In this question, you should state clearly all the distributions that you use, together with the values of the appropriate parameters.
A cup of cheese tea is prepared with two ingredients, cream cheese foam and tea. The barista preparing the cheese tea is not allowed to remove cream cheese foam nor tea once they have been poured into the cup. The amounts, in ml, of cream cheese foam and tea in one cup of cheese tea made by an experienced barista have independent normal distributions with means and standard deviations as shown in the table.
Mean amount (ml) Standard deviation (ml) Cream cheese foam 72 5 Tea 421 4
| Mean amount (ml) | Standard deviation (ml) | |
|---|---|---|
| Cream cheese foam | 72 | 5 |
| Tea | 421 | 4 |
- (i)
Given that the amount of cheese tea in each cup is expected to be at least 490 ml, find the probability that a randomly chosen cup of cheese tea made by the experienced barista meets this expectation.
- (ii)
A cup of cheese tea is considered well-made if the amount of cream cheese foam is between 65 ml and 75 ml and the amount of tea is between 416 ml and 424 ml.
Find the probability that, for ten randomly chosen cups of cheese tea made by the experienced barista, more than five cups are well-made.
- (iii)
The cost price of cream cheese foam and tea is $20 per litre and $1.20 per litre respectively. A cup of cheese tea is sold at $4.90.
Without factoring in other costs incurred in producing the cheese tea, find the probability that the profit for 100 randomly chosen cups of cheese tea made by the experienced barista is at least $295. State any assumption(s) needed for your calculation.
- (iv)
A trainee barista was engaged at the shop. The amount of cheese tea in a cup she made was measured to have mean 498 ml and standard deviation 30 ml. The amount of cheese tea in any cup may be assumed to be independent of the amount of cheese tea in any other cup.
Find the probability that the mean amount of cheese tea of 40 randomly chosen cups of cheese tea made by the trainee barista does not exceed 500 ml.
It won't just hand you the answer — it asks where you're stuck.How the checker works
Worked solution
13(i)
1. Define the random variables and find the distribution of the total amount of cheese tea in a cup.
Let and be the amount of cream cheese foam and tea in a cup respectively.
and
Let be the total amount of cheese tea in a cup.
Therefore, the distribution is .
2. Calculate the probability that the amount of cheese tea is at least 490 ml.
We require .
Using a graphing calculator,
13(ii)
1. Define the normal distributions and calculate the probability of a single cup being well-made.
Let and be the amounts (in ml) of cream cheese foam and tea respectively.
Since the amounts are independent, the probability of a cup being well-made is:
2. Define the binomial distribution and find the probability that more than 5 out of 10 cups are well-made.
Let be the number of well-made cups out of .
13(iii)
1. Formulate the profit for a single cup and find its expected value.
Let and be the amounts, in ml, of cream cheese foam and tea in one cup respectively.
The profit for one cup, , is given by subtracting the cost of the ingredients from the selling price:
The expected profit for one cup is:
2. Calculate the variance of the profit for a single cup.
Since and are independent,
3. Define the distribution for the total profit of 100 cups and state the necessary assumption.
Let be the total profit for 100 randomly chosen cups.
Since a linear combination of independent normal variables is also normally distributed,
Assumption: The amounts of cream cheese foam and tea from cup to cup (or the profits of each cup) are independent of one another.
4. Calculate the probability that the total profit is at least $295.
We need to find .
Using a graphing calculator:
Assumption: The amounts of ingredients used (or profits) from cup to cup are independent of one another.
13(iv)
1. State the approximate distribution of the sample mean $\bar{X}$ using the Central Limit Theorem.
Let be the sample mean amount of cheese tea in cups.
Since the sample size is large, by the Central Limit Theorem, is approximately normally distributed.
2. Calculate the probability that the sample mean does not exceed $500$ ml.
Using a graphing calculator:
AI analysis — may contain mistakes.
Worked this one out on paper? Snap your steps and Gigle's AI math checker will circle the step where it went wrong.
More questions on this topic
- 1Section B: Statistics [60 marks] A manager claims that the time spent by each customer at his supermarket follows a norm…
- 2In this question you should state the parameters of any distributions that you use. Crispy Cream Donut Shop sells 2 type…
- 3 is a normal random variable with mean 1 and variance 1, and is also a normal random variable with mean and…
- 4A credit card company has a special 24-hour telephone hotline for customers to either report a lost credit card or to re…
- 5Fishing Company A has two types of fishing vessels, the "Standard" vessel and the "Large" vessel. The amount of fish cau…