Statistics: Informed Decisions Using Data (4th Edition)

Published by Pearson
ISBN 10: 0321757270
ISBN 13: 978-0-32175-727-2

Chapter 14 - Section 14.1 - Assess Your Understanding - Explaining the Concepts - Page 693: 28

Answer

Because it provides more reliable results. The least-squares regression line will pass through a larger range of values of the explanatory variables (and the standard deviation of $\beta_1$ will be smaller).

Work Step by Step

Example: in the example given in this section (Total Cholesterol vs. Age) suppose that the reseachers had selected 14 females from 25 to 30 years old. A regression line found with these data would not be reliable to predict the cholesterol level of a 60 years old female.
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