The following table represents the relationship between the delinquency index (DI) and intelligence quotient (IQ) of a
Question:
A sociologist assigned to a correctional institution was interested in studying the relationship between intelligence and delinquency. A delinquency index (ranging from 0 to 50) was formulated to account for both the severity and the frequency of crimes committed, while intelligence was measured by IQ. The following table displays the delinquency index (DI) and IQ of a sample of 18 convicted minors.
a. Given that = −0.249 and = 52.273, draw the estimated regression line on the accompanying scatter diagram.
b. How do you account for the fact that = 52.273 when IQ = 0, even though the delinquency index goes no higher than 50?
c. Find a 95% confidence interval for the true slope β1 using the fact that SY|X = 7.704 and Sx = 16.192.
d. Interpret this confidence interval with regard to testing the null hypothesis of zero slope at the α = .05 level.
e. Notice that the convicted minor with IQ = 134 and DI = 39.6 appears to be quite out of place in the data. Decide whether this outlier has any effect on your estimate of the IQ−DI relationship by looking at the graph for the fitted line obtained when the outlier is omitted. (Note that = 70.846 and = −0.444 when the outlier is removed.)
f. Test the null hypothesis of zero slope when the outlier is removed, given that SY|X = 4.933, Sx = 14.693, and n = 17. (Use α = .05.)
g. For these data, would you conclude that the delinquency index decreases as IQ increases?