About this Course

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Learner Career Outcomes

33%

started a new career after completing these courses

19%

got a tangible career benefit from this course
Shareable Certificate
Earn a Certificate upon completion
100% online
Start instantly and learn at your own schedule.
Flexible deadlines
Reset deadlines in accordance to your schedule.
Intermediate Level
Approx. 18 hours to complete
English

Skills you will gain

Instrumental VariablePropensity Score MatchingCausal InferenceCausality

Learner Career Outcomes

33%

started a new career after completing these courses

19%

got a tangible career benefit from this course
Shareable Certificate
Earn a Certificate upon completion
100% online
Start instantly and learn at your own schedule.
Flexible deadlines
Reset deadlines in accordance to your schedule.
Intermediate Level
Approx. 18 hours to complete
English

Offered by

Placeholder

University of Pennsylvania

Syllabus - What you will learn from this course

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Week
1

Week 1

4 hours to complete

Welcome and Introduction to Causal Effects

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

Week 2

2 hours to complete

Confounding and Directed Acyclic Graphs (DAGs)

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

Week 3

5 hours to complete

Matching and Propensity Scores

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

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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