Regression Analysis Fundamentals

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Franz Buscha and Madecraft

1:40:28

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01 - Introduction

01 - The value of analysis.mp4

01:42

02 - 1. Introduction to Regression Analysis

01 - Importance of regression analysis.mp4

03:01

02 - How regression analysis works.mp4

04:29

03 - What regression analysis looks like.mp4

04:22

04 - Types of regression analysis.mp4

03:50

05 - Correlation is not causation.mp4

03:25

03 - 2. Ordinary Least Squares

01 - Fitting lines on a scatter plot.mp4

03:58

02 - Ordinary least squares (OLS) regression.mp4

03:48

03 - Understanding BLUE.mp4

05:14

04 - Which conditions matter.mp4

04:38

05 - Why endogeneity matters most.mp4

04:09

06 - Goodness-of-fit statistics.mp4

04:56

07 - Using functional forms.mp4

03:36

04 - 3. OLS Tips and Tricks

01 - Visualizing coefficients.mp4

03:39

02 - Eyeballing hypothesis testing.mp4

02:44

03 - Reading indicator variables.mp4

03:46

04 - Making use of time.mp4

03:48

05 - Interpreting elasticities.mp4

04:06

05 - 4. Using Ordinary Least Squares

01 - Performing OLS in Excel.mp4

04:11

02 - Using SPSS for OLS.mp4

04:16

03 - Interpreting OLS with Stata.mp4

04:59

04 - Computing OLS using R.mp4

04:29

06 - 5. Applied Regression Analysis

01 - Evaluating car prices.mp4

05:42

02 - Exploring wage differences.mp4

05:33

07 - Conclusion

01 - Time to analyze.mp4

02:07

Description

If you’re a business professional, being able to effectively analyze and interpret data is an extremely valuable skill. You need to know the fundamentals of statistical analysis to monitor your performance and guide better decision-making. In this course, instructor Franz Buscha walks you through how to use regression analysis to evaluate data points and scale your business more deliberately with ease.

Leverage the power of regression analysis to drive data-driven decision-making. Find out how to critically examine the relationship between two or more statistical variables to articulate a value that you can use on the go. Get tips and tricks from Franz on using ordinary least squares, visualizing your findings for stakeholders, and taking advantage of statistical tools built into programs like Excel, SPSS, Stata, and R. By the end of this course, you’ll be prepared to apply regression analysis techniques to make more informed decisions and optimize your project and personnel performance.

This course was created by Madecraft. We are pleased to host this training in our library.

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Regression Analysis

Franz Buscha and Madecraft

Instructor's Courses

Franz is a labour economist with more than 15 years of research experience. Research interests include education economics, labour economics and econometrics. Franz has published in leading journals such as the European Economic Review, Economics of Education Review, the Oxford Bulletin of Economics and Statistics, the British Journal of Political Science and the British Journal of Sociology and contributed to numerous policy reports for UK government departments (including DFE, HMRC, BIS, MOD, and HMT). His research has been covered by various media outlets such as the BBC News, BBC Radio 4, The Economist, The Guardian, The Times and the Huffington Post. Franz has held various academic roles and is currently the faculty director of research for the Westminster Business School. In this role he is responsible for the faculty's research strategy and oversees the research activities of 200 members of staff.

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LinkedIn Learning is an American online learning provider. It provides video courses taught by industry experts in software, creative, and business skills. It is a subsidiary of LinkedIn. All the courses on LinkedIn fall into four categories: Business, Creative, Technology and Certifications. It was founded in 1995 by Lynda Weinman as Lynda.com before being acquired by LinkedIn in 2015. Microsoft acquired LinkedIn in December 2016.