Quantifying Relationships with Regression Models
This course is part of Data Literacy Specialization.
Course Cost
Free course
Intermediate
Skill Level
9 Hours
Self-paced lessons
Learn to quantify relationships between variables using regression analysis in this Johns Hopkins University course. You’ll explore bivariate, multivariate, and binary models, understand correlation and causation, and apply statistical techniques for real-world data interpretation. Perfect for intermediate learners aiming to strengthen their statistical and analytical skills.
What you'll learn
Construct and interpret multivariate regression models
Evaluate model fit and regression assumptions
Work with categorical and dummy variables
Implement interaction terms effectively
Analyze binary dependent variable models
Skills you'll gain
This course includes:
1.8 Hours PreRecorded video
14 assignments
Access on Mobile, Tablet, Desktop
FullTime access
Shareable certificate

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There are 4 modules in this course
This comprehensive course introduces students to linear regression modeling, starting with basic bivariate analysis and progressing to complex multivariate models. The curriculum covers correlation analysis, prediction error, model fitting and evaluation, and advanced topics like interaction terms and binary dependent variables. Students learn to interpret and critically evaluate regression analyses while understanding both the power and limitations of these statistical tools.
Regression Models: What They Are and Why We Need Them
Module 1 · 2 Hours to complete
Fitting and Evaluating a Bivariate Regression Model
Module 2 · 2 Hours to complete
Multivariate Regression Models
Module 3 · 2 Hours to complete
Extensions of the Multivariate Model
Module 4 · 3 Hours to complete
Fee Structure
Individual course purchase is not available - to enroll in this course with a certificate, you need to purchase the complete Professional Certificate Course. For enrollment and detailed fee structure, visit the following: Data Literacy Specialization
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Faculties
These are the expert instructors who will be teaching you throughout the course. With a wealth of knowledge and real-world experience, they're here to guide, inspire, and support you every step of the way. Get to know the people who will help you reach your learning goals and make the most of your journey.
Frequently asked Questions
Below are some of the most commonly asked questions about this course. We aim to provide clear and concise answers to help you better understand the course content, structure, and any other relevant information. If you have any additional questions or if your question is not listed here, please don't hesitate to reach out to our support team for further assistance.




