Edexcel S2 2022 January — Question 4 15 marks

Exam BoardEdexcel
ModuleS2 (Statistics 2)
Year2022
SessionJanuary
Marks15
PaperDownload PDF ↗
Mark schemeDownload PDF ↗
TopicContinuous Probability Distributions and Random Variables
TypeFind or specify CDF
DifficultyStandard +0.3 This is a standard S2 piecewise PDF question requiring routine techniques: sketching, finding k by integration (∫f(x)dx=1), deriving the CDF by integrating each piece, and calculating a probability. While multi-part with several steps, each component follows textbook procedures without requiring novel insight or complex problem-solving. Slightly easier than average due to the straightforward piecewise structure and given E(X) value.
Spec5.03a Continuous random variables: pdf and cdf5.03b Solve problems: using pdf5.03c Calculate mean/variance: by integration5.03d E(g(X)): general expectation formula5.03e Find cdf: by integration

4 The continuous random variable \(X\) has a probability density function given by $$\mathrm { f } ( x ) = \begin{cases} \frac { 1 } { 2 } k ( x - 1 ) & 1 \leqslant x \leqslant 3 \\ k & 3 < x \leqslant 6 \\ \frac { 1 } { 4 } k ( 10 - x ) & 6 < x \leqslant 10 \\ 0 & \text { otherwise } \end{cases}$$ where \(k\) is a positive constant.
  1. Sketch \(\mathrm { f } ( x )\) for all values of \(x\)
  2. Show that \(k = \frac { 1 } { 6 }\)
  3. Specify fully the cumulative distribution function \(\mathrm { F } ( x )\) of \(X\) Given that \(\mathrm { E } ( X ) = \frac { 61 } { 12 }\)
  4. find \(\mathrm { P } ( X > \mathrm { E } ( X ) )\)
  5. Describe the skewness of the distribution, giving a reason for your answer.

Question 4:
Part (a)
AnswerMarks Guidance
AnswerMark Guidance
Correct trapezoid shape starting and ending on \(x\)-axisB1 Correct shape. Must start and end on the \(x\) axis
Labels: 1, 3, 6, 10 on \(x\)-axis and \(k\) on \(y\)-axisB1 Fully correct including 1, 3, 6, 10 and \(k\). Allow \(\frac{1}{6}\) for \(k\). Ignore labels for \(x\) and \(f(x)\) and any extras e.g. \(\frac{k}{2}\)
Part (b)
AnswerMarks Guidance
AnswerMark Guidance
\(\frac{1}{2}(3+9) \times k = 1\) or \(\frac{1}{2}(3-1)k + (6-3)k + \frac{1}{2}(10-6)k = 1\) or \(\frac{1}{2}k\left[\frac{x^2}{2}-x\right]_1^3 + k[x]_3^6 + \frac{1}{4}k\left[10x - \frac{x^2}{2}\right]_6^{10} = 1\)M1 Setting up area of trapezium \(= 1\) or 2 triangles \(+\) a rectangle \(= 1\) or a fully correct integration including limits \(= 1\)
\(k = \frac{1}{6}\)*A1* cso Answer given. Correct solution only with no incorrect working
Part (c)
AnswerMarks Guidance
AnswerMark Guidance
\(\int_1^x \frac{1}{12}(x-1)\,dx\) or \(\int \frac{1}{12}(x-1)\,dx\) and using \(F(1)=0\)M1 For a correct method to find the 2nd line. Allow in terms of \(k\)
\(\int_3^x \frac{1}{6}\,dx + \text{"F(3)"}\) or \(\int \frac{1}{6}\,dx\) and using \(\text{"F(3)"} = \frac{1}{6}\)M1 For a correct method to find the 3rd line, ft their F(3). If using \(+c\) method then ft their \(F(3) = \frac{1}{6}\). Allow in terms of \(k\)
\(\int_6^x \left(\frac{5}{12} - \frac{1}{24}x\right)dx + \text{"F(6)"}\) or \(\int\left(\frac{5}{12}-\frac{1}{24}x\right)dx\) and using \(\text{"F(6)"} = \frac{2}{3}\) or \(F(10)=1\)M1 For a correct method to find the 4th line, ft their F(6). If using \(+c\) method then ft their \(F(6) = \frac{2}{3}\). Allow in terms of \(k\)
\(F(x) = \begin{cases} 0 & x < 1 \\ \frac{1}{24}(x^2-2x+1) & 1 \leqslant x \leqslant 3 \\ \frac{1}{6}(x-2) & 3 < x \leqslant 6 \\ \frac{1}{48}(20x-x^2-52) \text{ or } 1-\frac{(10-x)^2}{48} & 6 < x \leqslant 10 \\ 1 & x > 10 \end{cases}\)A1oe, A1oe, A1oe, B1 Each line correct including inequality (allow \(<\) instead of \(\leqslant\)). B1: 1st and 5th lines correct. All 5 lines must be in terms of the same letter
Part (d)
AnswerMarks Guidance
AnswerMark Guidance
\(P(X > E(X)) = 1 - F\!\left(\frac{61}{12}\right) = 1 - 0.51388\ldots = 0.4861\ldots\) awrt 0.486M1 A1 M1: Use of \(1 - F\!\left(\frac{61}{12}\right)\) using their line of \(F(x)\) for \(3 < x \leqslant 6\). May use integration/area methods. A1: awrt 0.486, allow \(\frac{35}{72}\)
Part (e)
AnswerMarks Guidance
AnswerMark Guidance
Since (d) \(< 0.5\) [the mean is greater than the median] therefore positive (skew), or follow through their sketch in part (a)M1 A1ft M1: For correctly comparing part (d) with 0.5 (may be implied by correct comparison of mean and median). Do not allow "mean is greater than the median" on its own. A1ft: For positive skew or ft their answer. Accept "no (or negligible) skew" following reason that "mean \(\approx\) median". Allow argument based on sketch in part (a)
# Question 4:

## Part (a)
| Answer | Mark | Guidance |
|--------|------|----------|
| Correct trapezoid shape starting and ending on $x$-axis | B1 | Correct shape. Must start and end on the $x$ axis |
| Labels: 1, 3, 6, 10 on $x$-axis and $k$ on $y$-axis | B1 | Fully correct including 1, 3, 6, 10 and $k$. Allow $\frac{1}{6}$ for $k$. Ignore labels for $x$ and $f(x)$ and any extras e.g. $\frac{k}{2}$ |

## Part (b)
| Answer | Mark | Guidance |
|--------|------|----------|
| $\frac{1}{2}(3+9) \times k = 1$ or $\frac{1}{2}(3-1)k + (6-3)k + \frac{1}{2}(10-6)k = 1$ or $\frac{1}{2}k\left[\frac{x^2}{2}-x\right]_1^3 + k[x]_3^6 + \frac{1}{4}k\left[10x - \frac{x^2}{2}\right]_6^{10} = 1$ | M1 | Setting up area of trapezium $= 1$ or 2 triangles $+$ a rectangle $= 1$ or a fully correct integration including limits $= 1$ |
| $k = \frac{1}{6}$* | A1* cso | Answer given. Correct solution only with no incorrect working |

## Part (c)
| Answer | Mark | Guidance |
|--------|------|----------|
| $\int_1^x \frac{1}{12}(x-1)\,dx$ or $\int \frac{1}{12}(x-1)\,dx$ and using $F(1)=0$ | M1 | For a correct method to find the 2nd line. Allow in terms of $k$ |
| $\int_3^x \frac{1}{6}\,dx + \text{"F(3)"}$ or $\int \frac{1}{6}\,dx$ and using $\text{"F(3)"} = \frac{1}{6}$ | M1 | For a correct method to find the 3rd line, ft their F(3). If using $+c$ method then ft their $F(3) = \frac{1}{6}$. Allow in terms of $k$ |
| $\int_6^x \left(\frac{5}{12} - \frac{1}{24}x\right)dx + \text{"F(6)"}$ or $\int\left(\frac{5}{12}-\frac{1}{24}x\right)dx$ and using $\text{"F(6)"} = \frac{2}{3}$ or $F(10)=1$ | M1 | For a correct method to find the 4th line, ft their F(6). If using $+c$ method then ft their $F(6) = \frac{2}{3}$. Allow in terms of $k$ |
| $F(x) = \begin{cases} 0 & x < 1 \\ \frac{1}{24}(x^2-2x+1) & 1 \leqslant x \leqslant 3 \\ \frac{1}{6}(x-2) & 3 < x \leqslant 6 \\ \frac{1}{48}(20x-x^2-52) \text{ or } 1-\frac{(10-x)^2}{48} & 6 < x \leqslant 10 \\ 1 & x > 10 \end{cases}$ | A1oe, A1oe, A1oe, B1 | Each line correct including inequality (allow $<$ instead of $\leqslant$). B1: 1st and 5th lines correct. All 5 lines must be in terms of the same letter |

## Part (d)
| Answer | Mark | Guidance |
|--------|------|----------|
| $P(X > E(X)) = 1 - F\!\left(\frac{61}{12}\right) = 1 - 0.51388\ldots = 0.4861\ldots$ awrt 0.486 | M1 A1 | M1: Use of $1 - F\!\left(\frac{61}{12}\right)$ using their line of $F(x)$ for $3 < x \leqslant 6$. May use integration/area methods. A1: awrt 0.486, allow $\frac{35}{72}$ |

## Part (e)
| Answer | Mark | Guidance |
|--------|------|----------|
| Since (d) $< 0.5$ [the mean is greater than the median] therefore positive (skew), or follow through their sketch in part (a) | M1 A1ft | M1: For correctly comparing part (d) with 0.5 (may be implied by correct comparison of mean and median). Do not allow "mean is greater than the median" on its own. A1ft: For positive skew or ft their answer. Accept "no (or negligible) skew" following reason that "mean $\approx$ median". Allow argument based on sketch in part (a) |

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4 The continuous random variable $X$ has a probability density function given by

$$\mathrm { f } ( x ) = \begin{cases} \frac { 1 } { 2 } k ( x - 1 ) & 1 \leqslant x \leqslant 3 \\ k & 3 < x \leqslant 6 \\ \frac { 1 } { 4 } k ( 10 - x ) & 6 < x \leqslant 10 \\ 0 & \text { otherwise } \end{cases}$$

where $k$ is a positive constant.
\begin{enumerate}[label=(\alph*)]
\item Sketch $\mathrm { f } ( x )$ for all values of $x$
\item Show that $k = \frac { 1 } { 6 }$
\item Specify fully the cumulative distribution function $\mathrm { F } ( x )$ of $X$

Given that $\mathrm { E } ( X ) = \frac { 61 } { 12 }$
\item find $\mathrm { P } ( X > \mathrm { E } ( X ) )$
\item Describe the skewness of the distribution, giving a reason for your answer.\\

\begin{center}

\end{center}
\end{enumerate}

\hfill \mbox{\textit{Edexcel S2 2022 Q4 [15]}}