About this Course

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Beginner Level

The recommended math prerequisite is up through and including basic algebra including logarithms and the equation of a line.

Approx. 14 hours to complete
English

Skills you will gain

effect modifcationProportional Hazards ModelRegression AnalysisSpline approach
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.
Beginner Level

The recommended math prerequisite is up through and including basic algebra including logarithms and the equation of a line.

Approx. 14 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

4 hours to complete

An Overview of Multiple Regression for Estimation, Adjustment, and Basic Prediction, and Multiple Linear Regression

4 hours to complete
9 videos (Total 177 min), 2 readings, 2 quizzes
9 videos
Multiple Linear Regression: Some Examples23m
Multiple Linear Regression: Basics of Model Estimation, and Handling Uncertainty in the Resulting Estimates14m
Estimate Group Means and Mean Differences for Groups Who Differ in More than One Predictor with Multiple Linear Regression9m
The “Linearity” Assumption and Estimating Amount of Variability Explained by Multiple Predictors21m
Examples from the Literature21m
Investigating Effect Modification with Multiple Linear Regression (Forthcoming)20m
Investigating Effect Modification with Multiple Linear Regression—More Examples, For Those Interested18m
Additional Examples of Multiple Linear Regression34m
2 readings
Solutions to Practice Quiz on Multiple Linear Regression10m
Solutions to Summative Quiz 110m
2 practice exercises
Practice Quiz: An Overview of Multiple Regression for Estimation, Adjustment, and Basic Prediction, and Multiple Linear Regression30m
An Overview of Multiple Regression for Estimation, Adjustment, and Basic Prediction, and Multiple Linear Regression30m
Week
2

Week 2

4 hours to complete

Multiple Logistic Regression

4 hours to complete
8 videos (Total 173 min), 2 readings, 2 quizzes
8 videos
Multiple Logistic Regression: Basics of Model Estimation, and Handling Uncertainty in the Resulting Estimates18m
Estimating Group Odds and Proportions, and Odds Ratios for Groups Who Differ in More than One Predictor with Multiple Linear Regression24m
The “Linearity” Assumption and A Brief Note about Prediction with Multiple Logistic Regression27m
Examples from the Literature26m
Investigating Effect Modification with Multiple Logistic Regression, Part 118m
Investigating Effect Modification with Multiple Logistic Regression, Part 210m
Additional Examples21m
2 readings
Solutions to Practice Quiz Items 1-910m
Solutions to Quiz on Logistic Regression10m
2 practice exercises
Practice Quiz: Multiple Logistic Regression30m
Multiple Logistic Regression30m
Week
3

Week 3

3 hours to complete

Multiple Cox Regression

3 hours to complete
5 videos (Total 95 min), 2 readings, 2 quizzes
5 videos
Basics of Model Estimation and Handling Uncertainty in the Resulting Estimates18m
Estimating Hazard Ratios for Groups who Differ in more than one Predictor with Multiple Cox Regression12m
The "Linearity" Assumption and Prediction with Multiple Cox Regression21m
Examples from the Literature25m
2 readings
Soluitons To Multiple Cox Regression Practice Quiz10m
Solutions: Summative Quiz (Multiple Cox Regression)10m
2 practice exercises
Practice Quiz: Multiple Cox Regression30m
Multiple Cox Regression, and Course Concepts30m
Week
4

Week 4

2 hours to complete

Course Project

2 hours to complete
1 reading
1 reading
Biostatistical Consulting Project10m
1 practice exercise
Project2h

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About the Biostatistics in Public Health Specialization

Biostatistics in Public Health

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