Develop a linear trend expression and project the sales

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Reference no: EM131829676

Question 1. Part of an ANOVA table is shown below.

Source of Variation

Sum of

Squares

Degrees of

Freedom

Mean

Square

F

Between treatments

90

3

         ?

         ?

Within treatments (Error)

120

20

?

 

Total

         ?

         ?

 

 

a. Compute the missing values and fill in the blanks in the above table. Use α = .01 to determine if there is any significant difference among the means.
b. How many groups have there been in this problem?
c. What has been the total number of observations?

Question 2. The sales records of a major auto manufacturer over the past 10 years are shown below.

 

Year (t)

Number of Cars Sold

(in 1000s of Units)

1

195

2

200

3

250

4

270

5

320

6

380

7

440

8

460

9

500

10

500

Develop a linear trend expression and project the sales (the number of cars sold) for time period t = 11.

Question 3. The following data represent the number of flash drives sold per day at a local computer shop and their prices.

Price (x)

Units Sold (y)

$34

3

36

4

32

6

35

5

30

9

38

2

40

1

Perform an F test and determine if the price and the number of flash drives sold are related.
Let α = .01.
Perform a t test and determine if the price and the number of flash drives sold are related. Let α = .01.

Question 4. In a completely randomized experimental design, 14 experimental units were used for each of the five levels of the factor (i.e., five treatments). Fill in the blanks in the following ANOVA table.

Source of Variation

Sum of

Squares

Degrees of

Freedom

Mean

Square

F

Between treatments

         ?

         ?

800.00

         ?

Within treatments (Error)

?

?

?

 

Total

10,600

         ?

 

 

Question 5. Halls, Inc. has three stores located in three different areas. Random samples of the sales of the three stores (In $1,000s) are shown below.

Store 1

Store 2

Store 3

46

34

33

47

36

31

45

35

35

42

39

 

45

 

 

At a 5% level of significance, test to see if there is a significant difference in the average sales of the three stores.

Question 6. The marketing department of a company has designed three different boxes for its product. It wants to determine which box will produce the largest amount of sales. Each box will be test marketed in five different stores for a period of a month. Below is the information on sales.

 

Store 1

Store 2

Store 3

Store 4

Store 5

Box 1

210

230

190

180

190

Box 2

195

170

200

190

193

Box 3

295

275

290

275

265

a. State the null and alternative hypotheses.
b. Construct an ANOVA table.
c. What conclusion do you draw?

Question 7. Three different brands of tires were compared for wear characteristics. For each brand of tire, 10 tires were randomly selected and subjected to standard wear testing procedures. The average mileage obtained for each brand of tire and sample standard deviations (both in 1000 miles) are shown below.

 

Brand A

Brand B

Brand C

Average mileage

37

38

33

Sample variance

3

4

2

Use the above data and test to see if the mean mileage for all three brands of tires is the same. Let α = .05.

Question 8. John has collected the following information on the amount of tips he received from parking cars the last seven nights.

Day

Tips

1

18

2

22

3

17

4

18

5

28

6

20

7

12

a. Compute the three-day moving averages for the time series.
b. Compute the mean square error for the forecasts.
c. Compute the mean absolute deviation for the forecasts.

Question 9. The Very Fresh Juice Company has developed a regression model relating sales (y in $10,000s) with four independent variables. The four independent variables are price per unit (x1, in dollars), competitor's price (x2, in dollars), advertising (x3, in $1000s), and type of container used (x4) (1 = Cans and 0 = Bottles). Part of the regression results is shown below.

Source of

Variation

Degrees of

Freedom

Sum of

Squares

Mean

Square

F

Regression

4

283,940.60

 

Error

18

621,735.14

 

Total

 

 

 

a. Compute the coefficient of determination and fully interpret its meaning.
b. Is the regression model significant? Explain what your answer implies. Let α = .05.
c. What has been the sample size for this analysis?

Question 10. The prices of Rawlston, Inc. stock (y) over a period of 12 days, the number of shares (in 100s) of the company's stocks sold (x1), and the volume of exchange (in millions) on the New York Stock Exchange (x2) are shown below.

Day

(y)

(x1)

(x2)

1

87.50

950

11.00

2

86.00

945

11.25

3

84.00

940

11.75

4

83.00

930

11.75

5

84.50

935

12.00

6

84.00

935

13.00

7

82.00

932

13.25

8

80.00

938

14.50

9

78.50

925

15.00

10

79.00

900

16.50

11

77.00

875

17.00

12

77.50

870

17.50

Excel was used to determine the least squares regression equation. Part of the computer output is shown below.

ANOVA

 

 

 

 

 

 

df

SS

MS

F

Significance F

Regression

2

118.8474

59.4237

40.9216

0.0000

Residual

9

13.0692

1.4521

 

 

Total

11

131.9167

 

 

 

 

Coefficients

Standard Error

t Stat

P-value

 

Intercept

118.5059

33.5753

3.5296

0.0064

 

(x1)

-0.0163

0.0315

-0.5171

0.6176

 

(x2)

-1.5726

0.3590

-4.3807

0.0018

 

Use the output shown above and write an equation that can be used to predict the price of the stock.

Interpret the coefficients of the estimated regression equation that you found in part (a).

At 95% confidence, determine which variables are significant and which are not.

If on a given day, the number of shares of the company that were sold was 94,500 and the volume of exchange on the New York Stock Exchange was 16 million, what would you expect the price of the stock to be?

Verified Expert

This assignment is based on the concepts of statistics. In this task, there are ten sub-problems, mainly from the ANOVA. We have to fill up the missing values in the given ANOVA table, along with the hypothesis statement. Also, we have to construct the ANOVA table and perform F and t-test statistic.

Reference no: EM131829676

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