Udemy – The STATA OMNIBUS: Regression and Modelling with STATA 2021-12

Udemy – The STATA OMNIBUS: Regression and Modelling with STATA 2021-12 Downloadly IRSpace

Apr 17, 2025 - 10:52 Updated: Apr 20, 2025 - 19:21

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Udemy – The STATA OMNIBUS: Regression and Modelling with STATA 2021-12

The STATA OMNIBUS: Regression and Modelling with STATA Learn everything you need to know about linear regression, non-linear regression, regression modelling and STATA in one package. Learning and applying new statistical techniques can often be a daunting experience. This course will focus on the concept of linear regression and non-linear regression. Specifically Ordinary Least Squares, Logit and Probit Regression. This course will explain what regression is and how linear and non-liner regression works. It will examine how Ordinary Least Squares (OLS) works and how Logit and Probit models work. It will do this without any complicated equations or mathematics. The focus of this course is on application and interpretation of regression. The learning on this course is underpinned by animated graphics that demonstrate particular statistical concepts. No prior knowledge is necessary and this course is for anyone who needs to engage with quantitative analysis. The computer software Stata will be used to demonstrate practical examples. Understanding how regression analysis works is only half the battle. There are many pitfalls to avoid and tricks to learn when modelling data in a regression setting. Often, it takes years of experience to accumulate these.

In these sessions, we will examine some of the most common modelling issues. What is the theory behind them, what do they do and how can we deal with them? Each topic has a practical demonstration in Stata. Themes include: Learning and applying new statistical techniques can be daunting experience. This is especially true once one engages with “real life” data sets that do not allow for easy “click-and-go” analysis, but require a deeper level of understanding of programme coding, data manipulation, output interpretation, output formatting and selecting the right kind of analytical methodology. In this course you will receive a comprehensive introduction to Stata and its various uses in modern data analysis. You will learn to understand the many options that Stata gives you in manipulating, exploring, visualizing and modelling complex types of data. By the end of the course you will feel confident in your ability to engage with Stata and handle complex data analytics. The focus of this course will consistently be on creating a “good practice” and emphasising the practical application – and interpretation – of commonly used statistical techniques without resorting to deep statistical theory or equations.

What you’ll learn

The theory behind linear and non-linear regression analysis.
To be at ease with regression terminology.
The assumptions and requirements of Ordinary Least Squares (OLS) regression.
To comfortably interpret and analyse regression output from Ordinary Least Squares.
To learn and understand how Logit and Probit models work.
To learn tips and tricks around Non-Linear Regression analysis.
Practical examples in Stata
Tips for building regression models
An introduction to Stata
Data manipulation in Stata
Data visualisation in Stata
Data analysis in Stata
Regression modelling in Stata
Simulation in Stata
Survival analysis
Count Data analysis
Categorical Data analysis
Panel Data Analysis
Epidemiology
Instrumental Variables
Power Analysis
Difference-in-Differences