Arm Span vs. Height
Is it true that a person's arm span is equal to the person's height? If so, then there should be a perfect linear relationship between arm span and height. Let's find out if this is true by collecting data and creating a linear regression model.
Step 1
Collect data from
Height | Arm Span |
---|---|
Step 2
Create a scatter plot of the data. Use height as the x-variable and arm span as the y-variable.
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Does there appear to be a linear relationship between x and y?
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Is the relationship positive or negative?
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Is the relationship strong or weak?
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Does the graph seem to support the claim that a person's height is equal to the person's arm span?
Step 3
Calculate the correlation coefficient, r.
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Is the correlation coefficient statistically significant at the
level of significance? -
What about the
level of significance? -
Interpret what it means for the correlation coefficient to be statistically significant for this scenario.
Step 4
Determine the equation of the regression line,
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Draw the regression line on your scatter plot.
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If it is true that a person's arm span is the same as the person's height, what would you expect the slope of the regression line to be?
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How close is the actual slope of the regression line to the expected value?
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Calculate a
confidence interval for the slope of the regression line. -
Based on your confidence interval, could you conclude that it is likely that a person's arm span is equal to the person's height?
Step 5
Calculate the coefficient of determination,
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Interpret what
means for this scenario. -
Does the value of
support the claim that arm span is equal to height?
Step 6
Based on your answers for Steps 1 through 5, formulate a conclusion as to whether a person's arm span is equal to the person's height.