Sage Publications

Applied Regression Techniques and Diagnostics in Stata

Sage Publications

Applied Regression Techniques and Diagnostics in Stata

Sage Instructors

Instructor: Sage Instructors

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Gain insight into a topic and learn the fundamentals.
Intermediate level

Recommended experience

5 hours to complete
Flexible schedule
Learn at your own pace
Gain insight into a topic and learn the fundamentals.
Intermediate level

Recommended experience

5 hours to complete
Flexible schedule
Learn at your own pace

What you'll learn

  • Import and manage datasets effectively in Stata.

  • Perform regression analysis for data modeling.

  • Apply survival and time-series analysis techniques.

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Recently updated!

August 2026

Assessments

6 assignments

Taught in English

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This course is part of the Applied Statistics Using Stata Specialization
When you enroll in this course, you'll also be enrolled in this Specialization.
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There are 5 modules in this course

This module covers the fundamentals of dummy-variable regression, including how to compare group means, interpret F-tests, and apply regression techniques with categorical variables. Learners will explore practical applications through Stata, understanding the relationship between regression and ANOVA/ANCOVA. The module equips students with the skills to analyze data with multiple categorical predictors.

What's included

1 video8 readings1 assignment

This module covers the fundamentals of interaction and moderation effects in regression analysis, including how to model and interpret these effects using different variable types. Learners will gain hands-on knowledge of the product-term approach and explore how variables interact in real-world data scenarios. The module also explains the importance of variable centering and scaling in improving model interpretation.

What's included

1 video6 readings1 assignment

This module covers essential assumptions of linear regression, including linearity, absence of multicollinearity, and proper error distribution. Learners will gain practical skills in diagnosing and addressing common regression issues using Stata, ensuring more accurate and reliable model results.

What's included

1 video8 readings1 assignment

This module covers the fundamentals of logistic regression, including its application for different types of outcomes, model interpretation, and comparison with alternative methods like probit and ordinal logistic regression. Learners will gain skills in analyzing data using Stata, understanding statistical assumptions, and interpreting complex regression outputs.

What's included

1 video7 readings1 assignment

This module introduces the fundamentals of survival analysis, including life tables, hazard functions, and proportional hazard models. Learners will gain the ability to analyze event timing and risk factors, as well as understand the impact of censoring and covariates on survival data.

What's included

1 video6 readings2 assignments

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Instructor

Sage Instructors
Sage Publications
70 Courses2,623 learners

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