In: Statistics and Probability
North America |
Europe |
Rest of World |
Total |
|
Children’s Toys |
5,400 |
2,700 |
900 |
9,000 |
Games |
4,200 |
2,700 |
1,100 |
8,000 |
Other |
1,300 |
900 |
800 |
3,000 |
Total |
10,900 |
6,300 |
2,800 |
20,000 |
Let us assume that these are representative of the pattern of orders that they anticipate seeing in 2018.
Solution
Back-up Theory
Probability of an event E, denoted by P(E) = n/N …………..........................……………………………………(1)
where
n = n(E) = Number of outcomes/cases/possibilities favourable to the event E and
N = n(S) = Total number all possible outcomes/cases/possibilities.
If A and B are independent, P(A ∩ B) = P(A) x P(B) ..…………............................................………………(2)
Now to work out the solution,
Q1
Part (a)
Let A and B respectively represent the events “Toy” and “Rest of the World”.
Out of a total of 20000 orders, 9000 were for Toys, 2800 came from Rest of the World
and 900 were for Toys from Rest of the World. So, vide (1),
P(A) = 9000/ 20000 = 0.45
P(B) = 2800/200000 = 0.14
P(A ∩ B) = 900/20000 = 0.045
Clearly, P(A ∩ B) is not equal to P(A) x P(B). Hence, vide (2),
Events “Toy” and “Rest of the World” are NOT independent. Answer 1
Part (b)
When some orders are for multiple products, the data presentation would take the following form:
Product(s) |
North America |
Europe |
Rest of World |
Total |
Children’s Toys only |
||||
Games only |
||||
Other only |
||||
Children’s Toys and Games only |
||||
Children’s Toys and Other only |
||||
Games and Other only |
||||
Total |
Answer 2
Q2
The given data in a concise from is:
Details |
North America |
Europe |
Rest of World |
Total |
Percentage composition |
54.5 |
31.5 |
14.0 |
100 |
Complaint percentage |
3 |
8 |
15 |
Part (a)
Let events A, B, C represent the events that orders originated from North America, Europe and Rest of World respectively and D represent the event of a complaint. Then,
P(A) = 0.545
P(B) = 0.315
P(C) = 0.14
P(D/A) = 0.03
P(D/B) = 0.08
P(D/C) = 0.15
And finally,
P(D) = {P(D/A) x P(A)} + {P(D/B) x P(B)} +{P(D/C) x P(C)}
= 0.01635 + 0.02520 + 0.0210
= 0.06255
Answer 3
Part (b)
Summary all of the joint probabilities
Joint Event |
Probability |
A and D |
0.01635 |
B and D |
0.0252 |
C and D |
0.0210 |
Answer 4
Part (c)
From last part of Answer 3, P(D) = 0.06255. Hence,
percentage of Archway customers who complained about delivery problems
= 100 x 0.06255
= 6.255% Answer 5
Part (d)
Out of 6.255% complaints, 2.52% were from Europe. Hence, among those who complained, percentage that were from Europe
= 100 x (2.52/6.255)
= 40.3% Answer 6
DONE