In: Statistics and Probability
The dataset Bravman.xlsx reports some variables of a sample of transactions for a company.
Is there evidence at the 1% significance level, that the percentage of those with bad credit (below a score 650) is more than 20% of the population? Use the 5-step: State the null and alternative hypothesis, state the level of significance. identify a test statistics, determine the rejection region and state your conclusion . . Interpret the results in context.
Data:
Customer Number | Wait Time (min) | Purchase Amount ($) | Customer Age | Credit Score |
1 | 1.3 | 455 | 28 | 746 |
2 | 4.5 | 490 | 32 | 760 |
3 | 0.8 | 495 | 45 | 744 |
4 | 4.2 | 742 | 58 | 749 |
5 | 8.2 | 603 | 38 | 696 |
6 | 1.4 | 420 | 41 | 673 |
7 | 1.8 | 350 | 48 | 625 |
8 | 2.3 | 189 | 34 | 747 |
9 | 9.5 | 281 | 28 | 743 |
10 | 8.4 | 360 | 31 | 638 |
11 | 3.2 | 393 | 28 | 622 |
12 | 1.4 | 888 | 62 | 837 |
13 | 6.4 | 950 | 54 | 884 |
14 | 7.8 | 646 | 38 | 690 |
15 | 6.5 | 527 | 43 | 718 |
16 | 9.8 | 354 | 48 | 645 |
17 | 3.4 | 431 | 28 | 529 |
18 | 4.8 | 528 | 35 | 590 |
19 | 5 | 981 | 50 | 837 |
20 | 1.8 | 847 | 41 | 831 |
21 | 6.1 | 716 | 39 | 600 |
22 | 3.4 | 330 | 42 | 683 |
23 | 7.8 | 549 | 36 | 723 |
24 | 2.8 | 551 | 34 | 692 |
25 | 1.2 | 468 | 37 | 775 |
Arranged data set as per Credit Score:
Customer Number |
Wait Time (min) | Purchase Amount ($) | Customer Age | Credit Score |
17 | 3.4 | 431 | 28 | 529 |
18 | 4.8 | 528 | 35 | 590 |
21 | 6.1 | 716 | 39 | 600 |
11 | 3.2 | 393 | 28 | 622 |
7 | 1.8 | 350 | 48 | 625 |
10 | 8.4 | 360 | 31 | 638 |
16 | 9.8 | 354 | 48 | 645 |
6 | 1.4 | 420 | 41 | 673 |
22 | 3.4 | 330 | 42 | 683 |
14 | 7.8 | 646 | 38 | 690 |
24 | 2.8 | 551 | 34 | 692 |
5 | 8.2 | 603 | 38 | 696 |
15 | 6.5 | 527 | 43 | 718 |
23 | 7.8 | 549 | 36 | 723 |
9 | 9.5 | 281 | 28 | 743 |
3 | 0.8 | 495 | 45 | 744 |
1 | 1.3 | 455 | 28 | 746 |
8 | 2.3 | 189 | 34 | 747 |
4 | 4.2 | 742 | 58 | 749 |
2 | 4.5 | 490 | 32 | 760 |
25 | 1.2 | 468 | 37 | 775 |
20 | 1.8 | 847 | 41 | 831 |
12 | 1.4 | 888 | 62 | 837 |
19 | 5 | 981 | 50 | 837 |
13 | 6.4 | 950 | 54 | 884 |