  • Instrumental Variable
  • Propensity Score Matching
  • Causal Inference
  • Causality
Flexible deadlines
Reset deadlines in accordance to your schedule.
Shareable Certificate
Earn a Certificate upon completion
100% online
Start instantly and learn at your own schedule.
Coursera Labs
Includes hands on learning projects.
Learn more about Coursera Labs External Link
Intermediate Level
Approx. 18 hours to complete
English

Offered by

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University of Pennsylvania

Syllabus - What you will learn from this course

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Week1
Week 1
4 hours to complete

Welcome and Introduction to Causal Effects

4 hours to complete
8 videos (Total 128 min)
Week2
Week 2
2 hours to complete

Confounding and Directed Acyclic Graphs (DAGs)

2 hours to complete
8 videos (Total 86 min)
Week3
Week 3
5 hours to complete

Matching and Propensity Scores

5 hours to complete
12 videos (Total 171 min)
Week4
Week 4
3 hours to complete

Inverse Probability of Treatment Weighting (IPTW)

3 hours to complete
9 videos (Total 119 min)

Reviews

TOP REVIEWS FROM A CRASH COURSE IN CAUSALITY: INFERRING CAUSAL EFFECTS FROM OBSERVATIONAL DATA

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