QUESTION IMAGE
Question
- which data set shows the least evidence of a linear relationship?
- for which data set does the correlation coefficient r appear to be equal to 1?
- for which data set is the correlation coefficient r closest to - 1?
Step1: Recall correlation - coefficient properties
The correlation coefficient \(r\) measures the strength and direction of a linear relationship. \(r = 1\) indicates a perfect positive - linear relationship, \(r=- 1\) indicates a perfect negative - linear relationship, and \(r\) close to \(0\) indicates a weak or no linear relationship.
Step2: Analyze for least linear relationship
A data - set with a weak or no linear relationship will have a correlation coefficient close to \(0\). Visually, the data points will be scattered randomly. Among the figures, if the data points are randomly scattered, it shows the least evidence of a linear relationship.
Step3: Analyze for \(r = 1\)
For \(r = 1\), the data points should lie exactly on a straight - line with a positive slope.
Step4: Analyze for \(r=-1\)
For \(r=-1\), the data points should lie exactly on a straight - line with a negative slope.
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- Without seeing the actual figures, if the data points in a figure are randomly scattered, it shows the least evidence of a linear relationship.
- If the data points in a figure lie exactly on a straight - line with a positive slope, the correlation coefficient \(r = 1\).
- If the data points in a figure lie exactly on a straight - line with a negative slope, the correlation coefficient \(r=-1\).