| Exam Board | Edexcel |
|---|---|
| Module | FS1 (Further Statistics 1) |
| Session | Specimen |
| Marks | 14 |
| Paper | Download PDF ↗ |
| Mark scheme | Download PDF ↗ |
| Topic | Probability Generating Functions |
| Type | Given PGF manipulation and properties |
| Difficulty | Standard +0.8 This is a Further Maths Statistics question requiring multiple PGF properties: normalization condition, coefficient extraction, variance formula (E[X(X-1)] + E[X] - E[X]²), and transformation of random variables. While the techniques are standard for FS1, the multi-part nature, algebraic manipulation of the squared binomial, and the transformation in part (d) elevate this above typical A-level questions. It's moderately challenging for Further Maths but not requiring deep insight. |
| Spec | 5.02a Discrete probability distributions: general5.02b Expectation and variance: discrete random variables5.02c Linear coding: effects on mean and variance |
| Answer | Marks | Guidance |
|---|---|---|
| Working/Answer | Mark | Guidance |
| \(G_X(1) = 1\) gives | M1 | 2.1 - Stating \(G_X(1)=1\) |
| \(k \times 6^2 = 1\) so \(k = \frac{1}{36}\) | A1*cso | 1.1b - Fully correct proof with no errors cso |
| Answer | Marks | Guidance |
|---|---|---|
| Working/Answer | Mark | Guidance |
| \(P(X=3)\) = coefficient of \(t^3\) so \(G_X(t) = k(\ldots + 4t^3 \ldots)\) | M1 | 1.1b - Attempting to find coefficient of \(t^3\); may be implied by obtaining \(\frac{1}{9}\) or awrt 0.11 |
| \(P(X=3) = \frac{1}{9}\) | A1 | 1.1b - allow awrt 0.111 |
| Answer | Marks | Guidance |
|---|---|---|
| Working/Answer | Mark | Guidance |
| \(G'_x(t) = 2k(3+t+2t^2)\times(1+4t)\) | M1 | 2.1 - Attempting to find \(G'_x(t)\); allow Chain rule or multiplying out brackets and differentiating |
| \(E(X) = G'_x(1) = 2k(3+1+2)\times(1+4)\) | M1 | 1.1b - Substituting \(t=1\) into \(G'_x(t)\) |
| \(= \frac{5}{3}\) | A1 | 1.1b - allow awrt 1.67 |
| \(G''_x(t) = 2k\Big[(3+t+2t^2)\times 4 + (1+4t)^2\Big]\) | M1, A1 | 2.1, 1.1b - Attempting to find \(G''_x(t)\); accept \(2k\big[(3+t+2t^2)\times 4+(1+4t)^2\big]\) or \(k(48t^2+24t+26)\) o.e. |
| \(G''_x(1) = 2k[6\times 4 + 5^2]\) giving \(\left\{=\frac{49}{18}\right\}\) | M1 | 1.1b - \(2k[6\times 4 + 5^2]\) o.e. |
| \(\text{Var}(X) = G''_x(1) + G'_x(1) - [G'_x(1)]^2 = \frac{49}{18}+\frac{5}{3}-\frac{25}{9}\) | M1 | 2.1 - Using \(G''_x(1)+G'_x(1)-[G'_x(1)]^2\) to find Variance |
| \(= \frac{29}{18}\) | A1*cso | 1.1b |
| Answer | Marks | Guidance |
|---|---|---|
| Working/Answer | Mark | Guidance |
| \(G_{2X+1}(t) = \frac{t}{36}\left(3+t^2+2(t^2)^2\right)^2\) \([\times t\) or sub \(t^2\) for \(t]\) | M1 | 3.1a - Realising the need to \(\times t\) or sub \(t^2\) for \(t\) |
| \(= G_{2X+1}(t) = \frac{t}{36}(3+t^2+2t^4)^2\) | A1 | 1.1b - \(\frac{t}{36}(3+t^2+2t^4)^2\) or \(\frac{t}{36}(9+6t^2+13t^4+4t^6+4t^8)\) o.e. |
# Question 6:
## Part (a):
| Working/Answer | Mark | Guidance |
|---|---|---|
| $G_X(1) = 1$ gives | M1 | 2.1 - Stating $G_X(1)=1$ |
| $k \times 6^2 = 1$ so $k = \frac{1}{36}$ | A1*cso | 1.1b - Fully correct proof with no errors cso |
## Part (b):
| Working/Answer | Mark | Guidance |
|---|---|---|
| $P(X=3)$ = coefficient of $t^3$ so $G_X(t) = k(\ldots + 4t^3 \ldots)$ | M1 | 1.1b - Attempting to find coefficient of $t^3$; may be implied by obtaining $\frac{1}{9}$ or awrt 0.11 |
| $P(X=3) = \frac{1}{9}$ | A1 | 1.1b - allow awrt 0.111 |
## Part (c):
| Working/Answer | Mark | Guidance |
|---|---|---|
| $G'_x(t) = 2k(3+t+2t^2)\times(1+4t)$ | M1 | 2.1 - Attempting to find $G'_x(t)$; allow Chain rule or multiplying out brackets and differentiating |
| $E(X) = G'_x(1) = 2k(3+1+2)\times(1+4)$ | M1 | 1.1b - Substituting $t=1$ into $G'_x(t)$ |
| $= \frac{5}{3}$ | A1 | 1.1b - allow awrt 1.67 |
| $G''_x(t) = 2k\Big[(3+t+2t^2)\times 4 + (1+4t)^2\Big]$ | M1, A1 | 2.1, 1.1b - Attempting to find $G''_x(t)$; accept $2k\big[(3+t+2t^2)\times 4+(1+4t)^2\big]$ or $k(48t^2+24t+26)$ o.e. |
| $G''_x(1) = 2k[6\times 4 + 5^2]$ giving $\left\{=\frac{49}{18}\right\}$ | M1 | 1.1b - $2k[6\times 4 + 5^2]$ o.e. |
| $\text{Var}(X) = G''_x(1) + G'_x(1) - [G'_x(1)]^2 = \frac{49}{18}+\frac{5}{3}-\frac{25}{9}$ | M1 | 2.1 - Using $G''_x(1)+G'_x(1)-[G'_x(1)]^2$ to find Variance |
| $= \frac{29}{18}$ | A1*cso | 1.1b |
## Part (d):
| Working/Answer | Mark | Guidance |
|---|---|---|
| $G_{2X+1}(t) = \frac{t}{36}\left(3+t^2+2(t^2)^2\right)^2$ $[\times t$ or sub $t^2$ for $t]$ | M1 | 3.1a - Realising the need to $\times t$ or sub $t^2$ for $t$ |
| $= G_{2X+1}(t) = \frac{t}{36}(3+t^2+2t^4)^2$ | A1 | 1.1b - $\frac{t}{36}(3+t^2+2t^4)^2$ or $\frac{t}{36}(9+6t^2+13t^4+4t^6+4t^8)$ o.e. |
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\begin{enumerate}
\item The probability generating function of the discrete random variable $X$ is given by
\end{enumerate}
$$G _ { x } ( t ) = k \left( 3 + t + 2 t ^ { 2 } \right) ^ { 2 }$$
(a) Show that $\mathrm { k } = \frac { 1 } { 36 }$\\
(b) Find $\mathrm { P } ( \mathrm { X } = 3 )$\\
(c) Show that $\operatorname { Var } ( \mathrm { X } ) = \frac { 29 } { 18 }$\\
(d) Find the probability generating function of $2 \mathrm { X } + 1$\\
\section*{Q uestion 6 continued}
\section*{Q uestion 6 continued}
\section*{Q uestion 6 continued}
\hfill \mbox{\textit{Edexcel FS1 Q6 [14]}}