About this Course

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Learner Career Outcomes

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got a tangible career benefit from this course

20%

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Earn a Certificate upon completion
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Start instantly and learn at your own schedule.
Flexible deadlines
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Approx. 12 hours to complete
English

Skills you will gain

StatisticsStatistical Hypothesis TestingBiostatistics

Learner Career Outcomes

33%

got a tangible career benefit from this course

20%

got a pay increase or promotion
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.
Approx. 12 hours to complete
English

Offered by

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Johns Hopkins University

Syllabus - What you will learn from this course

Week
1

Week 1

3 hours to complete

Hypothesis Testing

3 hours to complete
12 videos (Total 121 min), 1 reading, 2 quizzes
12 videos
More Hypothesis Testing12m
General Rules of Hypothesis Testing13m
Two-sided Tests9m
Confidence Intervals & P Values13m
Power2m
Calculating Power8m
T Tests & Monte Carlo14m
Two Sample Tests - Matched Data I6m
Two Sample Tests - Matched Data II8m
Two Sample Tests - Regression to the Mean12m
Two Sample Tests - Two Independent Groups17m
1 reading
Syllabus10m
2 practice exercises
Module 1 Homework (Not counted toward final grade)30m
Module 1 Quiz30m
Week
2

Week 2

2 hours to complete

Two Binomials

2 hours to complete
8 videos (Total 75 min)
8 videos
Two Sample Binomial Tests - Exact Tests9m
Two Sample Binomial Tests - Comparing 2 Binomial Proportions17m
Relative Risks & Odds Ratios - Relative Measures4m
Relative Risks & Odds Ratios - The Relative Risk8m
Relative Risks & Odds Ratios - The Odds Ratio7m
Delta Method4m
Delta Method & Derivation9m
2 practice exercises
Module 2 Homework30m
Module 2 Quiz30m
Week
3

Week 3

3 hours to complete

Discrete Data Settings

3 hours to complete
7 videos (Total 98 min)
7 videos
Hyper-Geometric Distribution8m
Fisher's Exact Text in Practice & Monte Carlo16m
Chi Squared Testing16m
Testing Independence10m
Generalization22m
Goodness of Fit Testing11m
2 practice exercises
Module 3 Homework30m
Module 3 Quiz30m
Week
4

Week 4

4 hours to complete

Techniques

4 hours to complete
16 videos (Total 153 min)
16 videos
Simpson's Paradox, more examples9m
Weighting8m
CMH test15m
Case Control Sampling13m
Exact inference for The Odds Ratio8m
Matched 2x2 Tables3m
Dependence and Marginal Homogeneity8m
Estimation of the Marginal Difference in Proportions4m
Odds and Ends for Matched 2x2 Tables14m
the sign test7m
the sign rank test10m
the rank sum test12m
Poisson distribution9m
Poisson likelihood9m
Poisson P-value calculation7m
2 practice exercises
Module 4 Homework30m
Module 4 Quiz30m

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About the Advanced Statistics for Data Science Specialization

Advanced Statistics for Data Science

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