This course will introduce you to the linear regression model, which is a powerful tool that researchers can use to measure the relationship between multiple variables. We’ll begin by exploring the components of a bivariate regression model, which estimates the relationship between an independent and dependent variable. Building on this foundation, we’ll then discuss how to create and interpret a multivariate model, binary dependent variable model and interactive model. We’ll also consider how different types of variables, such as categorical and dummy variables, can be appropriately incorporated into a model. Overall, we’ll discuss some of the many different ways a regression model can be used for both descriptive and causal inference, as well as the limitations of this analytical tool. By the end of the course, you should be able to interpret and critically evaluate a multivariate regression analysis.
This course is part of the Data Literacy Specialization
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Coursera Labs
Includes hands on learning projects.
Learn more about Coursera Labs Course 3 of 5 in the
Intermediate Level
Approx. 11 hours to complete
English
Could your company benefit from training employees on in-demand skills?
Try Coursera for BusinessSkills you will gain
- General Linear Model
- Linear Regression
- Statistical Analysis
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.
Coursera Labs
Includes hands on learning projects.
Learn more about Coursera Labs Course 3 of 5 in the
Intermediate Level
Approx. 11 hours to complete
English
Could your company benefit from training employees on in-demand skills?
Try Coursera for BusinessOffered by
Syllabus - What you will learn from this course
3 hours to complete
Regression Models: What They Are and Why We Need Them
3 hours to complete
5 videos (Total 28 min), 4 readings, 4 quizzes
3 hours to complete
Fitting and Evaluating a Bivariate Regression Model
3 hours to complete
3 videos (Total 21 min), 4 readings, 4 quizzes
3 hours to complete
Multivariate Regression Models
3 hours to complete
4 videos (Total 26 min), 4 readings, 4 quizzes
3 hours to complete
Extensions of the Multivariate Model
3 hours to complete
5 videos (Total 35 min), 2 readings, 3 quizzes
Reviews
- 5 stars81.25%
- 4 stars6.25%
- 3 stars12.50%
TOP REVIEWS FROM QUANTIFYING RELATIONSHIPS WITH REGRESSION MODELS
by MTJul 8, 2021
Great refresher on regression models. Simple and concise.
About the Data Literacy Specialization

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