In each batch of pralines that a chocolate factory produces, they are packed into boxes of 16. Due to the new health guidelines regarding sugar content, quality control tests are implemented and show that on average, the proportion of pralines that exceed the recommended sugar content is . The number of pralines in a box that exceed the recommended sugar content is denoted by .
- (a(i))
State, in context of the question, two assumptions needed for to be well-modelled by a binomial distribution.
- (a(ii))
Assume now that is modelled by a binomial distribution.
It is known that the most probable number of pralines that exceed the recommended sugar content is 2. Find the exact range of values that can take.
For each batch of pralines produced, the chocolate factory implements the following quality control system by testing the first random sample of 16 pralines in a box:
- If there are at most 1 praline that exceed the recommended sugar content in a box, the batch is accepted.
- If there are 3 or more pralines that exceed the recommended sugar content in a box, the batch is rejected.
- If there are 2 pralines that exceed the recommended sugar content in a box, a second box of 16 pralines is tested. The batch will be accepted if there are at most 1 praline that exceed the recommended sugar content in the second box, otherwise the batch will be rejected.
It is given that .
- (b(i))
Find the probability that the batch of pralines is accepted under this quality control system.
- (b(ii))
Given that the batch of pralines is accepted, find the probability that a second box of pralines is tested.
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Worked solution
8(a(i))
1. State the assumption of independence in context
The event that a praline exceeds the recommended sugar content must be independent of whether any other praline exceeds the recommended sugar content.
2. State the assumption of constant probability in context
The probability that a praline exceeds the recommended sugar content must be constant for all pralines in the box.
- Whether a praline exceeds the recommended sugar content is independent of whether any other praline does.
- The probability that a praline exceeds the recommended sugar content is constant for all pralines.
8(a(ii))
1. Set up the conditions for $X=2$ to be the most probable value.
For to be the unique mode (the most probable number), its probability must be strictly greater than the probabilities of adjacent values, so we must have and .
Using the binomial probability formula with :
2. Solve the inequalities to find the exact range of $p$.
From :
Since and , we can divide both sides by :
From :
Divide both sides by :
Combining both conditions gives the exact range: .
(Note: Strict inequalities are used since 2 is the uniquely "most probable" number.)
8[2](b(i))
1. Calculate the probability of finding at most 1 praline exceeding the recommended sugar content in a box.
Let be the number of pralines in a box of 16 that exceed the recommended sugar content.
Given ,
2. Calculate the probability of finding exactly 2 pralines exceeding the recommended sugar content in a box.
3. Calculate the total probability of the batch being accepted.
The batch is accepted if at most 1 praline exceeds in the first box (), OR if exactly 2 exceed in the first box () and at most 1 exceeds in the second box ().
8[2](b(ii))
1. Determine the individual probability of exactly 2 pralines exceeding the limit in a single box.
Let be the number of pralines exceeding the recommended sugar content in a box. .
2. Express the required conditional probability in terms of single-box probabilities.
Let be the event that the batch is accepted, and be the event that a second box is tested.
The batch is accepted () if the first box has exceeding (), OR if the first has exactly 2 and the second has ().
A second box is tested and accepted () only in the latter case.
3. Simplify the expression and evaluate the final probability.
Since the boxes are independent and identically distributed, . We can factor out and cancel from the numerator and denominator:
(to 3 s.f.)
0.217
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