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The STATA OMNIBUS: Regression and Modelling with STATA

person icon Packt Publishing

4.1

The STATA OMNIBUS: Regression and Modelling with STATA

Get acc Titlewise MetadataClipwise MetadataSheet3 Exploreess to a fully updated course that simplifies the concept of linear and non-linear regression, regression modeling, and Stata

updated on icon Updated on Jul, 2024

language icon Language - English

person icon Packt Publishing

English [CC]

category icon Business,Business Analytics & Intelligence,Regression Analysis

Lectures -137

Duration -14 hours

4.1

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Course Description

Learning and applying new statistical techniques can be a daunting experience, especially when working with complex datasets that do not allow for easy click-and-go analysis but require a deeper level of understanding of analytical methodologies.

This course will introduce you to data analytics using Stata and prepare you to handle real-life complex datasets with ease. Starting with an overview of the learning objectives, it takes you straight into the concepts of linear regression, non-linear regression, and regression modeling. Once you’ve got a comprehensive introduction to Stata and its various uses in modern data analysis, you’ll discover how you can use Stata extensively for manipulating, exploring, visualizing, and modeling complex types of data. As you advance, you’ll also learn how to use the Analysis of Variance (ANOVA) test to find out significant differences between different groups. You’ll then explore the functionality and application of ordinary least squares (OLS) and study how logit and probit models work. Finally, you’ll cover some simulation techniques and features of the count data model and get to grips with survival and panel data analysis.

By the end of this course, you’ll have developed the skills and ability to engage with Stata for handling complex data analytics.

All the code files and resources for this course are available at https://github.com/PacktPublishing/The-STATA-OMNIBUS-Regression-and-Modelling-with-STATA

Goals

  • Distinguish between linear and non-linear regression analysis
  • Model non-linear relationships in linear regression
  • Perform regression modeling and data visualization in Stata
  • Interpret and analyze regression output from ordinary least squares (OLS)
  • Understand the basic statistical intuition behind non-linear regression
  • Work with dummy variables in logit and probit regression

Prerequisites

  • There are no requirements except curiosity

The STATA OMNIBUS: Regression and Modelling with STATA

Curriculum

Check out the detailed breakdown of what’s inside the course

Introduction
1 Lectures
  • play icon Introduction 02:58 02:58
Linear Regression
26 Lectures
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Non-Linear Regression
22 Lectures
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Regression Modelling
14 Lectures
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Introduction to Stata – Getting Started
6 Lectures
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Introduction to Stata – Exploring Data
7 Lectures
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Introduction to Stata – Manipulating Data
13 Lectures
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Introduction to Stata – Visualizing Data
13 Lectures
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Introduction to Stata: Testing Means, Correlations, and Analysis of Variance (ANOVA)
4 Lectures
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Introduction to Stata: Linear Regression
6 Lectures
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Introduction to Stata: Categorical Choice Model
3 Lectures
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Introduction to Stata: Random Numbers and Simulation
4 Lectures
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Introduction to Stata: Count Data Models
5 Lectures
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Introduction to Stata: Survival Analysis
7 Lectures
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Introduction to Stata: Panel Data
6 Lectures
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Instructor Details

Packt Publishing

Packt Publishing


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