In: Statistics and Probability
The Gap is considering 3 options for managing its data processing operations: continue with its own staff, hire an outside vendor to do the managing (outsourcing), or use a combination of its own staff and an outside vendor. The cost of operation depends on future processing demand.
Demand |
|||
Staffing Options |
High |
Medium |
Low |
Own Staff |
650 |
650 |
600 |
Outsource |
900 |
600 |
300 |
Combination |
800 |
650 |
500 |
(e) Suppose the probability demand will be high is 0.2 but the other probabilities are unknown. Determine the range of the probability of the demand being medium for which it is best for the GAP to outsource.
Let H = Event that the demand will be high
M = Event that the demand will be medium
L = Event that the demand will be low
Then,
P(H) = Probability that the demand will be high = 0.2 (Given)
P(M) = Probability that the demand will be medium
P(L) = Probability that the demand will be low
And,
C(H) = Cost when demand is high
C(M) = Cost when demand is medium
C(L) = Cost when demand is low
Now, the cost involved in an option = P(H)*C(H) + P(M)*C(M) + P(L)*C(L) ......................(1)
To determine: Range of probability of the demand being medium for which it is best for the GAP to outsource
Solution:
The cost involved in each option is (using (1)):
Own Staff: Cost = C(Own)
= 0.2*650 + P(M)*650 + P(L)*600
= 130 + P(M)*650 + (1-0.2-P(M))*600 (H, M, L are exclusive and exhaustive events)
= 130 + 650x + 0.8*600 - 600x (Let P(M) = x hereafter)
= 130 + 50x + 480
= 610 + 50x
Outsource: Cost = C(Out)
= 0.2*900 + P(M)*600 + P(L)*300
= 180 + P(M)*600 + (1-0.2-P(M))*300
= 180 + 600x + 0.8*300 - 300x (P(M) = x)
= 180 + 300x + 240
= 420 + 300x
Combination: Cost = C(Comb)
= 0.2*800 + P(M)*650 + P(L)*500
= 160 + P(M)*650 + (1-0.2-P(M))*500
= 160 + 650x + 0.8*500 - 500x (P(M) = x)
= 160 + 150x + 400
= 560 + 150x
We have to find the P(M) (=x) when
and
Let us consider these two situations:
Case 1:
or,
or, .............................(2(a))
Case 2:
or,
or, .............................(2(b))
But, since H, M, L are exclusive and exhaustive events,
P(H) + P(M) + P(L) = 1
or,
or,
or, ..............................(2(c))
Hence, from equations 2(a), 2(b), 2(c), for C(Out) to be minimum among the three option,
.
Also, a probability cannot be negative.
Hence, the range of probability of the demand being medium for which it is best for the GAP to outsource is [0, 0.76].