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R12.4 Long legs Construct and interpret a 95% confidence interval for the slope of the population regression line. Assume that the conditions for inference are met. Explain how the interval provides more information than the test in R12.3.

Short Answer

Expert verified

A 95% confidence level that the true regression line's slope is between -1.3168396 and -0.5253604.

Step by step solution

01

Given information

To construct and interpret a 95% confidence interval for the slope of the population regression line

02

Explanation

A analysis was conducted to see if taller students needed fewer steps to go a certain distance. The box plot in the question indicates the link between height and the number of steps needed to walk down the school corridor. And it's been assumed that the inference requirements are met.
As a result, it is assumed that
n=36
α=0.05
The slope b1 is calculated as follows in the computer output's row "Height" and column "Coef":
b1=-0.9211
In the row "Height" and the column "SE Coef" of the given computer output, the standard error of the slope SEb1is provided as:
SEb1=0.1938

03

Explanation

To find the degrees of freedom, as follows:
df=n-2
=36-2
=34
The t-value can then be discovered in the T-distribution table of the student.
t*=2.042
As a result, the confidence interval is as follows:
b-t*×SEb
=-0.9211-2.042×0.1938
=-1.3168396
b+t*×SEb
=-0.9211+2.042×0.1938
=-0.5253604
As a result, a 95% confidence level that the true regression line's slope is between -1.3168396 and -0.5253604.

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Most popular questions from this chapter

Prey attracts predators . Here is computer output from the least-squares regression analysis of the perch data

a. What is the estimate for β0? Interpret this value.

b. What is the estimate for β1? Interpret this value.

c. What is the estimate for σ? Interpret this value.

d. Give the standard error of the slope SEb1. Interpret this value.

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Which of the following represents a 95% confidence interval for the slope of the population least-squares regression line relating the weight of a bear and its neck girth?

a. 20.230±1.695

b. 20.230±3.83

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