Assignment -No Plagiarism PLEASE read before accepting assignment. Assignment is Due Sunday, October 18, 2015 by 1pm EST
.
Comparing Store Sales
Two Means
Many times we need to compare results to see if our changes in marketing plans, store changes, changes in product line and other items to understand if the differences we are seeing are due to random fluctuation or are they most likely the result of our influence. Let’s say for example that you are running a Best Buy electronics store. You have come on board about five months ago and felt you needed to change your product mix in your television department by adding flat screens television sets.
Your secondary research you have conducted over the past three months has yielded some very interesting results concerning flat panel televisions. One of the studies conducted by Mark Edwards, a professor at the Stanford School of Business which focused on lifestyles of individuals with a bachelor’s degree and earn between 40,000 - $55,000 a year. According to the research, this target market, plan on replacing their traditional television sets with flat screen televisions. After reading this study, you contacted the Chamber of Commerce and located the demographic information of individuals in the city and found that you have a very large population who fit the demographics mentioned in the study by the Stanford Professor. You have become confident that a change in the marketing mix may boost sales and profitability. However, before you make a large change inventory, you add a few more flat panel televisions and have placed them in the front page of your regular weekly advertisement.
You have decided to conduct a pilot study to see if there is a possibility that this change of marketing mix could positively affect your stores profits. You are doing a pilot study with limited increases in the breadth and depth of your inventory of flat screen televisions. This will limit the amount of capital you need to commit to additional inventory and placed the promotion in regular advertisement as a means of limiting additional advertising expenditure and also simulates how you would promote the product, should the results indicate a full study be implemented.
Your results seem to indicate there is a positive change in the sales of televisions. You first conduct a graphical analysis which indicates there is positive change in televisions and there appear to be no outlier points influencing the sample averages.
Graphical Analysis
Minitab
1400019000240002900034000
95% Confidence Interval for Mu
220002300024000250002600027000280002900030000
95% Confidence Interval for Median
Variable: May Sales
A-Squared:
P-Value:
Mean
StDev
Variance
Skewness
Kurtosis
N
Minimum
1st Quartile
Median
3rd Quartile
Maximum
22586.3
4403.2
22273.4
0.375
0.382
25206.1
5755.4
33124870
-3.6E-01
-3.6E-01
21
13243.0
21728.5
24567.0
30392.5
33456.0
27825.9
8311.2
29242.2
Anderson-Darling Normality Test
95% Confidence Interval for Mu
95% Confidence Interval for Sigma
95% Confidence Interval for Median
Descriptive Statistics
10000200003000040000
95% Confidence Interval for Mu
250002600027000280002900030000310003200033000
95% Confidence Interval for Median
Variable: June Sales
A-Squared:
P-Value:
Mean
StDev
Variance
Skewness
Kurtosis
N
Minimum
1st Quartile
Median
3rd Quartile
Maximum
25897.5
5582.3
25434.0
0.348
0.444
29218.8
7296.5
53239230
-4.5E-01
0.154906
21
12345.0
23888.5
31232.0
34878.5
43243.0
32540.1
10536.7
33065.6
Anderson-Darling Normality Test
95% Confidence Interval for Mu
95% Confidence Interval for Sigma
95% Confidence Interval for Median
Descriptive Statistics
Excel Graph
May and June Sales
0
5000
10000
15000
20000
25000
30000
35000
40000
45000
50000
123456789101112131415161718192021
Sales Each week
Dollar Value
Sales in MaySales in June
Hypothesis Test
Hypothesis
HO; the mean of the sales for June are less than or equal to May sales
H1: The mean for June are greater than the mean sale for May.
Decision Rule: If the probability value calculated based upon the sample is less than the significance level of .05, I will reject the null hypothesis and conclude the sales of the two months are equal
P Value = 0.036
Decision: Since the probability value of .036 is less than .05, I will reject the null hypothesis and conclude the sales in June are higher than May. However, since the sales figures for only one month, they would not constitute a trend because of the limited time frame of the data. However, they would seem to indicate that longer test marketing would be justified because the probability value of the test sample of .036 is very low and therefore the probability that these results are due to just random variation is very small. If this figure was closer to the .05 level, I would be less confident that the results are not due to random variation. Additionally, a longer time for collection of data, with a year being recommend, would allow for analysis of any seasonal trends and also the greater the sample size, the data would reduce the potential variation because it would provide for greater accuracy in the results.
Hypothesis Testing Paired T
You are in charge of new product development for your company’s electronic division. One of the key aspects of electronics is the ability for the battery to extend the time on the device, specifically battery power. You are considering two batteries, and old standard battery of a new one that supposedly has a longer life. You want to test each set of batteries in the same computer with the same people testing them to minimize any outside influences in the test. You want to be very stringent in your analysis so you choose the .01 level of significance. Is there any difference between the two?
HO:
H1
Decision Rule
Test Statistic:
Decision
Notes:
|
Participant |
New Battery |
Old Battery |
|
Bob |
45 |
52 |
|
May |
41 |
34 |
|
Deno |
53 |
40 |
|
Sri |
40 |
38 |
|
Pat |
43 |
38 |
|
Alexis |
43 |
44 |
|
Scott |
49 |
34 |
|
Aretha |
39 |
45 |
|
Jen |
41 |
28 |
|
Ben |
43 |
33 |
Answer
You are in charge of new product development for your company’s electronic division. One of the key aspects of electronics is the ability for the battery to extend the time on the device, specifically battery power. You are considering two batteries, and old standard battery of a new one that supposedly has a longer life. You want to test each set of batteries in the same computer with the same people testing them to minimize any outside influences in the test. You want to be very stringent in your analysis so you choose the .01 level of significance. Is there any difference between the two?
HO: Battery life of old is equal to battery life of new
H1 Battery life of old is not equal to battery life of new
Decision Rule
Decision Rule: If the probability value calculated is less than .01, we will reject the HO
Test Statistic: .073
Decision: Since the probability value calculated of .073 is greater than the critical value of .01, we fail to reject HO and are somewhat confident the battery lives are equal.
Paired T-Test and CI: New Battery, Old Battery
Paired T for New Battery - Old Battery
N Mean StDev SE Mean
New Battery 10 43.70 4.32 1.37
Old Battery 10 38.60 6.98 2.21
Difference 10 5.10 7.94 2.51
95% CI for mean difference: (-0.58, 10.78)
T-Test of mean difference = 0 (vs not = 0): T-Value = 2.03 P-Value = 0.073
Notes:
Late Fee versus No Late Fee
A blockbuster rental is becoming worried that with the advent of Netflix etc that customer defection to these new online rentals may decrease profits. Specifically, customers have complained about late fees and thus the local managers want to know if there new policy of no late fees has increased movie rentals. At the .10 level of significance, what are your findings?
HO:
H1
Decision Rule
Test Statistic:
Decision:
|
Customer |
No Late Fee |
Late Fee |
|
1 |
14 |
10 |
|
2 |
12 |
7 |
|
3 |
14 |
10 |
|
4 |
13 |
13 |
|
5 |
10 |
9 |
|
6 |
13 |
14 |
|
7 |
12 |
12 |
|
8 |
10 |
7 |
|
9 |
13 |
13 |
|
10 |
13 |
9 |
Late Fee versus No Late Fee
A blockbuster rental is becoming worried that with the advent of Netflix etc that customer defection to these new online rentals may decrease profits. Specifically, customers have complained about late fees and thus the local managers want to know if there new policy of no late fees has increased movie rentals. At the .10 level of significance, what are your findings?
HO: No Late Fee Movie rentals have decreased or are equal to Late Fee Rentals
H1 No Late Fee Movie rentals have increased over Late Fee Rentals
Decision Rule If the probability value calculated is less than .10, we will reject the HO
Test Statistic: .009
Decision: Since the p calculated of .000 is less than .10, we reject HO and conclude there is strong evidence to conclude movie rentals have increased.
Paired T-Test and CI: No Late Fee, Late Fee
Paired T for No Late Fee - Late Fee
N Mean StDev SE Mean
No Late Fee 10 12.400 1.430 0.452
Late Fee 10 10.400 2.503 0.792
Difference 10 2.000 2.211 0.699
90% lower bound for mean difference: 1.033
T-Test of mean difference = 0 (vs > 0): T-Value = 2.86 P-Value = 0.009
Notes:
Minitab Instructions
Comparing Two Means with Minitab
I am comparing the mileage of two gasoline’s to see if Chevron exceeds Shell gasoline in mileage test (DATA IS NOT REAL). I am interested in is there a difference in the gas mileage between the two brands.
Step 1
This is not a paired T test rather a standard two sample T test.
Step 2
Since the data is in two columns, click on the Samples in Different Columns options and then click to enter the two columns of data for analysis In this case, Chevron was picked and Shell
Step 3
You have a choice of two graphs and it is personal preference if you want to use either graph.
Step 4
You choose your alternative hypothesis and also the level of significance as indicated by the level of confidence. For example, a .05 level of significance corresponds to a 95% confidence level.
Step 5
Evaluate your graphics
Step 6:
Final Results as seen in Minitab
Two-sample T for Chevron vs Shell
N Mean StDev SE Mean
Chevron 15 29.73 4.92 1.3
Shell 15 25.00 3.95 1.0
Difference = mu (Chevron) - mu (Shell)
Estimate for difference: 4.73333
95% CI for difference: (1.39747, 8.06920)
T-Test of difference = 0 (vs not =): T-Value = 2.91 P-Value = 0.007 DF = 28
Both use Pooled StDev = 4.4599
Arrows indicate how to read print out for the H1 is Chevron is not equal to Shell
Pay close attention to the sequence listed with the green being first or like a green light start and red is the second half of the H1 and red being like a red stop light. (
Two Sample T Test Using Summarized Data
We can use a two sample t test to evaluate how well people do on learning this can be used to evaluate training etc by administering the same test to two different groups, one with training and one without training to see if the training will pay off. In this case, we will simply call them sample one (received training) and sample two (did not receive training) and then we gave them the same test
The H 1 choices are less than, not equal to or greater than.
In this example, we are assuming that the first sample mean is greater than the second sample mean so we choose greater than.
Two-Sample T-Test and CI
Sample N Mean StDev SE Mean
1 20 38.00 3.00 0.67
2 30 35.00 5.00 0.91
Difference = mu (1) - mu (2)
Estimate for difference: 3.00
95% lower bound for difference: 0.91
T-Test of difference = 0 (vs >): T-Value = 2.41 P-Value = 0.010 DF = 48
Both use Pooled StDev = 4.3205
HO: Sample one is less than or equal to sample two
H1: sample one is greater than sample two
Decision rule: If P calculated is less than .05, reject HO
Test stat: P value of .010
Decision: Since the p value calculated of .010 less than the critical value of .05, we reject HO and conclude sample group one has a higher training score than group two. For if the HO was true that the training group one has the same or lower score than training group two, the probability that you would have randomly found a sample averages of 38 and 35 is is 1.0%, therefore, it is possible not probable.
Sample Mean
Level of significance/ confidence level
Alternative Hypothesis
Graph Choices
Two columns selected
Select 2 Sample T
Enter summarized data
Click on summarized data
Choose H1
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