In: Statistics and Probability
A marketing research professor is conducting a telephone survey and needs to contact at least 160 wives, 140 husbands, 110 single adult males, and 120 single adult females. It costs $2 to make a daytime call and $4 (because of higher labor costs) to make an evening call. The table shown below lists the expected results. For example, 10% of all daytime calls are answered by a single male, and 15% of all evening calls are answered by a single female. Because of a limited staff, at most half of all phone calls can be evening calls. Determine how to minimize the cost of completing the survey
Percentages |
Daytime |
Evening |
Wife |
25% |
25% |
Husband |
15% |
30% |
Single male |
10% |
25% |
Single female |
15% |
15% |
None |
35% |
5% |
Q. Develop a Report for the following
Find the optimal solution. State the call plan and total cost?
ANSWER:
Let w1 and w2 are the number of daytime and evening
calls are made to wives
Let h1 and h2 are the number of daytime and evening calls are made
to husbands
Let m1 and m2 are the number of daytime and evening calls are made
to single males
Let f1 and f2 are the number of daytime and evening calls are made
to single females
Let n1 and n2 are the number of daytime and evening calls are made
to none
Objective function is to minimize the cost
minimize
Z = 2w1 + 2h1 + 2m1 + 2f1 + 2n1 + 4w2 + 4h2 + 4m2 + 4f2 + 4n2
Constraints are
1) At least 160 wives are to be contacted
0.25w1 + 0.25w2 >= 160
2) At least 140 husbands to be contacted
0.15h1 + 0.3h2 >= 140
3) At least 110 single adult males to be
contacted
0.1m1 + 0.25m2 >= 110
4) At least 120 single adult females to be
contacted
0.15f1 + 0.15f2 >= 120
5) At most half of all phone calls can be evening
calls
w2 + h2 + m2 + f2 + n2 <= 0.5*(w1 + w2 + h1 + h2 + m1 + m2 + f1
+ f2 + n1 + n2)
i.e. 0.5w2 - 0.5w1 + 0.5h2 - 0.5h1 + 0.5m2 - 0.5m1 + 0.5f2 - 0.5f1
+ 0.5n2 - 0.5n1 <= 0
Hence LP formulation is
Min Z = 2w1 + 2h1 + 2m1 + 2f1 + 2n1 + 4w2 + 4h2 + 4m2 + 4f2 +
4n2
subject to,
0.25w1 + 0.25w2 >= 160
0.15h1 + 0.3h2 >= 140
0.1m1 + 0.25m2 >= 110
0.15f1 + 0.15f2 >= 120
0.5w2 - 0.5w1 + 0.5h2 - 0.5h1 + 0.5m2 - 0.5m1 + 0.5f2 - 0.5f1 +
0.5n2 - 0.5n1 <= 0