Data Table Data from a small bookstore are shown in the accompanying table. What is the value of R? and what does it mean? Click the icon to view the data table. Number of sales What is the value of R2? people working Sales (in $1000) 2 10 R? -% 4 11 (Round to two decimal places as needed.) 14 6. 15 What does the value of R? mean? (Round to the nearest whole number as needed.) 10 18 10 20 20 12 15 22 O A. About % of the variance in Sales can be accounted for by the regression of Sales on Number of Sales People Working. 17 22 20 25 O B. About % of the variance in the Number of Sales People working can be accounted for by the regression of Sales on Number of Sales People Working. y= 17.7 SD(y) = 5.01 X= 10.4 SD(x) = 5.80 Print Done

MATLAB: An Introduction with Applications
6th Edition
ISBN:9781119256830
Author:Amos Gilat
Publisher:Amos Gilat
Chapter1: Starting With Matlab
Section: Chapter Questions
Problem 1P
icon
Related questions
Question
100%
### Understanding the Role of \( R^2 \) in Sales Data Analysis

Data from a small bookstore are presented in the accompanying table. Through this data, we will determine the value of \( R^2 \) and understand what it signifies in the context of our regression analysis.

#### Table for Regression Analysis
The table shows the relationship between the number of salespeople working and the sales figures (in $1000).

| Number of Sales People Working | Sales (in $1000)   |
|-------------------------------|--------------------|
| 2                             | 10                 |
| 4                             | 11                 |
| 5                             | 14                 |
| 9                             | 15                 |
| 10                            | 18                 |
| 10                            | 20                 |
| 12                            | 21                 |
| 15                            | 22                 |
| 17                            | 24                 |
| 20                            | 25                 |

*Averages and standard deviations for the datasets:*
- \(\bar{x} = 10.4\)
- \(SD(x) = 5.80\)
- \(\bar{y} = 17.7\)
- \(SD(y) = 5.01\)

#### Determining \( R^2 \) 
To find the value of \( R^2 \), follow the steps below:
1. Calculate the correlation coefficient (\(r\)).
2. Square the correlation coefficient to obtain \( R^2 \).

#### What is the Value of \( R^2 \)?
\[ R^2 = \Box \% \]
*(Round to two decimal places as needed.)*

#### Interpretation of \( R^2 \)
What does the value of \( R^2 \) signify?
*(Round to the nearest whole number as needed.)*

- **Option A:** About \(\Box\%\) of the variance in Sales can be accounted for by the regression of Sales on the Number of Sales People Working.
- **Option B:** About \(\Box\%\) of the variance in the Number of Sales People Working can be accounted for by the regression of Sales on the Number of Sales People Working.

##### Conclusion
By understanding the \( R^2 \) value obtained from our data, it allows us to gauge the effectiveness of our regression model in explaining the relationship between the number of salespeople working and the sales generated.
Transcribed Image Text:### Understanding the Role of \( R^2 \) in Sales Data Analysis Data from a small bookstore are presented in the accompanying table. Through this data, we will determine the value of \( R^2 \) and understand what it signifies in the context of our regression analysis. #### Table for Regression Analysis The table shows the relationship between the number of salespeople working and the sales figures (in $1000). | Number of Sales People Working | Sales (in $1000) | |-------------------------------|--------------------| | 2 | 10 | | 4 | 11 | | 5 | 14 | | 9 | 15 | | 10 | 18 | | 10 | 20 | | 12 | 21 | | 15 | 22 | | 17 | 24 | | 20 | 25 | *Averages and standard deviations for the datasets:* - \(\bar{x} = 10.4\) - \(SD(x) = 5.80\) - \(\bar{y} = 17.7\) - \(SD(y) = 5.01\) #### Determining \( R^2 \) To find the value of \( R^2 \), follow the steps below: 1. Calculate the correlation coefficient (\(r\)). 2. Square the correlation coefficient to obtain \( R^2 \). #### What is the Value of \( R^2 \)? \[ R^2 = \Box \% \] *(Round to two decimal places as needed.)* #### Interpretation of \( R^2 \) What does the value of \( R^2 \) signify? *(Round to the nearest whole number as needed.)* - **Option A:** About \(\Box\%\) of the variance in Sales can be accounted for by the regression of Sales on the Number of Sales People Working. - **Option B:** About \(\Box\%\) of the variance in the Number of Sales People Working can be accounted for by the regression of Sales on the Number of Sales People Working. ##### Conclusion By understanding the \( R^2 \) value obtained from our data, it allows us to gauge the effectiveness of our regression model in explaining the relationship between the number of salespeople working and the sales generated.
Expert Solution
trending now

Trending now

This is a popular solution!

steps

Step by step

Solved in 2 steps with 1 images

Blurred answer
Knowledge Booster
Charts and Graphs for Data Visualization
Learn more about
Need a deep-dive on the concept behind this application? Look no further. Learn more about this topic, statistics and related others by exploring similar questions and additional content below.
Similar questions
Recommended textbooks for you
MATLAB: An Introduction with Applications
MATLAB: An Introduction with Applications
Statistics
ISBN:
9781119256830
Author:
Amos Gilat
Publisher:
John Wiley & Sons Inc
Probability and Statistics for Engineering and th…
Probability and Statistics for Engineering and th…
Statistics
ISBN:
9781305251809
Author:
Jay L. Devore
Publisher:
Cengage Learning
Statistics for The Behavioral Sciences (MindTap C…
Statistics for The Behavioral Sciences (MindTap C…
Statistics
ISBN:
9781305504912
Author:
Frederick J Gravetter, Larry B. Wallnau
Publisher:
Cengage Learning
Elementary Statistics: Picturing the World (7th E…
Elementary Statistics: Picturing the World (7th E…
Statistics
ISBN:
9780134683416
Author:
Ron Larson, Betsy Farber
Publisher:
PEARSON
The Basic Practice of Statistics
The Basic Practice of Statistics
Statistics
ISBN:
9781319042578
Author:
David S. Moore, William I. Notz, Michael A. Fligner
Publisher:
W. H. Freeman
Introduction to the Practice of Statistics
Introduction to the Practice of Statistics
Statistics
ISBN:
9781319013387
Author:
David S. Moore, George P. McCabe, Bruce A. Craig
Publisher:
W. H. Freeman