Develop a linear trend equation

Assignment Help Basic Statistics
Reference no: EM133169927

HI6007 Statistics For Business Decisions

Question 1
The data in the table below presents the hourly quantity of production for three lines of production processes over the first 4 days in XYZ Company. Answer the questions based on the Excel Output given below.

Day Process 1  Process 2  Process 3 
1 33 33 28
2 30 35 36
3 28 30 30
4 29 38 34

ANOVA: Single Factor

SUMMARY

Groups

Count

Sum

Average

Variance

Process 1

4

120

30

4.66667

Process 2

4

136

34

11.3333

Process 3

4

128

32

13.3333

ANOVA

Source of Variation

SS

df

MS

F

P value

 

Between Groups

32

?

?

?

 

 

Within Groups

88

?

?

 

 

 

Total

120

11

 

 

 

 

A. State the null and alternative hypothesis for single factor ANOVA.
B. State the decision rule (α = 0.05).
C. Calculate the test statistic.
D. Make a decision.

Question 2

Assume you have noted the following prices for books and the number of pages that each book contains.

Book

Price (in $)

Y

Pages

X

A

7.00

500

B

7.50

700

C

9.00

750

D

6.50

590

E

7.50

540

F

7.00

650

G

4.50

480

A part of the output of a regression analysis of Y against X using Excel is given below:

SUMMARY OUTPUT












 

Regression Statistics





 

Multiple R

0.75027





 

R Square

0.56290





 

Adjusted R Square

0.475487





 

Standard Error

0.980614





 

Observations

7





 







 

ANOVA






 

 

df

SS

MS

F

Significance F

 

Regression

1

6.191972

6.191972



 

Residual

5

4.808028

0.961606



 

Total

6

11

 

 

 

 







 

 

Coefficients

Standard Error

t Stat

P-value

 

Intercept

1.04155

2.37717



 

Pages

0.00990

0.00390



 

 

 

 

 

 

 

A. State the estimated regression line and interpret the slope coefficient.
B. What is the estimated total price when a book has 1000 pages?
C. What is the value of the coefficient of determination? Interpret it.
D. Test whether there is a significant relationship between price and pages at the 10% significance level. Perform the test using the following six steps.
Step 1. Statement of the hypothesis
Step 2. Standardised test statistic
Step 3. Level of significance
Step 4. Decision Rule
Step 5. Calculation of test statistic
Step 6. Conclusion

Question 3
A reporter for a student newspaper is writing an article on the cost of off-campus housing. A sample was taken of 10 one-bedroom units within a half-mile of the campus and the rents paid. The sample mean is $550 and the sample standard deviation is $60.05. We assume the population for one-bedroom units is normally distributed.

Your task is to construct a 95% confidence interval for the average rent per month for the population by addressing the following:
A. Parameter of interest
B. Point estimator
C. Sampling distribution of the point estimator
D. Specify the formula for the 95% confidence interval estimator for the parameter
E. Perform the necessary calculations and write down the lower and upper limits of the confidence interval
F. Interpret the calculated confidence interval
G. Briefly explain what would happen to the width of the interval in each case: (i) the sample size increased, (ii) the sample standard deviation increased, and (iii) the level of confidence increased

Question 4
The following information has been collected on the sales of greeting cards for the past 6 weeks.

Week

Sales ($)

1

85

2

90

3

95

4

110

5

105

6

115

A. Develop a linear trend equation that can be used to forecast sales of greeting cards
B. Use the linear trend equation developed in part A to forecast sales for week 7.
C. Forecast the sales for week 7 using a three period weighted moving average with weights of 0.6 (week 6), 0.3 (week 5) and 0.1
D. Compare and explain why the results in parts B and C are different.

Question 5

A. In what situations do we use non-parametric tests and parametric tests? Explain with at least one example for each.

B. Compare and contrast the scales on measurements used in statisics. Support your answer with examples.

Question 6
For a particular range of cosmetics a filling process is set to fill tubs of face powder with 4 grams on average and standard deviation of 1 gram. A quality inspector takes a random sample of nine tubs and weighs the powder in each. The average weight of powder is 4.6 grams. What can be said about the filling process, with 95% level of confidence?
Step 1. Statement of the hypotheses
Step 2. Standardised test statisticformula
Step 3. Level of significance
Step 4. Decision Rule (Draw a bell to show rejection zone)
Step 5. Calculation of the statistic
Step 6. Conclusion

Attachment:- STATISTICS FOR BUSINESS DECISIONS.rar

Reference no: EM133169927

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