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#### 100% online

Start instantly and learn at your own schedule.

#### Approx. 14 hours to complete

Suggested: 4 weeks of study...

#### English

Subtitles: English

### Skills you will gain

Log–Log PlotInteraction (Statistics)Linear RegressionRegression Analysis

#### 100% online

Start instantly and learn at your own schedule.

#### Approx. 14 hours to complete

Suggested: 4 weeks of study...

#### English

Subtitles: English

### Syllabus - What you will learn from this course

Week
1
5 hours to complete

## Regression Analysis: An Introduction

7 videos (Total 65 min), 13 readings, 7 quizzes
7 videos
Introducing Linear Regression: Interpreting the Model12m
Introducing Linear Regression: Predictions using the Model9m
Errors, Residuals and R-square14m
Normality Assumption on the Errors7m
Course FAQs10m
Pre-Course Survey10m
Toy Sales.xlsx10m
Slides, Lesson 110m
Toy Sales.xlsx10m
Slides, Lesson 210m
Toy Sales.xlsx10m
Slides, Lesson 310m
Toy Sales.xlsx10m
Slides, Lesson 410m
Toy Sales2.xlsx10m
Slides, Lesson 510m
Slides, Lesson 610m
7 practice exercises
Practice Quiz4m
Practice Quiz4m
Practice Quiz4m
Practice Quiz4m
Practice Quiz4m
Practice Quiz4m
Regression Analysis: An Introduction1h
Week
2
5 hours to complete

## Regression Analysis: Hypothesis Testing and Goodness of Fit

6 videos (Total 74 min), 15 readings, 7 quizzes
6 videos
A Regression Application Using Housing Data15m
'Goodness of Fit' measures: R-square and Adjusted R-square11m
Categorical Variables in a Regression: Dummy Variables18m
Toy Sales.xlsx10m
Toy Sales (with regression).xlsx10m
Toy Sales (with regression, t-statistic).xlsx10m
Toy Sales (with regression, t-cutoff)10m
Slides, Lesson 110m
Toy Sales.xlsx10m
Slides, Lesson 210m
Toy Sales.xlsx10m
Slides, Lesson 310m
Home Prices.xlsx10m
Slides, Lesson 410m
Home Prices.xlsx10m
Slides, Lesson 510m
deliveries1.xlsx10m
Slides, Lesson 610m
7 practice exercises
Practice Quiz4m
Practice Quiz4m
Practice Quiz4m
Practice Quiz4m
Practice Quiz4m
Practice Quiz4m
Regression Analysis: Hypothesis Testing and Goodness of Fit1h
Week
3
4 hours to complete

## Regression Analysis: Dummy Variables, Multicollinearity

6 videos (Total 62 min), 12 readings, 7 quizzes
6 videos
A Regression Application Using Refrigerator data12m
A Regression Application Using Refrigerator data (continued...)7m
Multicollinearity in Regression Models: What it is and How to Deal with it10m
deliveries2.xlsx10m
Slides, Lesson 110m
Slides, Lesson 210m
deliveries2.xlsx10m
deliveries2 (for prediction).xlsx10m
Slides, Lesson 310m
Refrigerators.xlsx10m
Slides, Lesson 410m
Cars.xlsx10m
Slides, Lesson 510m
Cars.xlsx10m
Slides, Lesson 610m
7 practice exercises
Practice Quiz4m
Practice Quiz4m
Practice Quiz4m
Practice Quiz4m
Practice Quiz4m
Practice Quiz4m
Regression Analysis: Model Application and Multicollinearity20m
Week
4
4 hours to complete

## Regression Analysis: Various Extensions

7 videos (Total 63 min), 11 readings, 7 quizzes
7 videos
Interaction Effects in a Regression: An Application8m
Transformation of Variables in a Regression: Improving Linearity7m
The Log-Log and the Semi-Log Regression Models17m
Course 4 Recap1m
Height and Weight.xlsx10m
Slides, Lesson 110m
Height and Weight.xlsx10m
Slides, Lesson 210m
Slides, Lesson 310m
Height and Weight.xlsx10m
Slides, Lesson 410m
Slides, Lesson 510m
Cocoa.xlsx10m
Slides, Lesson 610m
End-of-Course Survey10m
7 practice exercises
Practice Quiz6m
Practice Quiz4m
Practice Quiz4m
Practice Quiz4m
Practice Quiz6m
Practice Quiz6m
Regression Analysis: Various Extensions22m
4.8
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started a new career after completing these courses

## 27%

got a tangible career benefit from this course

## 11%

got a pay increase or promotion

### Top reviews from Linear Regression for Business Statistics

By WBDec 21st 2017

I have found Course 3 and 4 of this specialization to be challenging, but rewarding. It has helped me build confidence that I can do just about anything with data provided to increase positive impact.

By SDJul 12th 2019

I learned a lot.I gain confidence in analyzing data in Excel.I am happy that I have successfully completed it with simple understanding given on each topic.It was great help.Thank you very much

## Instructor

Associate Professor of Management

Rice University is consistently ranked among the top 20 universities in the U.S. and the top 100 in the world. Rice has highly respected schools of Architecture, Business, Continuing Studies, Engineering, Humanities, Music, Natural Sciences and Social Sciences and is home to the Baker Institute for Public Policy....