Edexcel S2 2017 January — Question 4 10 marks

Exam BoardEdexcel
ModuleS2 (Statistics 2)
Year2017
SessionJanuary
Marks10
PaperDownload PDF ↗
Mark schemeDownload PDF ↗
TopicContinuous Probability Distributions and Random Variables
TypeDirect variance calculation from pdf
DifficultyStandard +0.3 This is a straightforward S2 question requiring standard application of E(X) and Var(X) formulas with polynomial integration. Parts (a)-(b) involve routine algebraic integration of x³ and x⁴ terms. Parts (c)-(d) test basic understanding of model appropriateness. Slightly easier than average due to the simple polynomial form and standard technique application.
Spec5.03a Continuous random variables: pdf and cdf5.03b Solve problems: using pdf5.03c Calculate mean/variance: by integration

  1. The time, in thousands of hours, that a certain electrical component will last is modelled by the random variable \(X\), with probability density function
$$f ( x ) = \begin{cases} \frac { 3 } { 64 } x ^ { 2 } ( 4 - x ) & 0 \leqslant x \leqslant 4 \\ 0 & \text { otherwise } \end{cases}$$ Using this model, find, by algebraic integration,
  1. the mean number of hours that a component will last,
  2. the standard deviation of \(X\). \begin{figure}[h]
    \includegraphics[alt={},max width=\textwidth]{ce1f9aa7-cf16-4293-98b1-157eed35b761-06_478_974_1069_479} \captionsetup{labelformat=empty} \caption{Figure 1}
    \end{figure} Figure 1 shows a sketch of the probability density function of the random variable \(X\).
  3. Give a reason why the random variable \(X\) might be unsuitable as a model for the time, in thousands of hours, that these electrical components will last.
  4. Sketch a probability density function of a more realistic model.

\begin{enumerate}
  \item The time, in thousands of hours, that a certain electrical component will last is modelled by the random variable $X$, with probability density function
\end{enumerate}

$$f ( x ) = \begin{cases} \frac { 3 } { 64 } x ^ { 2 } ( 4 - x ) & 0 \leqslant x \leqslant 4 \\ 0 & \text { otherwise } \end{cases}$$

Using this model, find, by algebraic integration,\\
(a) the mean number of hours that a component will last,\\
(b) the standard deviation of $X$.

\begin{figure}[h]
\begin{center}
  \includegraphics[alt={},max width=\textwidth]{ce1f9aa7-cf16-4293-98b1-157eed35b761-06_478_974_1069_479}
\captionsetup{labelformat=empty}
\caption{Figure 1}
\end{center}
\end{figure}

Figure 1 shows a sketch of the probability density function of the random variable $X$.\\
(c) Give a reason why the random variable $X$ might be unsuitable as a model for the time, in thousands of hours, that these electrical components will last.\\
(d) Sketch a probability density function of a more realistic model.

\hfill \mbox{\textit{Edexcel S2 2017 Q4 [10]}}