Question

In: Statistics and Probability

The table below shows (lifetime) peptic ulcer rates (per 100 population), UU, for various family incomes,...

The table below shows (lifetime) peptic ulcer rates (per 100 population), UU, for various family incomes, xx, as reported by the 1989 National Health Interview Survey.

Income 4000 6000 8000 12000 16000 20000 30000 45000 60000
Ulcer rate 13 13.6 13.3 13.2 12.2 12 10.6 9 8

(a) Find the equation of the regression line.

Ulcer rate, U(x)=U(x)=  .

(b) Estimate the peptic ulcer rate for an income level of x0=x0= 23000 according to the linear model in part (a).

Ulcer rate, U(x0)=U(x0)=

Solutions

Expert Solution

Solution:

We can use the excel regression data analysis tool to find the answer to the given questions. The excel steps are:

Enter the data in excel.

Click on Data > Data analysis > Regression > Ok

Input Y range: Select all the data under Ulcer rate including label

Input X range: Select all the data under Income including label

Mark the labels

Choose the output range and the output is given below:

SUMMARY OUTPUT
Regression Statistics
Multiple R 0.9866
R Square 0.9734
Adjusted R Square 0.9696
Standard Error 0.3522
Observations 9
ANOVA
df SS MS F Significance F
Regression 1 31.7541 31.7541 256.0377 0.0000
Residual 7 0.8681 0.1240
Total 8 32.6222
Coefficients Standard Error t Stat P-value Lower 95% Upper 95%
Intercept 13.971857 0.1864 74.9670 0.0000 13.5312 14.4126
Income -0.000104 0.0000 -16.0012 0.0000 -0.0001 -0.0001

(a) The equation of the regression line is:

(b) The peptic ulcer rate for an income level of x0=23000 is:


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