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Multiple Regression Analysis in Public Health 

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Multiple Regression Analysis in Public Health
 at 
Coursera 
Overview

Duration

14 hours

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Total fee

Free

Mode of learning

Online

Difficulty level

Beginner

Official Website

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Credential

Certificate

Multiple Regression Analysis in Public Health
 at 
Coursera 
Highlights

  • Shareable Certificate Earn a Certificate upon completion
  • 100% online Start instantly and learn at your own schedule.
  • Course 4 of 4 in the Biostatistics in Public Health Specialization
  • 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 Subtitles: Arabic, French, Portuguese (European), Italian, Vietnamese, German, Russian, English, Spanish
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Multiple Regression Analysis in Public Health
 at 
Coursera 
Course details

Skills you will learn
More about this course
  • Biostatistics is the application of statistical reasoning to the life sciences, and it's the key to unlocking the data gathered by researchers and the evidence presented in the scientific public health literature. In this course, you'll extend simple regression to the prediction of a single outcome of interest on the basis of multiple variables. Along the way, you'll be introduced to a variety of methods, and you'll practice interpreting data and performing calculations on real data from published studies. Topics include multiple logistic regression, the Spline approach, confidence intervals, p-values, multiple Cox regression, adjustment, and effect modification.

Multiple Regression Analysis in Public Health
 at 
Coursera 
Curriculum

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

Multiple Regression: An Overview

Multiple Linear Regression: Some Examples

Multiple Linear Regression: Basics of Model Estimation, and Handling Uncertainty in the Resulting Estimates

Estimate Group Means and Mean Differences for Groups Who Differ in More than One Predictor with Multiple Linear Regression

The ?Linearity? Assumption and Estimating Amount of Variability Explained by Multiple Predictors

Examples from the Literature

Investigating Effect Modification with Multiple Linear Regression (Forthcoming)

Investigating Effect Modification with Multiple Linear Regression?More Examples, For Those Interested

Additional Examples of Multiple Linear Regression

Solutions to Practice Quiz on Multiple Linear Regression

Solutions to Summative Quiz 1

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

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

Multiple Logistic Regression

Multiple Logistic Regression: Some Examples

Multiple Logistic Regression: Basics of Model Estimation, and Handling Uncertainty in the Resulting Estimates

Estimating Group Odds and Proportions, and Odds Ratios for Groups Who Differ in More than One Predictor with Multiple Linear Regression

The ?Linearity? Assumption and A Brief Note about Prediction with Multiple Logistic Regression

Examples from the Literature

Investigating Effect Modification with Multiple Logistic Regression, Part 1

Investigating Effect Modification with Multiple Logistic Regression, Part 2

Additional Examples

Solutions to Practice Quiz Items 1-9

Solutions to Quiz on Logistic Regression

Practice Quiz: Multiple Logistic Regression

Multiple Logistic Regression

Multiple Cox Regression

Some Examples

Basics of Model Estimation and Handling Uncertainty in the Resulting Estimates

Estimating Hazard Ratios for Groups who Differ in more than one Predictor with Multiple Cox Regression

The "Linearity" Assumption and Prediction with Multiple Cox Regression

Examples from the Literature

Soluitons To Multiple Cox Regression Practice Quiz

Solutions: Summative Quiz (Multiple Cox Regression)

Practice Quiz: Multiple Cox Regression

Multiple Cox Regression, and Course Concepts

Course Project

Biostatistical Consulting Project

Project

Multiple Regression Analysis in Public Health
 at 
Coursera 
Admission Process

    Important Dates

    May 25, 2024
    Course Commencement Date

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    Multiple Regression Analysis in Public Health
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