AQA S2 2012 January — Question 6 16 marks

Exam BoardAQA
ModuleS2 (Statistics 2)
Year2012
SessionJanuary
Marks16
PaperDownload PDF ↗
Mark schemeDownload PDF ↗
TopicContinuous Probability Distributions and Random Variables
TypeFind median or percentiles
DifficultyStandard +0.3 This is a standard S2 question on continuous probability distributions requiring routine techniques: sketching a linear pdf, calculating E(X) by integration, verifying a given CDF formula, using F(x) for probability calculations, and solving a quadratic for the median. All steps are textbook exercises with no novel insight required, making it slightly easier than average.
Spec5.03a Continuous random variables: pdf and cdf5.03b Solve problems: using pdf5.03c Calculate mean/variance: by integration5.03e Find cdf: by integration5.03f Relate pdf-cdf: medians and percentiles

6 The random variable \(X\) has probability density function defined by $$f ( x ) = \begin{cases} \frac { 1 } { 40 } ( x + 7 ) & 1 \leqslant x \leqslant 5 \\ 0 & \text { otherwise } \end{cases}$$
  1. Sketch the graph of f.
  2. Find the exact value of \(\mathrm { E } ( X )\).
  3. Prove that the distribution function F , for \(1 \leqslant x \leqslant 5\), is defined by $$\mathrm { F } ( x ) = \frac { 1 } { 80 } ( x + 15 ) ( x - 1 )$$
  4. Hence, or otherwise:
    1. find \(\mathrm { P } ( 2.5 \leqslant X \leqslant 4.5 )\);
    2. show that the median, \(m\), of \(X\) satisfies the equation \(m ^ { 2 } + 14 m - 55 = 0\).
  5. Calculate the value of the median of \(X\), giving your answer to three decimal places.

(a)
AnswerMarks Guidance
Straight line from \((1, 0.2)\) to \((5, 0.3)\)B2,1 B2 for st. line from \((1,0.2)\) to \((5,0.3)\) B1 st. line (\(m > 0\)) from \(x = 1\) to \(x = 5\).
(b)
AnswerMarks Guidance
\(E(X) = \frac{1}{40}\int_1^5 x(x+7) dx\)M1 Ignore limits
\(= \frac{1}{40}\left[\frac{x^3}{3} + \frac{7x^2}{2}\right]_1^5\)A1 Ignore limits
\(= \frac{1}{40}\left(\frac{125}{3} + \frac{175}{2} - \frac{1}{3} - \frac{7}{2}\right) = 3\frac{2}{15}\)A1 cao (accept 3.133 or \(\frac{47}{15}\) oe exact)
(c)
AnswerMarks Guidance
\(F(x) = \int_1^x \frac{1}{40}(x+7) dx\)M1 \(F(x) = \int \left(\frac{x}{40} + \frac{7}{40}\right) dx = \frac{x^2}{80} + \frac{7x}{40} + c\) (M1A1)
\(= \frac{1}{40}\left[\frac{x^2}{2} + 7x\right]_1^x\)A1
\(= \frac{1}{80}(x^2 + 14x - 1 - 14)\) F(1) \(= 0 \Rightarrow c = -\frac{1}{80} - \frac{7}{40} = -\frac{15}{80}\)
\(= \frac{1}{80}\left(x^2 + 14x - 15\right)\)Adep1 or [use of F(5) = 1] \(\Rightarrow F(x) = \frac{1}{80}(x^2 + 14x - 15)\)
\(= \frac{1}{80}(x+15)(x-1)\)Adep1 \(F(x) = \frac{1}{80}(x+15)(x-1)\) (AG)
(d)(i)
AnswerMarks Guidance
\(P(2.5 \leq X \leq 4.5) = F(4.5) - F(2.5)\)M1
\(= \frac{1}{80}(19.5 \times 3.5 - 17.5 \times 1.5)\)M1 Trapezium Rule \(\frac{1}{2}\left(\frac{23}{80} - \frac{19}{80}\right) \times 2 = \frac{42}{80} = \frac{21}{40}\)
\(= \frac{42}{80} = \frac{21}{40} (0.525)\)A1
(d)(ii)
AnswerMarks Guidance
\(F(m) = \frac{1}{2}\)B1 \(\int_1^m \frac{1}{40}(x+7) dx = 0.5\) (B1)
\(\Rightarrow \frac{1}{80}(m^2 + 14m - 15) = \frac{1}{2}\)M1 Correct equation formed
\((\times 80) \Rightarrow m^2 + 14m - 15 = 40\) \(m^2 + 14m - 55 = 0\)Adep1 AG
(e)
AnswerMarks Guidance
\(m = \frac{-14 \pm \sqrt{196 + 220}}{2} = \frac{-14 \pm 20.396}{2}\)M1 Correct attempt at solving quadratic (by formula, oe).
\(m = \frac{-14 + 20.396}{2}\) (since \(m > 1\))A1 cao
\(m = 3.198\) (3dp)
Total: 16 marks
TOTAL: 75 marks
## (a)
| Straight line from $(1, 0.2)$ to $(5, 0.3)$ | B2,1 | B2 for st. line from $(1,0.2)$ to $(5,0.3)$ B1 st. line ($m > 0$) from $x = 1$ to $x = 5$. |

## (b)
| $E(X) = \frac{1}{40}\int_1^5 x(x+7) dx$ | M1 | Ignore limits |
| $= \frac{1}{40}\left[\frac{x^3}{3} + \frac{7x^2}{2}\right]_1^5$ | A1 | Ignore limits |
| $= \frac{1}{40}\left(\frac{125}{3} + \frac{175}{2} - \frac{1}{3} - \frac{7}{2}\right) = 3\frac{2}{15}$ | A1 | cao (accept 3.133 or $\frac{47}{15}$ oe exact) |

## (c)
| $F(x) = \int_1^x \frac{1}{40}(x+7) dx$ | M1 | $F(x) = \int \left(\frac{x}{40} + \frac{7}{40}\right) dx = \frac{x^2}{80} + \frac{7x}{40} + c$ (M1A1) |
| $= \frac{1}{40}\left[\frac{x^2}{2} + 7x\right]_1^x$ | A1 | |
| $= \frac{1}{80}(x^2 + 14x - 1 - 14)$ | | F(1) $= 0 \Rightarrow c = -\frac{1}{80} - \frac{7}{40} = -\frac{15}{80}$ |
| $= \frac{1}{80}\left(x^2 + 14x - 15\right)$ | Adep1 | or [use of F(5) = 1] $\Rightarrow F(x) = \frac{1}{80}(x^2 + 14x - 15)$ |
| $= \frac{1}{80}(x+15)(x-1)$ | Adep1 | $F(x) = \frac{1}{80}(x+15)(x-1)$ (AG) |

## (d)(i)
| $P(2.5 \leq X \leq 4.5) = F(4.5) - F(2.5)$ | M1 | |
| $= \frac{1}{80}(19.5 \times 3.5 - 17.5 \times 1.5)$ | M1 | Trapezium Rule $\frac{1}{2}\left(\frac{23}{80} - \frac{19}{80}\right) \times 2 = \frac{42}{80} = \frac{21}{40}$ |
| $= \frac{42}{80} = \frac{21}{40} (0.525)$ | A1 | |

## (d)(ii)
| $F(m) = \frac{1}{2}$ | B1 | $\int_1^m \frac{1}{40}(x+7) dx = 0.5$ (B1) |
| $\Rightarrow \frac{1}{80}(m^2 + 14m - 15) = \frac{1}{2}$ | M1 | Correct equation formed |
| $(\times 80) \Rightarrow m^2 + 14m - 15 = 40$ $m^2 + 14m - 55 = 0$ | Adep1 | AG |

## (e)
| $m = \frac{-14 \pm \sqrt{196 + 220}}{2} = \frac{-14 \pm 20.396}{2}$ | M1 | Correct attempt at solving quadratic (by formula, oe). |
| $m = \frac{-14 + 20.396}{2}$ (since $m > 1$) | A1 | cao |
| $m = 3.198$ (3dp) | | |

**Total: 16 marks**

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# **TOTAL: 75 marks**
6 The random variable $X$ has probability density function defined by

$$f ( x ) = \begin{cases} \frac { 1 } { 40 } ( x + 7 ) & 1 \leqslant x \leqslant 5 \\ 0 & \text { otherwise } \end{cases}$$
\begin{enumerate}[label=(\alph*)]
\item Sketch the graph of f.
\item Find the exact value of $\mathrm { E } ( X )$.
\item Prove that the distribution function F , for $1 \leqslant x \leqslant 5$, is defined by

$$\mathrm { F } ( x ) = \frac { 1 } { 80 } ( x + 15 ) ( x - 1 )$$
\item Hence, or otherwise:
\begin{enumerate}[label=(\roman*)]
\item find $\mathrm { P } ( 2.5 \leqslant X \leqslant 4.5 )$;
\item show that the median, $m$, of $X$ satisfies the equation $m ^ { 2 } + 14 m - 55 = 0$.
\end{enumerate}\item Calculate the value of the median of $X$, giving your answer to three decimal places.
\end{enumerate}

\hfill \mbox{\textit{AQA S2 2012 Q6 [16]}}