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
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.
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
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.
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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