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Logistic Regression using Stata


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Logistic Regression using Stata

.MP4 | Video: 1280x720, 30 fps® | Audio: AAC, 44100 Hz, 2ch | 2.11 GB

Duration: 3.5 hours | Genre: eLearning Video | Language: English

 

Theory and Application

 

What you'll learn

 

Create contingency tables

Calculate odds ratio

Understand what is logistic regression

Identify when logistic regression is used

Understand the output produced by logistic regression

Include categorical variables

Test for linearity

Predict probabilities

Test model fit

Apply logistic regression using Stata

Visualise the best-fit model

 

Requirements

 

Have a basic understanding of linear regression

 

Description

 

Included in this course is an e-book and a set of slides. The course is divided into two parts. In the first part, students are introduced to the theory behind logistic regression. The theory is explained in an intuitive way. The math is kept to a minimum. The course starts with an introduction to contingency tables, in which students learn how to calculate and interpret the odds and the odds ratios. From there, the course moves on to the topic of logistic regression, where students will learn when and how to use this regression technique. Topics such as model building, prediction, and assessment of model fit are covered. In addition, the course also covers diagnostics by covering the topics of residuals and influential observations.

 

In the second part of the course, students learn how to apply what they learned using Stata. In this part, students will walk through a large project in order to understand the type of questions that are raised throughout the process, and which commands to use in order to address these questions.

 

Who this course is for:

 

Beginner non-mathematical students who want to use logistic regression

 

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