Question

In: Statistics and Probability

The following table gives information on the calorie count and grams of fat for the11types of...

The following table gives information on the calorie count and grams of fat for the11types of bagels produced by Panera Bread.

Bagel Calories Fat (grams)
Asiago Cheese 330 5.0
Blueberry 330 2.2
Chocolate Chip 370 5.8
Cinnamon Crunch 430 8.0
Cinnamon Swirl & Raisin 320 1.5
Everything 300 2.9
French Toast 350 5.6
Jalapeno & Cheddar 310 2.2
Plain 290 2.4
Sesame 310 1.7
Sweet Onion & Poppyseed 390 6.9

a. Find the least squares regression line with calories as the dependent variable and fat content as the independent variable.

Round your answers to three decimal places.

y^=Enter you answer to the field 1 in accordance to the question statement+Enter you answer to the field 2 in accordance to the question statementx

b. Make a95%confidence interval forB.

Round your answers to three decimal places.

Enter your answer; confidence interval, lower bound to Enter your answer; confidence interval, upper bound

c. Test at the5%significance level whetherBis different from14.

Based on a5%significance level test, we conclude thatBChoose the answer from the menu in accordance to the question statementChoose the answer from the menu in accordance to the question statement                                                                      isis not different from14.

Solutions

Expert Solution

Following is the output of regression analysis;

SUMMARY OUTPUT
Regression Statistics
Multiple R 0.898916106
R Square 0.808050166
Adjusted R Square 0.786722406
Standard Error 19.64277363
Observations 11
ANOVA
df SS MS F Significance F
Regression 1 14618.36209 14618.36209 37.8872507 0.000167653
Residual 9 3472.547002 385.8385557
Total 10 18090.90909
Coefficients Standard Error t Stat P-value Lower 95% Upper 95%
Intercept 272.3555647 12.35415611 22.0456632 3.84024E-09 244.408522 300.3026074
Fat (grams), X 16.60834363 2.698235028 6.155262033 0.000167653 10.50451194 22.71217531

(a)

The least squares regression line with calories as the dependent variable and fat content as the independent variable is

y' = 272.356 + 16.608*x

(b)

The 95% confidence interval for slope is

lower bound = 10.505

upper bound = 22.712

(c)

Hypotheses are:

The test statistics is

Degree of freedom: df= n-2= 11 -2 = 9

The p-value using excel function "=TDIST(0.967,9,2)" is 0.3588

Since p-value is greater than 0.05 so we fail to reject the null hypothesis.


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