OCR S4 2018 June — Question 6 13 marks

Exam BoardOCR
ModuleS4 (Statistics 4)
Year2018
SessionJune
Marks13
PaperDownload PDF ↗
Mark schemeDownload PDF ↗
TopicProbability Generating Functions
TypeFind PGF from probability distribution
DifficultyStandard +0.8 This is a multi-part PGF question requiring careful enumeration of outcomes (0,1,2,3,4 points with different probabilities), construction of the PGF, differentiation for mean/variance, and convolution of PGFs. While methodical, it demands precision in probability calculations and fluency with PGF manipulation beyond routine exercises, placing it moderately above average difficulty.
Spec5.02a Discrete probability distributions: general5.02b Expectation and variance: discrete random variables

6 In each round of a quiz a contestant can answer up to three questions. Each correct answer scores 1 point and allows the contestant to go on to the next question. A wrong answer scores 0 points and the contestant is allowed no further question in that round. If all 3 questions are answered correctly 1 bonus point is scored, making a total score of 4 for the round. For a certain contestant, \(A\), the probability of giving a correct answer is \(\frac { 3 } { 4 }\), independently of any other question. The random variable \(X _ { r }\) is the number of points scored by \(A\) during the \(r ^ { \text {th } }\) round.
  1. Find the probability generating function of \(X _ { r }\).
  2. Use the probability generating function found in part (i) to find the mean and variance of \(X _ { r }\).
  3. Write down an expression for the probability generating function of \(X _ { 1 } + X _ { 2 }\) and find the probability that \(A\) has a total score of 4 at the end of two rounds.

Question 6(i):
AnswerMarks Guidance
AnswerMarks Guidance
\(x\): 0, 1, 2, 4; \(p\): \(\frac{1}{4}\), \(\frac{3}{16}\), \(\frac{9}{64}\), \(\frac{27}{64}\)B2 B1 any 2 correct. May be implied
\(G_X(t) = \frac{1}{4} + \frac{3}{16}t + \frac{9}{64}t^2 + \frac{27}{64}t^4\)M1A1, [4]
Question 6(ii):
AnswerMarks Guidance
AnswerMarks Guidance
\(G'_X(t) = \frac{3}{16} + \frac{9}{32}t + \frac{27}{16}t^3\)B1ft
\(G'_X(1) = \frac{69}{32} = 2.16\)M1A1
\(G''_X(t) = \frac{9}{32} + \frac{81}{16}t^2\)B1
\(\text{Var}(X) = \frac{171}{32} + \frac{69}{32} - \left(\frac{69}{32}\right)^2\)M1 Not if negative variance
\(\frac{2919}{1024} = 2.85\)A1, [6]
Question 6(iii):
AnswerMarks Guidance
AnswerMarks Guidance
\(\left(\frac{1}{4} + \frac{3}{16}t + \frac{9}{64}t^2 + \frac{27}{64}t^4\right)^2\)B1ft
coeff of \(t^4 = \frac{945}{4096} = 0.231\)M1A1, [3] coeff of \(t^4\) soi
## Question 6(i):

| Answer | Marks | Guidance |
|--------|-------|----------|
| $x$: 0, 1, 2, 4; $p$: $\frac{1}{4}$, $\frac{3}{16}$, $\frac{9}{64}$, $\frac{27}{64}$ | B2 | B1 any 2 correct. May be implied |
| $G_X(t) = \frac{1}{4} + \frac{3}{16}t + \frac{9}{64}t^2 + \frac{27}{64}t^4$ | M1A1, [4] | |

## Question 6(ii):

| Answer | Marks | Guidance |
|--------|-------|----------|
| $G'_X(t) = \frac{3}{16} + \frac{9}{32}t + \frac{27}{16}t^3$ | B1ft | |
| $G'_X(1) = \frac{69}{32} = 2.16$ | M1A1 | |
| $G''_X(t) = \frac{9}{32} + \frac{81}{16}t^2$ | B1 | |
| $\text{Var}(X) = \frac{171}{32} + \frac{69}{32} - \left(\frac{69}{32}\right)^2$ | M1 | Not if negative variance |
| $\frac{2919}{1024} = 2.85$ | A1, [6] | |

## Question 6(iii):

| Answer | Marks | Guidance |
|--------|-------|----------|
| $\left(\frac{1}{4} + \frac{3}{16}t + \frac{9}{64}t^2 + \frac{27}{64}t^4\right)^2$ | B1ft | |
| coeff of $t^4 = \frac{945}{4096} = 0.231$ | M1A1, [3] | coeff of $t^4$ soi |

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6 In each round of a quiz a contestant can answer up to three questions. Each correct answer scores 1 point and allows the contestant to go on to the next question. A wrong answer scores 0 points and the contestant is allowed no further question in that round. If all 3 questions are answered correctly 1 bonus point is scored, making a total score of 4 for the round. For a certain contestant, $A$, the probability of giving a correct answer is $\frac { 3 } { 4 }$, independently of any other question. The random variable $X _ { r }$ is the number of points scored by $A$ during the $r ^ { \text {th } }$ round.\\
(i) Find the probability generating function of $X _ { r }$.\\
(ii) Use the probability generating function found in part (i) to find the mean and variance of $X _ { r }$.\\
(iii) Write down an expression for the probability generating function of $X _ { 1 } + X _ { 2 }$ and find the probability that $A$ has a total score of 4 at the end of two rounds.

\hfill \mbox{\textit{OCR S4 2018 Q6 [13]}}