Posted: September 16th, 2017
Question – Association, Correlation and Simple Linear Regression
a) State whether the following statement is true or false. Explain your answer.
i. The correlation of -0.78 shows that there is almost no association between a
country’s GDP and Infant Mortality Rate.
ii. The correlation of -0.78 between GDP and Infant Mortality Rate implies that the
correlation between Infant Mortality Rates and GDP is 0.78.
iii. The correlation between GDP and Country is 0.44, showing a positive linear
relationship between the two variables.
iv. A very high correlation (r = 1.5) is observed between a country’s per capita GDP
and Living Standard Index.
b) Data on fuel consumption (y) of a car at various speeds (x) were collected. Fuel
consumption is measured in litres of gasoline and speed is measured in kilometers per
hour. A simple linear regression was fitted to the data; the residuals of the model were
computed and appear in the table below.
Residuals
10.09 2.24 -0.62 -2.47 -3.33 -4.28 -3.73 -2.94
-2.17 -1.32 -0.42 0.57 1.64 2.76 3.97
Speed (x) in km/hr
65 70 75 80 85 90 95 100
105 110 115 120 125 130 135
i. Make a scatterplot of the residuals versus speed. Describe the scatterplot.
ii. Compute the mean of the residuals. Explain why you get this result.
iii. Would you use the estimated linear regression line to predict fuel consumption
based on speed? Explain your answer.
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