OCR S2 2010 June — Question 8 12 marks

Exam BoardOCR
ModuleS2 (Statistics 2)
Year2010
SessionJune
Marks12
PaperDownload PDF ↗
Mark schemeDownload PDF ↗
TopicContinuous Probability Distributions and Random Variables
TypeSingle-piece PDF with k
DifficultyStandard +0.3 This is a standard S2 probability density function question requiring integration to find k, variance calculation, and solving an equation. All techniques are routine for this module, though part (iii) requires careful algebraic manipulation. Slightly above average due to the multi-step nature and algebraic complexity, but follows predictable patterns for S2 questions.
Spec5.03a Continuous random variables: pdf and cdf5.03b Solve problems: using pdf5.03c Calculate mean/variance: by integration

8 The continuous random variable \(X\) has probability density function given by $$\mathrm { f } ( x ) = \begin{cases} k x ^ { - a } & x \geqslant 1 \\ 0 & \text { otherwise } \end{cases}$$ where \(k\) and \(a\) are constants and \(a\) is greater than 1 .
  1. Show that \(k = a - 1\).
  2. Find the variance of \(X\) in the case \(a = 4\).
  3. It is given that \(\mathrm { P } ( X < 2 ) = 0.9\). Find the value of \(a\), correct to 3 significant figures.

Question 8:
Part (i):
AnswerMarks Guidance
AnswerMark Guidance
\(\int_1^\infty kx^{-a}\,dx = \left[k\frac{x^{-a+1}}{-a+1}\right]_1^\infty\)M1 Integrate \(f(x)\), limits 1 and \(\infty\) (at some stage)
B1Correct indefinite integral
Correctly obtain \(k = a-1\) AGA1 3 Correctly obtain given answer; treatment of \(\infty\) must not be wrong; not \(k^{-a+1}\)
Part (ii):
AnswerMarks Guidance
AnswerMark Guidance
\(\int_1^\infty 3x^{-3}\,dx = \left[3\frac{x^{-2}}{-2}\right]_1^\infty = 1\tfrac{1}{2}\)M1 Integrate \(xf(x)\), limits 1 and \(\infty\); [\(x^3\) is *not* MR]
\(\int_1^\infty 3x^{-2}\,dx = \left[3\frac{x^{-1}}{-1}\right]_1^\infty - (1\tfrac{1}{2})^2\)M1 Integrate \(x^2f(x)\), correct limits
A1Either \(\mu = 1\tfrac{1}{2}\) or \(E(X^2)=3\) stated or implied, allow \(k\), \(k/2\)
M1Subtract their numerical \(\mu^2\), allow letter if subs later
Answer \(\frac{3}{4}\)A1 5 Final answer \(\frac{3}{4}\) or 0.75 only, cwo, e.g. not from \(\mu=-1\tfrac{1}{2}\). [SR: Limits 0,1: can get (i) B1, (ii) M1M1M1]
Part (iii):
AnswerMarks Guidance
AnswerMark Guidance
\(\int_1^2 (a-1)x^{-a}\,dx = \left[-x^{-a+1}\right]_1^2 = 0.9\)M1* Equate \(\int f(x)\,dx\), one limit 2, to 0.9 or 0.1. [Normal: 0 ex 4]
\(1 - \frac{1}{2^{a-1}} = 0.9,\quad 2^{a-1} = 10\)dep\*M1 Solve equation of this form to get \(2^{a-1} =\) number
M1 indepUse logs or equivalent to solve \(2^{a-1} =\) number
\(a = 4.322\)A1 4 Answer a.r.t. 4.32. T&I: (M1M1) B2 or B0
# Question 8:

## Part (i):
| Answer | Mark | Guidance |
|--------|------|----------|
| $\int_1^\infty kx^{-a}\,dx = \left[k\frac{x^{-a+1}}{-a+1}\right]_1^\infty$ | M1 | Integrate $f(x)$, limits 1 and $\infty$ (at some stage) |
| | B1 | Correct indefinite integral |
| Correctly obtain $k = a-1$ **AG** | A1 **3** | Correctly obtain given answer; treatment of $\infty$ must not be wrong; not $k^{-a+1}$ |

## Part (ii):
| Answer | Mark | Guidance |
|--------|------|----------|
| $\int_1^\infty 3x^{-3}\,dx = \left[3\frac{x^{-2}}{-2}\right]_1^\infty = 1\tfrac{1}{2}$ | M1 | Integrate $xf(x)$, limits 1 and $\infty$; [$x^3$ is *not* MR] |
| $\int_1^\infty 3x^{-2}\,dx = \left[3\frac{x^{-1}}{-1}\right]_1^\infty - (1\tfrac{1}{2})^2$ | M1 | Integrate $x^2f(x)$, correct limits |
| | A1 | Either $\mu = 1\tfrac{1}{2}$ or $E(X^2)=3$ stated or implied, allow $k$, $k/2$ |
| | M1 | Subtract their numerical $\mu^2$, allow letter if subs later |
| Answer $\frac{3}{4}$ | A1 **5** | Final answer $\frac{3}{4}$ or 0.75 only, cwo, e.g. not from $\mu=-1\tfrac{1}{2}$. [SR: Limits 0,1: can get (i) B1, (ii) M1M1M1] |

## Part (iii):
| Answer | Mark | Guidance |
|--------|------|----------|
| $\int_1^2 (a-1)x^{-a}\,dx = \left[-x^{-a+1}\right]_1^2 = 0.9$ | M1* | Equate $\int f(x)\,dx$, one limit 2, to 0.9 or 0.1. [Normal: 0 ex 4] |
| $1 - \frac{1}{2^{a-1}} = 0.9,\quad 2^{a-1} = 10$ | dep\*M1 | Solve equation of this form to get $2^{a-1} =$ number |
| | M1 indep | Use logs or equivalent to solve $2^{a-1} =$ number |
| $a = 4.322$ | A1 **4** | Answer a.r.t. 4.32. T&I: (M1M1) B2 or B0 |

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

$$\mathrm { f } ( x ) = \begin{cases} k x ^ { - a } & x \geqslant 1 \\ 0 & \text { otherwise } \end{cases}$$

where $k$ and $a$ are constants and $a$ is greater than 1 .\\
(i) Show that $k = a - 1$.\\
(ii) Find the variance of $X$ in the case $a = 4$.\\
(iii) It is given that $\mathrm { P } ( X < 2 ) = 0.9$. Find the value of $a$, correct to 3 significant figures.

\hfill \mbox{\textit{OCR S2 2010 Q8 [12]}}