AQA S3 2009 June — Question 5 10 marks

Exam BoardAQA
ModuleS3 (Statistics 3)
Year2009
SessionJune
Marks10
PaperDownload PDF ↗
Mark schemeDownload PDF ↗
TopicApproximating Binomial to Normal Distribution
TypeDerive binomial mean and variance
DifficultyModerate -0.3 This is a structured multi-part question requiring standard variance derivation using E(X(X-1)), then solving simultaneous equations, and applying normal approximation with continuity correction. All techniques are routine S3 material with clear signposting and no novel problem-solving required, making it slightly easier than average.
Spec2.04d Normal approximation to binomial5.02d Binomial: mean np and variance np(1-p)

5 The random variable \(X\) has a binomial distribution with parameters \(n\) and \(p\).
  1. Given that $$\mathrm { E } ( X ) = n p \quad \text { and } \quad \mathrm { E } ( X ( X - 1 ) ) = n ( n - 1 ) p ^ { 2 }$$ find an expression for \(\operatorname { Var } ( X )\).
  2. Given that \(X\) has a mean of 36 and a standard deviation of 4.8:
    1. find values for \(n\) and \(p\);
    2. use a distributional approximation to estimate \(\mathrm { P } ( 30 < X < 40 )\).

Question 5:
Part (a):
AnswerMarks Guidance
Answer/WorkingMark Guidance
\(\text{Var}(X) = E(X^2) - [E(X)]^2\)M1 Used; may be implied
\(= E[X(X-1)] + E(X) - [E(X)]^2 = n(n-1)p^2 + np - n^2p^2\)M1 Rearranging & substitution
\(= np - np^2 = np(1-p)\)A1 3
OR: \(E[X(X-1)] = E(X^2) - E(X) = n(n-1)p^2 = n^2p^2 - np^2\)(M1) Expansion & substitution
\(\text{Var}(X) = E(X^2)-[E(X)]^2 = \{n^2p^2 - np^2 + E(X)\} - n^2p^2\)(M1) Used; may be implied
\(= np - np^2 = np(1-p)\)(A1) 3
Part (b)(i):
AnswerMarks Guidance
Answer/WorkingMark Guidance
Mean \(= np = 36\), \(\text{SD} = \sqrt{np(1-p)} = 4.8\)B1 Both CAO
\(36(1-p) = 4.8^2\)M1 Attempt to solve for \(p\) or \(n\)
\(n = 100\) & \(p = 0.36\)A1 3
Part (b)(ii):
AnswerMarks Guidance
Answer/WorkingMark Guidance
\(P(30 < X < 40) = P\!\left(Z < \dfrac{39.5-36}{4.8}\right) - P\!\left(Z < \dfrac{30.5-36}{4.8}\right)\)M1 Standardising (39.5, 40 or 40.5) or (29.5, 30 or 30.5) with 36 and 4.8 and/or \((36-x)\)
B1Use of 39.5 & 30.5
\(P(Z<0.73) - P(Z<-1.15)\)
\(= P(Z<0.73) - [1-P(Z<1.15)]\)m1 Area change
\(= 0.76730 - [1-(0.87286 \text{ to } 0.87493)]\)
\(= 0.64\) to \(0.643\)A1 4
# Question 5:

**Part (a):**

| Answer/Working | Mark | Guidance |
|---|---|---|
| $\text{Var}(X) = E(X^2) - [E(X)]^2$ | M1 | Used; may be implied |
| $= E[X(X-1)] + E(X) - [E(X)]^2 = n(n-1)p^2 + np - n^2p^2$ | M1 | Rearranging & substitution |
| $= np - np^2 = np(1-p)$ | A1 | 3 | Or equivalent |
| **OR:** $E[X(X-1)] = E(X^2) - E(X) = n(n-1)p^2 = n^2p^2 - np^2$ | (M1) | Expansion & substitution |
| $\text{Var}(X) = E(X^2)-[E(X)]^2 = \{n^2p^2 - np^2 + E(X)\} - n^2p^2$ | (M1) | Used; may be implied |
| $= np - np^2 = np(1-p)$ | (A1) | 3 | Or equivalent |

**Part (b)(i):**

| Answer/Working | Mark | Guidance |
|---|---|---|
| Mean $= np = 36$, $\text{SD} = \sqrt{np(1-p)} = 4.8$ | B1 | Both CAO |
| $36(1-p) = 4.8^2$ | M1 | Attempt to solve for $p$ or $n$ |
| $n = 100$ & $p = 0.36$ | A1 | 3 | Both CAO |

**Part (b)(ii):**

| Answer/Working | Mark | Guidance |
|---|---|---|
| $P(30 < X < 40) = P\!\left(Z < \dfrac{39.5-36}{4.8}\right) - P\!\left(Z < \dfrac{30.5-36}{4.8}\right)$ | M1 | Standardising (39.5, 40 or 40.5) or (29.5, 30 or 30.5) with 36 and 4.8 and/or $(36-x)$ |
| | B1 | Use of 39.5 & 30.5 |
| $P(Z<0.73) - P(Z<-1.15)$ | | |
| $= P(Z<0.73) - [1-P(Z<1.15)]$ | m1 | Area change |
| $= 0.76730 - [1-(0.87286 \text{ to } 0.87493)]$ | | |
| $= 0.64$ to $0.643$ | A1 | 4 | AWFW (0.64112) |

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5 The random variable $X$ has a binomial distribution with parameters $n$ and $p$.
\begin{enumerate}[label=(\alph*)]
\item Given that

$$\mathrm { E } ( X ) = n p \quad \text { and } \quad \mathrm { E } ( X ( X - 1 ) ) = n ( n - 1 ) p ^ { 2 }$$

find an expression for $\operatorname { Var } ( X )$.
\item Given that $X$ has a mean of 36 and a standard deviation of 4.8:
\begin{enumerate}[label=(\roman*)]
\item find values for $n$ and $p$;
\item use a distributional approximation to estimate $\mathrm { P } ( 30 < X < 40 )$.
\end{enumerate}\end{enumerate}

\hfill \mbox{\textit{AQA S3 2009 Q5 [10]}}