MP4 | Video: h264, 1280×720 | Audio: AAC, 44.1 KHz
Language: English | Size: 3.23 GB | Duration: 3h 9m
Beginners to intermediate level course, providing intuitive understanding of probability theory for econometricians
What you’ll learn
Prerequisites to Econometrics, Statistic , Probability Distributions
Basics to understand Econometrics
All the prerequisites will be taught in the course so that learning econometrics becomes fun.
Requirements
No prerequisites. Any students who is not able to understand econometrics because of not knowing the statistical base will benefit from the course.
Description
This course aims at making Economics students love and excel at Econometrics, by giving them an intuitive understanding of the statistical concepts that Econometrics is based. Often students dread Econometrics course at school or university, for they have lack understanding of the prerequisites. The course is meant for absolute beginners. It is especially meant for students who are planning to take up econometrics and have no prior understanding of statistics. The course creates a solid base enabling intuitive understanding of econometrics. This course can especially prove to beneficial for undergraduate/graduate students who are struggling to keep up in their econometrics courses. The course does not require any prior understanding econometrics. Basic understanding of descriptive statistics can prove to be helpful, but is not mandatory.The course is meant for absolute beginners. Students who are struggling with understanding econometrics or lack an intuitive understanding of econometrics, will benefit the most from this course. There are no mathematical prerequisites required. Post this course, students will be equipped with understanding of econometrics and advance statistics easily. Course is not just beneficial for students of economics, but shall prove to be beneficial for everyone who needs to learn intermediate statistics.This course focuses on starting from the very basics of probability theory and explains all probability distributions in depth, so as to equip students with understanding of statistics for better applications. Students who want to enter the field of research and would be requiring to use Econometric tools like Regression or ANOVA are recommended to take this course prior to taking up Econometrics.
Overview
Section 1: Introductory lesson
Lecture 1 Mean, Variance and Standard Deviation
Section 2: Probability Theory
Lecture 2 Lec1: Random Variable
Lecture 3 Lec2:Discrete vs Continuous Random Variable
Lecture 4 Lec3:Probability Distribution
Lecture 5 Lec4: Probability Distribution-Discrete vs Continuous
Lecture 6 Lec5:Bernoulli Distribution
Lecture 7 Lec6: Binomial Distribution
Lecture 8 Lecture 7: Binomial Distribution 2
Lecture 9 Lecture 8: Poisson Distribution
Section 3: Section 3: Continuous Distributions
Lecture 10 Lecture 9: Normal Distribution
Lecture 11 Lecture 10: Properties of Normal Distribution
Lecture 12 Lecture 11: Standard Normal Distribution
Lecture 13 Lecture 12: Other Continuous Distributions
Lecture 14 Lecture 13: Central Limit Theorem
Lecture 15 Lecture 14: Properties Of Distributions
Section 4: Hypothesis Testing
Lecture 16 Lecture 15: Hypothesis Testing ( Z test)
Lecture 17 One Tailed test
Lecture 18 t-test
Lecture 19 Chi square
Lecture 20 F-test
Undergraduate Economics students, High school students, Beginners in Econometrics and Statistics
Homepage
https://www.udemy.com/course/prerequisites-for-econometric-the-best-course-ever
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