CAIE S2 2023 June — Question 7 8 marks

Exam BoardCAIE
ModuleS2 (Statistics 2)
Year2023
SessionJune
Marks8
PaperDownload PDF ↗
Mark schemeDownload PDF ↗
TopicContinuous Probability Distributions and Random Variables
TypeVerify algebraic PDF formula
DifficultyStandard +0.3 This is a straightforward S2 question requiring verification that a PDF integrates to 1 (using the area formula for a semicircle) and basic geometry/trigonometry to find a probability. The semicircle setup makes the integration trivial, and finding the angle uses standard inverse trig. Slightly easier than average due to the geometric shortcut avoiding actual integration.
Spec5.03a Continuous random variables: pdf and cdf5.03b Solve problems: using pdf

7 \includegraphics[max width=\textwidth, alt={}, center]{10cf346f-dee2-4223-8caa-2a49f1eaa99f-10_547_880_260_621} A random variable \(X\) has probability density function f , where the graph of \(y = \mathrm { f } ( x )\) is a semicircle with centre \(( 0,0 )\) and radius \(\sqrt { \frac { 2 } { \pi } }\), entirely above the \(x\)-axis. Elsewhere \(\mathrm { f } ( x ) = 0\) (see diagram).
  1. Verify that f can be a probability density function. \(A\) and \(B\) are the points where the line \(x = \sqrt { \frac { 1 } { \pi } }\) meets the \(x\)-axis and the semicircle respectively.
  2. Show that angle \(A O B\) is \(\frac { 1 } { 4 } \pi\) radians and hence find \(\mathrm { P } \left( X > \sqrt { \frac { 1 } { \pi } } \right)\).

Question 7(a):
AnswerMarks Guidance
AnswerMark Guidance
\(\frac{1}{2}\pi\left(\sqrt{\frac{2}{\pi}}\right)^2\)M1
\(= 1\), which is the area under a PDF \([\text{and } f(x) \geq 0]\)A1 Result and statement are both needed.
2
Question 7(b):
AnswerMarks Guidance
AnswerMark Guidance
\(\cos^{-1}\left(\frac{\sqrt{\frac{1}{\pi}}}{\sqrt{\frac{2}{\pi}}}\right) = \frac{\pi}{4}\)B1 AG. Accept alternative approaches, e.g. using Pythagoras, tangent, or isosceles right-angle triangles. Answer should be convincingly obtained and all correct.
Area of sector \(= \frac{1}{4}\)B1
Area of triangle \(AOB = \frac{1}{2}OA \times OB = \frac{1}{2} \times \sqrt{\frac{1}{\pi}} \times \sqrt{\frac{2}{\pi} - \frac{1}{\pi}}\) or Area of triangle \(AOB = \frac{1}{2}OA \times OB \times \sin(AOB) = \frac{1}{2} \times \sqrt{\frac{1}{\pi}} \times \sqrt{\frac{2}{\pi}} \sin\frac{\pi}{4}\)M1 Accept alternative approaches. Note: \(AB = \sqrt{0.7979^2 - 0.5642^2}\ [= 0.5642]\). Allow values to 3sf.
\(\frac{1}{2\pi}\) or \(0.1592\)A1
\(\frac{1}{4} - \frac{1}{2\pi}\) or \(0.25 - 0.1592\)M1 Attempt area of sector \(-\) area of triangle \(AOB\).
\(= \frac{1}{4} - \frac{1}{2\pi}\) or \(0.0908\) (3sf)A1
Question 7(b) Alternative Method (Using Integration):
AnswerMarks Guidance
AnswerMarks Guidance
Find equation of curve \(x^2 + y^2 = \frac{2}{\pi}\)M1
\(y = \sqrt{\frac{2}{\pi} - x^2}\)A1
Attempt to integrate (any limits)M1
Use of correct limits \(\sqrt{\frac{1}{\pi}}\) to \(\sqrt{\frac{2}{\pi}}\)B1
Correct integration with correct limitsA1
\(= \frac{1}{4} - \frac{1}{2\pi}\) or \(0.0908\) (3sf)A1 Correct final answer.
Total6
## Question 7(a):

| Answer | Mark | Guidance |
|--------|------|----------|
| $\frac{1}{2}\pi\left(\sqrt{\frac{2}{\pi}}\right)^2$ | M1 | |
| $= 1$, which is the area under a PDF $[\text{and } f(x) \geq 0]$ | A1 | Result and statement are both needed. |
| | **2** | |

## Question 7(b):

| Answer | Mark | Guidance |
|--------|------|----------|
| $\cos^{-1}\left(\frac{\sqrt{\frac{1}{\pi}}}{\sqrt{\frac{2}{\pi}}}\right) = \frac{\pi}{4}$ | B1 | AG. Accept alternative approaches, e.g. using Pythagoras, tangent, or isosceles right-angle triangles. Answer should be convincingly obtained and all correct. |
| Area of sector $= \frac{1}{4}$ | B1 | |
| Area of triangle $AOB = \frac{1}{2}OA \times OB = \frac{1}{2} \times \sqrt{\frac{1}{\pi}} \times \sqrt{\frac{2}{\pi} - \frac{1}{\pi}}$ or Area of triangle $AOB = \frac{1}{2}OA \times OB \times \sin(AOB) = \frac{1}{2} \times \sqrt{\frac{1}{\pi}} \times \sqrt{\frac{2}{\pi}} \sin\frac{\pi}{4}$ | M1 | Accept alternative approaches. Note: $AB = \sqrt{0.7979^2 - 0.5642^2}\ [= 0.5642]$. Allow values to 3sf. |
| $\frac{1}{2\pi}$ or $0.1592$ | A1 | |
| $\frac{1}{4} - \frac{1}{2\pi}$ or $0.25 - 0.1592$ | M1 | Attempt area of sector $-$ area of triangle $AOB$. |
| $= \frac{1}{4} - \frac{1}{2\pi}$ or $0.0908$ (3sf) | A1 | |

## Question 7(b) Alternative Method (Using Integration):

| Answer | Marks | Guidance |
|--------|-------|----------|
| Find equation of curve $x^2 + y^2 = \frac{2}{\pi}$ | M1 | |
| $y = \sqrt{\frac{2}{\pi} - x^2}$ | A1 | |
| Attempt to integrate (any limits) | M1 | |
| Use of correct limits $\sqrt{\frac{1}{\pi}}$ to $\sqrt{\frac{2}{\pi}}$ | B1 | |
| Correct integration with correct limits | A1 | |
| $= \frac{1}{4} - \frac{1}{2\pi}$ or $0.0908$ (3sf) | A1 | Correct final answer. |
| **Total** | **6** | |

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7\\
\includegraphics[max width=\textwidth, alt={}, center]{10cf346f-dee2-4223-8caa-2a49f1eaa99f-10_547_880_260_621}

A random variable $X$ has probability density function f , where the graph of $y = \mathrm { f } ( x )$ is a semicircle with centre $( 0,0 )$ and radius $\sqrt { \frac { 2 } { \pi } }$, entirely above the $x$-axis. Elsewhere $\mathrm { f } ( x ) = 0$ (see diagram).
\begin{enumerate}[label=(\alph*)]
\item Verify that f can be a probability density function.\\

$A$ and $B$ are the points where the line $x = \sqrt { \frac { 1 } { \pi } }$ meets the $x$-axis and the semicircle respectively.
\item Show that angle $A O B$ is $\frac { 1 } { 4 } \pi$ radians and hence find $\mathrm { P } \left( X > \sqrt { \frac { 1 } { \pi } } \right)$.
\end{enumerate}

\hfill \mbox{\textit{CAIE S2 2023 Q7 [8]}}