CAIE S2 2016 November — Question 4 7 marks

Exam BoardCAIE
ModuleS2 (Statistics 2)
Year2016
SessionNovember
Marks7
PaperDownload PDF ↗
Mark schemeDownload PDF ↗
TopicLinear combinations of normal random variables
TypeExpectation and variance with context application
DifficultyStandard +0.3 This question tests standard application of normal distribution properties: scaling by constants for part (i) and linear combinations for part (ii). Both parts require straightforward formula application (mean/variance of sums, linear transformations) with no conceptual challenges beyond recognizing independence and applying E(aX+bY) and Var(aX+bY) rules. The context is clear and the calculations are routine for S2 level.
Spec5.04a Linear combinations: E(aX+bY), Var(aX+bY)5.04b Linear combinations: of normal distributions

4 Each week a farmer sells \(X\) litres of milk and \(Y \mathrm {~kg}\) of cheese, where \(X\) and \(Y\) have the independent distributions \(\mathrm { N } \left( 1520,53 ^ { 2 } \right)\) and \(\mathrm { N } \left( 175,12 ^ { 2 } \right)\) respectively.
  1. Find the mean and standard deviation of the total amount of milk that the farmer sells in 4 randomly chosen weeks. During a year when milk prices are low, the farmer makes a loss of 2 cents per litre on milk and makes a profit of 21 cents per kg on cheese, so the farmer's overall weekly profit is \(( 21 Y - 2 X )\) cents.
  2. Find the probability that, in a randomly chosen week, the farmer's overall profit is positive.

Question 4:
Part (i):
AnswerMarks Guidance
Answer/WorkingMarks Guidance
6080 (litres)B1
106 (litres)B1 [2]
Part (ii):
AnswerMarks Guidance
Answer/WorkingMarks Guidance
\(E(21Y - 2X) = 635\)B1
\(\text{Var}(21Y - 2X) = 21^2 \times 12^2 + 2^2 \times 53^2\)B1 correct expression or result or sd \(= 273\) seen
\((= 74740)\)
\(\frac{0 - 635}{\sqrt{74740}}\) \((= -2.323)\)M1 no sd/var mixes
\(1 - \Phi(-2.323) = \Phi(2.323)\)M1 Area consistent with their working
\(= 0.99(0)\) (3 sf)A1 [5] No errors seen
## Question 4:

### Part (i):
| Answer/Working | Marks | Guidance |
|---|---|---|
| 6080 (litres) | B1 | |
| 106 (litres) | B1 [2] | |

### Part (ii):
| Answer/Working | Marks | Guidance |
|---|---|---|
| $E(21Y - 2X) = 635$ | B1 | |
| $\text{Var}(21Y - 2X) = 21^2 \times 12^2 + 2^2 \times 53^2$ | B1 | correct expression or result or sd $= 273$ seen |
| $(= 74740)$ | | |
| $\frac{0 - 635}{\sqrt{74740}}$ $(= -2.323)$ | M1 | no sd/var mixes |
| $1 - \Phi(-2.323) = \Phi(2.323)$ | M1 | Area consistent with their working |
| $= 0.99(0)$ (3 sf) | A1 [5] | No errors seen |

---
4 Each week a farmer sells $X$ litres of milk and $Y \mathrm {~kg}$ of cheese, where $X$ and $Y$ have the independent distributions $\mathrm { N } \left( 1520,53 ^ { 2 } \right)$ and $\mathrm { N } \left( 175,12 ^ { 2 } \right)$ respectively.\\
(i) Find the mean and standard deviation of the total amount of milk that the farmer sells in 4 randomly chosen weeks.

During a year when milk prices are low, the farmer makes a loss of 2 cents per litre on milk and makes a profit of 21 cents per kg on cheese, so the farmer's overall weekly profit is $( 21 Y - 2 X )$ cents.\\
(ii) Find the probability that, in a randomly chosen week, the farmer's overall profit is positive.

\hfill \mbox{\textit{CAIE S2 2016 Q4 [7]}}