Beverly did a study this past spring using data she collected from a cafeteria. She recorded data weekly for ice cream sales and soda sales. Beverly found the line of best fit and the correlation coefficient, as shown in the diagram below. Beverly's Cafeteria Study r3.96 Ice Cream Bars Sold Given this information, which statement(s) can correctly be concluded? I. Eating more ice cream causes a person to become thirsty. II. Drinking more soda causes a person to become hungry. III. There is a strong correlation between ice cream sales and soda sales. 1. I, only 2. III, only 3. I and II 4. Il and III Cans of Soda Sold
Correlation
Correlation defines a relationship between two independent variables. It tells the degree to which variables move in relation to each other. When two sets of data are related to each other, there is a correlation between them.
Linear Correlation
A correlation is used to determine the relationships between numerical and categorical variables. In other words, it is an indicator of how things are connected to one another. The correlation analysis is the study of how variables are related.
Regression Analysis
Regression analysis is a statistical method in which it estimates the relationship between a dependent variable and one or more independent variable. In simple terms dependent variable is called as outcome variable and independent variable is called as predictors. Regression analysis is one of the methods to find the trends in data. The independent variable used in Regression analysis is named Predictor variable. It offers data of an associated dependent variable regarding a particular outcome.

**Graph Explained:**
- The horizontal axis represents the number of ice cream bars sold.
- The vertical axis represents the number of cans of soda sold.
- Each point on the graph represents a data pair of ice cream bars sold and soda cans sold for a particular week.
- The line of best fit, shown on the graph, suggests a positive correlation between the two variables.
- The correlation coefficient (r) is 0.96, indicating a very strong positive correlation.
#### Interpretation of Results
Given the information provided, which statements can be correctly concluded?
1. I. Eating more ice cream causes a person to become thirsty.
2. II. Drinking more soda causes a person to become hungry.
3. III. There is a strong correlation between ice cream sales and soda sales.
**Answer Choices:**
1. I, only
2. III, only
3. I and III
4. II and III
**Correct Answer:**
- 2. III, only
### Understanding the Results
The data from the study demonstrate a strong correlation between ice cream sales and soda sales in the cafeteria. However, causation cannot be inferred from correlation. Thus, while statement III is valid, statements I and II are not supported by the study's data.
**Note:**
Correlation coefficient values range from -1 to 1. Values approaching 1 or -1 suggest a strong relationship, while values near 0 indicate a weak or no relationship. In this study, the correlation coefficient of 0.96 suggests a very strong positive correlation, meaning that as ice cream sales increase, soda sales tend to increase as well.](/v2/_next/image?url=https%3A%2F%2Fcontent.bartleby.com%2Fqna-images%2Fquestion%2Fe2779e8d-7ad7-46d7-9126-53f07bccfa10%2F2fe2f599-7f07-4b61-b448-8fb99abed886%2Ffvtlzeb_processed.jpeg&w=3840&q=75)
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