IIRF Online > Finance & Accounting > Economics > Econometrics > Econometrics: Simple Linear Regression (University Students)
Econometrics: Simple Linear Regression (University Students) by Udemy
Step by step explanation to the concepts of simple linear regression. Ideal for students who are new to Econometrics.
Course Highlights
- Types of Data - Cross Sectional and Time Series
- All the mathematical equations involved in Simple Linear Regression (Population side and Sample side)
- The method of Ordinary Least Squares (OLS)
Skills you will learn!
Curriculum
4 Topics
Introduction to the Course and Instructor
Why study Econometrics?
Types of Data - Cross Sectional and Time Series
Types of Data
7 Topics
Basics of Simple Linear Regression and Population Regression Line
Equation of Population Regression Line and Basic Interpretations
Population Regression Equations and Error Term
Sample Data and Sample Regression Line
Sample Regression Equations
Quiz - Regression Equations
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12 Topics
Intuition of OLS method
Setting up the base for OLS
Derivation of Intercept's Estimator using OLS Method
Derivation of Slope's Estimator using OLS Method
Different formulas for the Slope's Estimator
Example 1 - Working with the formulas
Example 2 - Working with the formulas
Algebraic Properties of OLS - Part 1
Algebraic Properties of OLS - Part 2
Example 3 - Algebraic Properties of OLS (With Sample Data)
Quiz - The Method of Ordinary Least Squares
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1 Topic
Bonus Lecture
Econometrics: Simple Linear Regression (University Students)
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