Multiple Linear Regression: An Easy and Clear Beginner’s Guide

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Multiple Linear Regression is a statistical technique used to model the relationship between one dependent variable and two or more independent variables. It extends simple linear regression by considering multiple predictors, allowing for more accurate predictions and insights into how each independent variable impacts the dependent variable.

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► Example data

► Regression Calculator

► Playlist:
1) What is a Regression Analysis?

2) What is Simple Linear Regression?

3) What is Multiple Linear Regression?
This Video

4) What is Logistic Regression?

► Tutorials:
Regression Analysis

Linear Regression

Logistic Regression

00:00 What is a Multiple Linear Regression?
1:22 What is the difference between Simple Linear and Multiple Linear Regression?
2:25 What is the equation of Multiple Linear Regression?
4:10 What are the assumptions of a Multiple Linear Regression?
12:31 Example for a Multiple Linear Regression.
12:58 How to calculate a Multiple Linear Regression?
13:28 How to interpret a Multiple Linear Regression?
14:00 How to interpret the Regression Coefficients?
16:28 How to interpret the p-Value in a Multiple Linear Regression?
17:05 How to interpret R and R2 in a Multiple Linear Regression?
20:27 What are Dummy Variables?
25:39 What is a Logistic Regression?
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That's why I watch your videos coz your simple explanation and deep understanding. Thanks mam 😊

khadarjaawecabdi
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Absolutely superb. This really helps illustrate clearly to me my university stats coursework. Thanks, Hannah !

dweeebazoid
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helpful videos for new for making this type of videos

mostafizurrahmanmishad
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Hi Dr Hannah, your videos are beneficial! I have a question. If I am doing a regression to make an accurate prediction, do I still check multicollinearity? You mentioned that multicollinearity in prediction is not as important in studying the influence of independent variables. Thanks. 🙏

antoniachan
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Sehr schön. Lineare Regression. Habt ihr die Videos auf deutsch? Könnte ich gebrauchen..
Frohes neues Jahr 2025

Iandimh
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I bought the book but I couldn't download it. Link doesn't work

saadalhuwaidi