Question

In: Statistics and Probability

Estimation and Hypothesis Test (1 sample) As an employee of a Retail Store and a recent...

Estimation and Hypothesis Test (1 sample)

As an employee of a Retail Store and a recent graduate of the Accounting Program, you are responsible for an advertising campaign aimed at increasing the amount spent by customers.

After the advertising campaign, a random sample of 50 customers and the amount spent at the store was recorded as follows:

Amount spent:                          $150, 122, 210, 183, 50, 423, 158, 281, 190, 260,

                                                   180, 125, 210, 188, 224, 253, 320, 243, 180, 363,

                                                   220, 180, 240, 230, 180, 200, 460, 130, 72, 165

                                                   130, 252, 44, 134, 467, 412, 188, 352, 189, 318

                                                   120, 220, 240, 245, 80, 225, 268, 108, 220, 480

  1. What is the best estimate of the average amount a buying customer spent at the store after the advertising campaign?

  1. Determine the 90% confidence interval for the average amount spent at the store after the advertising campaign. Interpret its meaning.

  1. Before the advertising campaign, the average amount spent at the store is $ 175.

Perform a hypothesis test to determine if there is sufficient evidence that the advertising campaign didn’t change the average amount a customer spent at the store. Test at 2% significance level. (Include null and alternative Hypothesis, test statistics, critical value, reject region, and conclusion

Solutions

Expert Solution

Sr. X X^2
1 150 22500
2 122 14884
3 210 44100
4 183 33489
5 50 2500
6 423 178929
7 158 24964
8 281 78961
9 190 36100
10 260 67600
11 320 102400
12 243 59049
13 180 32400
14 363 131769
15 180 32400
16 125 15625
17 210 44100
18 188 35344
19 224 50176
20 253 64009
21 460 211600
22 130 16900
23 72 5184
24 165 27225
25 220 48400
26 180 32400
27 240 57600
28 230 52900
29 180 32400
30 200 40000
31 188 35344
32 352 123904
33 189 35721
34 318 101124
35 130 16900
36 252 63504
37 44 1936
38 134 17956
39 467 218089
40 412 169744
41 268 71824
42 108 11664
43 220 48400
44 480 230400
45 120 14400
46 220 48400
47 240 57600
48 254 64516
49 80 6400
50 225 50625
Total 11091 2984359
Mean 221.82
SD 103.4263

Mean =

SD =

a. What is the best estimate of the average amount a buying customer spent at the store after the advertising campaign?

Mean =

Since we do not have the population SD we will use t-dist.

b. Determine the 90% confidence interval for the average amount spent at the store after the advertising campaign. Interpret its meaning.

(1- )% is the confidence interval for population mean

Where 221.82

Alpha =1 - 0.90 = 0.10

Therefore the C.V. =

=

= 1.6766 .............found using t-dist tables

Substituting the vlaue

c. Before the advertising campaign, the average amount spent at the store is $ 175.

Perform a hypothesis test to determine if there is sufficient evidence that the advertising campaign didn’t change the average amount a customer spent at the store. Test at 2% significance level. (Include null and alternative Hypothesis, test statistics, critical value, reject region, and conclusion

We peviously assume the mean to $175. We are testing if the population mean is different from these.

Test Stat =

Where the null mean = 175

Test stat =

Critical value with = 2%. This is a two tailed test therefore

=

C.V. = .............using t-dist tables

Since Test stat > C.V.

We reject the null hypothesis at 2%.

We conclude that the population mean is significantly different from $175.


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