The STATA OMNIBUS: Regression and Modelling with STATA
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Business,Business Strategy,Strategic Planning
Lectures -137
Duration -14 hours
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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

Curriculum
Check out the detailed breakdown of what’s inside the course
Introduction
1 Lectures
-
Introduction 02:58 02:58
Linear Regression
26 Lectures

Non-Linear Regression
22 Lectures

Regression Modelling
14 Lectures

Introduction to Stata – Getting Started
6 Lectures

Introduction to Stata – Exploring Data
7 Lectures

Introduction to Stata – Manipulating Data
13 Lectures

Introduction to Stata – Visualizing Data
13 Lectures

Introduction to Stata: Testing Means, Correlations, and Analysis of Variance (ANOVA)
4 Lectures

Introduction to Stata: Linear Regression
6 Lectures

Introduction to Stata: Categorical Choice Model
3 Lectures

Introduction to Stata: Random Numbers and Simulation
4 Lectures

Introduction to Stata: Count Data Models
5 Lectures

Introduction to Stata: Survival Analysis
7 Lectures

Introduction to Stata: Panel Data
6 Lectures

Instructor Details

Packt Publishing
Packt are an established, trusted, and innovative global technical learning publisher, founded in Birmingham, UK with over eighteen years experience delivering rich premium content from ground-breaking authors and lecturers on a wide range of emerging and established technologies for professional development.
Packt’s purpose is to help technology professionals advance their knowledge and support the growth of new technologies by publishing vital user focused knowledge-based content faster than any other tech publisher, with a growing library of over 9,000 titles, in book, e-book, audio and video learning formats, our multimedia content is valued as a vital learning tool and offers exceptional support for the development of technology knowledge.
We publish on topics that are at the very cutting edge of technology, helping IT professionals learn about the newest tools and frameworks in a way that suits them.
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