OCR S2 2013 June — Question 5 10 marks

Exam BoardOCR
ModuleS2 (Statistics 2)
Year2013
SessionJune
Marks10
PaperDownload PDF ↗
Mark schemeDownload PDF ↗
TopicContinuous Probability Distributions and Random Variables
TypeFind expectation E(X)
DifficultyModerate -0.3 This is a straightforward S2 question requiring standard techniques: sketching given PDFs, computing E(X) using a simple polynomial integral, and making a qualitative comparison of variances from graphs. The integration is routine (polynomial of degree 3), and the variance comparison requires only visual reasoning about spread, not calculation. Slightly easier than average due to the direct application of formulas without problem-solving insight.
Spec5.03a Continuous random variables: pdf and cdf5.03b Solve problems: using pdf5.03c Calculate mean/variance: by integration

5 Two random variables \(S\) and \(T\) have probability density functions given by $$\begin{aligned} & f _ { S } ( x ) = \begin{cases} \frac { 3 } { a ^ { 3 } } ( x - a ) ^ { 2 } & 0 \leqslant x \leqslant a \\ 0 & \text { otherwise } \end{cases} \\ & f _ { T } ( x ) = \begin{cases} c & 0 \leqslant x \leqslant a \\ 0 & \text { otherwise } \end{cases} \end{aligned}$$ where \(a\) and \(c\) are constants.
  1. On a single diagram sketch both probability density functions.
  2. Calculate the mean of \(S\), in terms of \(a\).
  3. Use your diagram to explain which of \(S\) or \(T\) has the bigger variance. (Answers obtained by calculation will score no marks.)

Question 5:
Part (i)
AnswerMarks Guidance
AnswerMarks Guidance
Upwards parabola, not below \(x\)-axisM1 *[scales/annotations not needed]*
Correct place, not extending beyond limits, ignore pointed at \(a\)A1 Touching axes (not asymptotic)
Horizontal straight line, not beyond limits, \(y\)-intercept below curve (unless curve makes this meaningless)B1 Don't need vertical lines. i.e., 3/3 only if wholly right
Total: 3
Part (ii)
AnswerMarks Guidance
AnswerMarks Guidance
\(\displaystyle\int_0^a \frac{3}{a^3} x(x-a)^2\,dx\)M1 Attempt this integral, correct limits seen somewhere
\(= \displaystyle\int_0^a \frac{3}{a^3}(x^3 - 2ax^2 + a^2x)\,dx\)M1 Method for \(\int xf(x)\), e.g. multiply out or parts, independent of first M1. Multiplication: needs 3 terms
Correct form for integration, e.g. multiplied out correctly, or correct first stage of partsA1 E.g. \(\dfrac{3}{a^3}x\dfrac{(x-a)^3}{3} - \displaystyle\int \dfrac{3}{a^3}\dfrac{(x-a)^3}{3}\,dx\)
\(= \left[\dfrac{3}{a^3}\!\left(\dfrac{x^4}{4} - \dfrac{2ax^3}{3} + \dfrac{a^2x^2}{2}\right)\right]_0^a\)B1 Correct indefinite integral. E.g. \(\dfrac{3}{a^3}x\dfrac{(x-a)^3}{3} - \dfrac{3}{a^3}\dfrac{(x-a)^4}{12}\)
\(= \dfrac{a}{4}\)A1 \(\dfrac{a}{4}\) or exact equivalent (e.g. \(0.25a\)) only. Limits not seen anywhere: can get M0M1A0B1A0
Total: 5
Part (iii)
AnswerMarks Guidance
AnswerMarks Guidance
\(S\) is concentrated more towards 0, therefore \(T\) has bigger varianceM1 A1 M1: Reason that shows understanding of PDF. A1: Correct conclusion. *Not*, e.g., "\(T\) is constant"
Total: 2
# Question 5:

## Part (i)
| Answer | Marks | Guidance |
|--------|-------|----------|
| Upwards parabola, not below $x$-axis | M1 | *[scales/annotations not needed]* |
| Correct place, not extending beyond limits, ignore pointed at $a$ | A1 | Touching axes (not asymptotic) |
| Horizontal straight line, not beyond limits, $y$-intercept below curve (unless curve makes this meaningless) | B1 | Don't need vertical lines. i.e., 3/3 only if wholly right |
| | **Total: 3** | |

## Part (ii)
| Answer | Marks | Guidance |
|--------|-------|----------|
| $\displaystyle\int_0^a \frac{3}{a^3} x(x-a)^2\,dx$ | M1 | Attempt this integral, correct limits seen somewhere |
| $= \displaystyle\int_0^a \frac{3}{a^3}(x^3 - 2ax^2 + a^2x)\,dx$ | M1 | Method for $\int xf(x)$, e.g. multiply out or parts, independent of first M1. Multiplication: needs 3 terms |
| Correct form for integration, e.g. multiplied out correctly, or correct first stage of parts | A1 | E.g. $\dfrac{3}{a^3}x\dfrac{(x-a)^3}{3} - \displaystyle\int \dfrac{3}{a^3}\dfrac{(x-a)^3}{3}\,dx$ |
| $= \left[\dfrac{3}{a^3}\!\left(\dfrac{x^4}{4} - \dfrac{2ax^3}{3} + \dfrac{a^2x^2}{2}\right)\right]_0^a$ | B1 | Correct indefinite integral. E.g. $\dfrac{3}{a^3}x\dfrac{(x-a)^3}{3} - \dfrac{3}{a^3}\dfrac{(x-a)^4}{12}$ |
| $= \dfrac{a}{4}$ | A1 | $\dfrac{a}{4}$ or exact equivalent (e.g. $0.25a$) only. Limits not seen anywhere: can get M0M1A0B1A0 |
| | **Total: 5** | |

## Part (iii)
| Answer | Marks | Guidance |
|--------|-------|----------|
| $S$ is concentrated more towards 0, therefore $T$ has bigger variance | M1 A1 | M1: Reason that shows understanding of PDF. A1: Correct conclusion. *Not*, e.g., "$T$ is constant" |
| | **Total: 2** | |

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5 Two random variables $S$ and $T$ have probability density functions given by

$$\begin{aligned}
& f _ { S } ( x ) = \begin{cases} \frac { 3 } { a ^ { 3 } } ( x - a ) ^ { 2 } & 0 \leqslant x \leqslant a \\
0 & \text { otherwise } \end{cases} \\
& f _ { T } ( x ) = \begin{cases} c & 0 \leqslant x \leqslant a \\
0 & \text { otherwise } \end{cases}
\end{aligned}$$

where $a$ and $c$ are constants.\\
(i) On a single diagram sketch both probability density functions.\\
(ii) Calculate the mean of $S$, in terms of $a$.\\
(iii) Use your diagram to explain which of $S$ or $T$ has the bigger variance. (Answers obtained by calculation will score no marks.)

\hfill \mbox{\textit{OCR S2 2013 Q5 [10]}}