Question

In: Statistics and Probability

Introducing a New Product Consider a firm that is introducing a new product. The firm identified...

Introducing a New Product

Consider a firm that is introducing a new product. The firm identified 300 potential customers whose probability of purchasing the product depends on age and gender as follows:

Female Under 60

Probability

Buy

0.6

Not

0.4

Female Over 60

Probability

Buy

0.4

Not

0.6

Male Under 60

Probability

Buy

0.55

Not

0.45

Male Over 60

Probability

Buy

0.45

Not

0.55

Using the spreadsheet of customer data provided, estimate the average number of product demand in each city: New York, Chicago, Los Angeles, and Seattle. (You may use any method you would like.)

Customer # Gender Age Location Age Character Buy (1) or not(0)?
1 M 32 New York 60O
2 M 89 New York 60U
3 M 60 New York 60U
4 M 40 New York 60O
5 M 86 New York 60U
6 F 34 Chicago 60O
7 M 46 New York 60O
8 M 61 New York 60U
9 M 20 New York 60O
10 F 28 New York 60O
11 M 98 Chicago 60U
12 M 40 New York 60O
13 M 32 Los Angeles 60O
14 F 46 New York 60O
15 M 14 New York 60O
16 M 75 Chicago 60U
17 M 84 New York 60U
18 F 31 Seattle 60O
19 M 39 Chicago 60O
20 M 87 Chicago 60U
21 M 61 Seattle 60U
22 M 77 New York 60U
23 M 31 Chicago 60O
24 M 73 New York 60U
25 F 15 Seattle 60O
26 M 14 New York 60O
27 F 82 New York 60U
28 M 98 New York 60U
29 M 20 New York 60O
30 M 25 Chicago 60O
31 M 83 New York 60U
32 M 78 New York 60U
33 M 27 New York 60O
34 M 99 Chicago 60U
35 F 44 New York 60O
36 M 84 New York 60U
37 M 27 Chicago 60O
38 M 90 Chicago 60U
39 M 55 New York 60O
40 M 62 Los Angeles 60U
41 F 47 New York 60O
42 M 85 Chicago 60U
43 M 99 New York 60U
44 F 70 New York 60U
45 M 68 New York 60U
46 M 48 Chicago 60O
47 M 44 New York 60O
48 M 48 New York 60O
49 M 38 New York 60O
50 M 39 New York 60O
51 M 21 New York 60O
52 M 65 New York 60U
53 M 29 Chicago 60O
54 M 92 New York 60U
55 M 67 Los Angeles 60U
56 F 99 Los Angeles 60U
57 M 25 Los Angeles 60O
58 M 31 New York 60O
59 M 74 New York 60U
60 M 92 New York 60U
61 M 91 New York 60U
62 M 62 New York 60U
63 M 24 New York 60O
64 F 49 Chicago 60O
65 M 19 New York 60O
66 M 58 New York 60O
67 F 59 Chicago 60O
68 M 64 New York 60U
69 M 90 Los Angeles 60U
70 F 80 New York 60U
71 F 61 New York 60U
72 M 39 New York 60O
73 M 79 New York 60U
74 M 74 New York 60U
75 M 44 Los Angeles 60O
76 M 38 New York 60O
77 M 16 Los Angeles 60O
78 F 62 New York 60U
79 M 65 Los Angeles 60U
80 M 86 New York 60U
81 F 42 New York 60O
82 M 64 New York 60U
83 M 33 New York 60O
84 M 97 Chicago 60U
85 M 30 New York 60O
86 M 89 New York 60U
87 M 27 New York 60O
88 F 99 Los Angeles 60U
89 M 65 Los Angeles 60U
90 M 86 Chicago 60U
91 M 34 New York 60O
92 M 99 Los Angeles 60U
93 F 50 New York 60O
94 M 70 Los Angeles 60U
95 F 23 New York 60O
96 M 80 New York 60U
97 F 95 New York 60U
98 M 28 New York 60O
99 M 23 New York 60O
100 F 77 New York 60U

Solutions

Expert Solution

To compute the average no of product demand for each of the 4 cities we will create 2x2 contingency table for gender vs age group(above 60 anf under 60) for each of the 4 cities. Then with the help of the given probabilities of buying the product for different age & gender we obtain the average/expected no of product demand. We first take the data as input in a Excel sheet then transform the ages in two categories below 60(as 0) and over 60(as 1), and create pivot table of gender and age for different cities as filter.The step by step solutions are given in the images...

Hence the average no of product demand for each city New York ,Chicago, Los Angeles and Seattle are 34,9,6 and 2 respectively.


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