Question

In: Statistics and Probability

A publisher of college textbooks conducted a study to relate profit per text y to cost...

A publisher of college textbooks conducted a study to relate profit per text y to cost of sales x over a 6-year period when its sales force (and sales costs) were growing rapidly.  These inflation-adjusted data (in thousands of dollars) were collected:

x  = {5.0, 5.6, 6.1, 6.8, 7.4, 8.6}                y = {16.5, 22.4, 24.9, 28.8, 31.5, 35.8}

1. It is a multiple choice question.

The regression model is..

A. E(y) + ε

B. y= B0+ B1x

C. y= B0 + B1x + ε

D. None of these

2. Interpet r 2

3. Construct a 95% CI for Beta one

Solutions

Expert Solution

X Y X * Y
5 16.5 82.5 25 272.25
5.6 22.4 125.44 31.36 501.76
6.1 24.9 151.89 37.21 620.01
6.8 28.8 195.84 46.24 829.44
7.4 31.5 233.1 54.76 992.25
8.6 35.8 307.88 73.96 1281.64
Total 39.5 159.9 1096.65 268.53 4497.35

Equation of regression line is


b = 5.1806


a =( 159.9 - ( 5.1806 * 39.5 ) ) / 6
a = -7.4559
Equation of regression line becomes

Part 1)  

The regression model is   y= B0 + B1x + ε

Part 2)

Part 3)

X Y Sxx Syy Sxy
5 16.5 2.506839 103.0225 16.0705 25
5.6 22.4 0.966879 18.0625 4.179025 31.36
6.1 24.9 0.233579 3.0625 0.845775 37.21
6.8 28.8 0.046959 4.6225 0.465905 46.24
7.4 31.5 0.666999 23.5225 3.960995 54.76
8.6 35.8 4.067079 83.7225 18.45281 73.96
Total 39.5 159.9 8.488333 236.015 43.975 268.53

Confidence Interval



95% confidence interval is



Related Solutions

A publisher of college textbooks conducted a study to relate profit per text y to cost...
A publisher of college textbooks conducted a study to relate profit per text y to cost of sales x over a 6-year period when its sales force (and sales costs) were growing rapidly.  These inflation-adjusted data (in thousands of dollars) were collected: x  = {5.0, 5.6, 6.1, 6.8, 7.4, 8.6}                y = {16.5, 22.4, 24.9, 28.8, 31.5, 35.8} 1. Construct a 95% CI for Beta one 2. What is the test statistic value? 3. Calculate r 4. Calculate r 2 5. Interpet r...
A publisher of college textbooks conducted a study to relate profit per text y to cost...
A publisher of college textbooks conducted a study to relate profit per text y to cost of sales x over a 6-year period when its sales force (and sales costs) were growing rapidly.  These inflation-adjusted data (in thousands of dollars) were collected: x  = {5.0, 5.6, 6.1, 6.8, 7.4, 8.6}                y = {16.5, 22.4, 24.9, 28.8, 31.5, 35.8} Multiple Choice question: Question 1. What is the correct null and alternative hypothises? A. Ho: β1 = 0   vs. H1: β1 not= 0 B. Ho: β1...
Exercise 4. A publisher for textbooks has a total cost of TC(Q) = 25,000 − 50Q...
Exercise 4. A publisher for textbooks has a total cost of TC(Q) = 25,000 − 50Q + 15Q^2. a) Find the publisher’s marginal cost, average cost, average variable cost, and average fixed cost. b) Find the value of Q for where the marginal cost curve crosses the average cost curve and average variable cost curve. c) Find the output elasticity ε_TC,Q
One contributor to the cost of college education is the purchase of textbooks. Administrators at a...
One contributor to the cost of college education is the purchase of textbooks. Administrators at a private college are interested in estimating the average amount students spend on textbooks during the first four years at the college. A random sample of 200 students was taken showing a sample mean of X ̅ = $5,230. Suppose that past studies have indicated that the population standard deviation for the amount students spend on textbooks at this college is σ = $500. a.Develop...
The college bookstore tells prospective students that the average cost of its textbooks is $52 with...
The college bookstore tells prospective students that the average cost of its textbooks is $52 with a σ of $4.50. A group of smart statistics students think that the average cost is much higher. In order to test the bookstore’s claim against their alternative, the students select a random sample of size 100. Assume that the mean from their random sample is $52.80. Use alpha value of 0.05 level to test the hypothesis.
The college bookstore tells prospective students that the average cost of its textbooks is $52 with...
The college bookstore tells prospective students that the average cost of its textbooks is $52 with a standard deviation of $4.50. A group of smart statistics students thinks that the average cost is higher. In order to test the bookstore’s claim against their alternative, the students will select a random sample of size 100. Assume that the mean from their random sample is $52.80. Test at 10% significance level. --> Perform a hypothesis test and state your decision.
The college bookstore tells prospective students that the average cost of its textbooks is $108 with...
The college bookstore tells prospective students that the average cost of its textbooks is $108 with a standard deviation of $4.50. A group of smart statistics students thinks that the average cost is higher. In order to test the bookstore’s claim against their alternative, the students will select a random sample of size 100. Assume that the mean from their random sample is $112.80. Perform a hypothesis test (using R) at the 5% level of significance and state your decision....
6. The college bookstore tells prospective students that the average cost of its textbooks is $42...
6. The college bookstore tells prospective students that the average cost of its textbooks is $42 with a standard deviation of $2.50. A group of smart statistics students thinks that the average cost is higher. In order to test the bookstore’s claim against their alternative, the students will select a random sample of size 100. Assume that the mean from their random sample is $42.80. Perform a hypothesis test at the 5% level of significance and state your decision
Antonio has a $650 per semester from his father to buy textbooks for classes. New text...
Antonio has a $650 per semester from his father to buy textbooks for classes. New text books average $150 per book while used books cost only $75 each.   The bookstore announces that there will be a 10 percent increase in the price of new books and a 20 percent increase in the price of used books. Antonio’s father offers him an extra $50 per semester. a. Show what happens to Antonio’s budget line without the extra $50 What happens to...
3. A study was conducted to relate birthweight (measured in hundreds of grams) and estriol level...
3. A study was conducted to relate birthweight (measured in hundreds of grams) and estriol level (measured in mg/24hr) in 11 pregnant women. A simple linear regression model was fit to the sample data. Use the output from this page to answer the following questions.    THE REG PROCEEDURE ANALYSIS OF VARIANCE    SOURCE DF SUM OF SQUARE MEAN SQUARE F-VALUE PR > F MODEL 1 228.38    228.381 22.557 0.001045    ERROR    9    91.12 10.124 TOTAL 10...
ADVERTISEMENT
ADVERTISEMENT
ADVERTISEMENT