Edexcel FS1 2022 June — Question 6 14 marks

Exam BoardEdexcel
ModuleFS1 (Further Statistics 1)
Year2022
SessionJune
Marks14
PaperDownload PDF ↗
Mark schemeDownload PDF ↗
TopicProbability Generating Functions
TypeFind PGF from probability distribution
DifficultyStandard +0.3 This is a straightforward Further Statistics 1 question testing standard PGF techniques: verifying a given PGF formula, using derivatives to find mean and variance, combining independent variables, and applying linear transformations. Part (a) is routine verification, parts (b)-(d) apply memorized formulas, and part (e) requires extracting a coefficient. While it's a multi-part question worth several marks, each step follows textbook procedures without requiring problem-solving insight or novel approaches. It's slightly easier than average even for Further Maths because the algebraic manipulation is manageable and all techniques are standard.
Spec5.02a Discrete probability distributions: general5.02b Expectation and variance: discrete random variables5.02c Linear coding: effects on mean and variance

  1. The discrete random variable \(V\) has probability distribution
\(v\)234
\(\mathrm { P } ( V = v )\)\(\frac { 9 } { 25 }\)\(\frac { 12 } { 25 }\)\(\frac { 4 } { 25 }\)
  1. Show that the probability generating function of \(V\) is $$\mathrm { G } _ { V } ( t ) = t ^ { 2 } \left( \frac { 2 } { 5 } t + \frac { 3 } { 5 } \right) ^ { 2 }$$ The discrete random variable \(W\) has probability generating function $$\mathrm { G } _ { W } ( t ) = t \left( \frac { 2 } { 5 } t + \frac { 3 } { 5 } \right) ^ { 5 }$$
  2. Use calculus to find
    1. \(\mathrm { E } ( W )\)
    2. \(\operatorname { Var } ( W )\) Given that \(V\) and \(W\) are independent,
  3. find the probability generating function of \(X = V + W\) in its simplest form. The discrete random variable \(Y = 2 X + 3\)
  4. Find the probability generating function of \(Y\)
  5. Find \(\mathrm { P } ( Y = 15 )\)

Question 6:
Part (a):
AnswerMarks
\(G_v(t) = \dfrac{9}{25}t^2 + \dfrac{12}{25}t^3 + \dfrac{4}{25}t^4\) or \(t^2\!\left(\dfrac{9}{25}+\dfrac{12}{25}t+\dfrac{4}{25}t^2\right)\)M1
\(= t^2\!\left(\dfrac{2}{5}t+\dfrac{3}{5}\right)^2 *\)A1* cso
Part (b)(i):
AnswerMarks
\(G_W'(t) = 2t\!\left(\dfrac{2}{5}t+\dfrac{3}{5}\right)^4 + \left(\dfrac{2}{5}t+\dfrac{3}{5}\right)^5\)M1
\([G_W'(1) =]\ \mathbf{3}\)A1
Part (b)(ii):
AnswerMarks
\(G_W''(t) = 2\!\left(\dfrac{2}{5}t+\dfrac{3}{5}\right)^4 + \dfrac{16}{5}t\!\left(\dfrac{2}{5}t+\dfrac{3}{5}\right)^3 + 2\!\left(\dfrac{2}{5}t+\dfrac{3}{5}\right)^4\)M1
\(G_W''(1) = \dfrac{36}{5}\)A1
\(\text{Var}(W) = "\dfrac{36}{5}" + "3" - ("3")^2\)M1
\(= \dfrac{6}{5}\)A1
Part (c):
AnswerMarks
\(G_X(t) = t^2\!\left(\dfrac{2}{5}t+\dfrac{3}{5}\right)^2 \times t\!\left(\dfrac{2}{5}t+\dfrac{3}{5}\right)^5\)M1
\(= t^3\!\left(\dfrac{2}{5}t+\dfrac{3}{5}\right)^7\)A1
Part (d):
AnswerMarks
\(G_Y(t) = t^3 \times (t^2)^3 \times \left(\dfrac{2}{5}t^2+\dfrac{3}{5}\right)^7\)M1
\(= t^9\!\left(\dfrac{2}{5}t^2+\dfrac{3}{5}\right)^7\)A1
Part (e):
AnswerMarks
\(P(Y=15)\) is coefficient of \(t^{15}\) i.e. \(\ldots + t^9 \times {}^7C_3\!\left(\dfrac{2}{5}t^2\right)^3\!\left(\dfrac{3}{5}\right)^4+\ldots\) or \(P(X=6)\): need coefficient of \(t^6\) i.e. \(\ldots+t^3\times{}^7C_3\!\left(\dfrac{2}{5}t\right)^3\!\left(\dfrac{3}{5}\right)^4+\ldots\)M1
\([P(Y=15) =] \dfrac{22680}{78125} = \dfrac{4536}{15625} = 0.290304\)A1
Question (pgf/probability generating functions):
Part (a):
AnswerMarks Guidance
AnswerMark Guidance
Correct un-simplified pgf based on \(\sum t^v P(V=v)\)M1
Correct simplified answerA1* cso - must see un-simplified version; M1 scored and no incorrect working seen
Part (b)(i):
AnswerMarks Guidance
AnswerMark Guidance
Differentiate using product rule to find \(G_W'(t)\), e.g. \(5 \times \frac{2}{5}t\)M1 Need two terms added, at least one correct; if expanded need 3 correct
\(3\) from correct derivativeA1
Alternative: \(W = P+1\) where \(P \sim B(5, 0.4)\), so \(\text{Var}(W) = \text{Var}(P)\)
AnswerMarks Guidance
\(G_P'(t) = 2\left(\frac{2}{5}t + \frac{3}{5}\right)^4\)M1 2.1
\(G_W'(1) = 2+1 = 3\)A1 1.1b
Part (b)(ii):
AnswerMarks Guidance
AnswerMark Guidance
Attempt \(G_W''(t)\) from their \(G_W'(t)\); must be at least 2 terms or a product, one correct term1stM1 Same rule for differentiating a product
\(\frac{36}{5}\) or \(7.2\) from correct derivative1stA1
\(G_W''(1) + G_W'(1) - \left(G_W'(1)\right)^2\) from their \(G_W''(t)\) if different from \(G_W'(t)\) and \(G_W(t)\)2ndM1
\(\frac{6}{5}\) or \(1.2\)2ndA1 Dep on M3A2
Alternative:
AnswerMarks Guidance
\(G_P''(t) = \frac{16}{5}\left(\frac{2}{5}t+\frac{3}{5}\right)^3\); \(G_P''(1) = \frac{16}{5}\)M1; A1 2.1, 1.1b
\(\text{Var}(W) = \text{"}\frac{16}{5}\text{"}+\text{"2"}-(\text{"2"})^2 = \frac{6}{5}\)M1; A1 2.1, 1.1b
Part (c):
AnswerMarks Guidance
AnswerMark Guidance
Realise need to use \(G_X(t) = G_V(t) \times G_W(t)\)M1
\(t^3\left(\frac{2}{5}t+\frac{3}{5}\right)^7\)A1
Part (d):
AnswerMarks Guidance
AnswerMark Guidance
Realise need to multiply through by \(t^3\) or substitute \(t^2\) for \(t\) in \(t^3 G_X(t^2)\)M1
\(t^9\left(\frac{2}{5}t^2+\frac{3}{5}\right)^7\)A1 Need not be in simplest form
Part (e):
AnswerMarks Guidance
AnswerMark Guidance
Attempt to find correct coefficient of \(t^n\) or identify \(Y = 2J+9\) where \(J \sim B(7, 0.4)\); expression of form \(t^n(at^m+b)^k\)M1 Allow statement \(P(Y=15)=0\) if it follows from their pgf
Correct exact answer or awrt \(0.2903\); allow \(0.29\) from correct expressionA1
## Question 6:

### Part (a):
| $G_v(t) = \dfrac{9}{25}t^2 + \dfrac{12}{25}t^3 + \dfrac{4}{25}t^4$ or $t^2\!\left(\dfrac{9}{25}+\dfrac{12}{25}t+\dfrac{4}{25}t^2\right)$ | M1 | |
| $= t^2\!\left(\dfrac{2}{5}t+\dfrac{3}{5}\right)^2 *$ | A1* cso | |

### Part (b)(i):
| $G_W'(t) = 2t\!\left(\dfrac{2}{5}t+\dfrac{3}{5}\right)^4 + \left(\dfrac{2}{5}t+\dfrac{3}{5}\right)^5$ | M1 | |
| $[G_W'(1) =]\ \mathbf{3}$ | A1 | |

### Part (b)(ii):
| $G_W''(t) = 2\!\left(\dfrac{2}{5}t+\dfrac{3}{5}\right)^4 + \dfrac{16}{5}t\!\left(\dfrac{2}{5}t+\dfrac{3}{5}\right)^3 + 2\!\left(\dfrac{2}{5}t+\dfrac{3}{5}\right)^4$ | M1 | |
| $G_W''(1) = \dfrac{36}{5}$ | A1 | |
| $\text{Var}(W) = "\dfrac{36}{5}" + "3" - ("3")^2$ | M1 | |
| $= \dfrac{6}{5}$ | A1 | |

### Part (c):
| $G_X(t) = t^2\!\left(\dfrac{2}{5}t+\dfrac{3}{5}\right)^2 \times t\!\left(\dfrac{2}{5}t+\dfrac{3}{5}\right)^5$ | M1 | |
| $= t^3\!\left(\dfrac{2}{5}t+\dfrac{3}{5}\right)^7$ | A1 | |

### Part (d):
| $G_Y(t) = t^3 \times (t^2)^3 \times \left(\dfrac{2}{5}t^2+\dfrac{3}{5}\right)^7$ | M1 | |
| $= t^9\!\left(\dfrac{2}{5}t^2+\dfrac{3}{5}\right)^7$ | A1 | |

### Part (e):
| $P(Y=15)$ is coefficient of $t^{15}$ i.e. $\ldots + t^9 \times {}^7C_3\!\left(\dfrac{2}{5}t^2\right)^3\!\left(\dfrac{3}{5}\right)^4+\ldots$ or $P(X=6)$: need coefficient of $t^6$ i.e. $\ldots+t^3\times{}^7C_3\!\left(\dfrac{2}{5}t\right)^3\!\left(\dfrac{3}{5}\right)^4+\ldots$ | M1 | |
| $[P(Y=15) =] \dfrac{22680}{78125} = \dfrac{4536}{15625} = 0.290304$ | A1 | |

# Question (pgf/probability generating functions):

## Part (a):
| Answer | Mark | Guidance |
|--------|------|----------|
| Correct un-simplified pgf based on $\sum t^v P(V=v)$ | M1 | |
| Correct simplified answer | A1* | cso - must see un-simplified version; M1 scored and no incorrect working seen |

## Part (b)(i):
| Answer | Mark | Guidance |
|--------|------|----------|
| Differentiate using product rule to find $G_W'(t)$, e.g. $5 \times \frac{2}{5}t$ | M1 | Need two terms added, at least one correct; if expanded need 3 correct |
| $3$ from correct derivative | A1 | |

**Alternative:** $W = P+1$ where $P \sim B(5, 0.4)$, so $\text{Var}(W) = \text{Var}(P)$
| $G_P'(t) = 2\left(\frac{2}{5}t + \frac{3}{5}\right)^4$ | M1 | 2.1 |
| $G_W'(1) = 2+1 = 3$ | A1 | 1.1b |

## Part (b)(ii):
| Answer | Mark | Guidance |
|--------|------|----------|
| Attempt $G_W''(t)$ from their $G_W'(t)$; must be at least 2 terms or a product, one correct term | 1stM1 | Same rule for differentiating a product |
| $\frac{36}{5}$ or $7.2$ from correct derivative | 1stA1 | |
| $G_W''(1) + G_W'(1) - \left(G_W'(1)\right)^2$ from their $G_W''(t)$ if different from $G_W'(t)$ and $G_W(t)$ | 2ndM1 | |
| $\frac{6}{5}$ or $1.2$ | 2ndA1 | Dep on M3A2 |

**Alternative:**
| $G_P''(t) = \frac{16}{5}\left(\frac{2}{5}t+\frac{3}{5}\right)^3$; $G_P''(1) = \frac{16}{5}$ | M1; A1 | 2.1, 1.1b |
| $\text{Var}(W) = \text{"}\frac{16}{5}\text{"}+\text{"2"}-(\text{"2"})^2 = \frac{6}{5}$ | M1; A1 | 2.1, 1.1b |

## Part (c):
| Answer | Mark | Guidance |
|--------|------|----------|
| Realise need to use $G_X(t) = G_V(t) \times G_W(t)$ | M1 | |
| $t^3\left(\frac{2}{5}t+\frac{3}{5}\right)^7$ | A1 | |

## Part (d):
| Answer | Mark | Guidance |
|--------|------|----------|
| Realise need to multiply through by $t^3$ or substitute $t^2$ for $t$ in $t^3 G_X(t^2)$ | M1 | |
| $t^9\left(\frac{2}{5}t^2+\frac{3}{5}\right)^7$ | A1 | Need not be in simplest form |

## Part (e):
| Answer | Mark | Guidance |
|--------|------|----------|
| Attempt to find correct coefficient of $t^n$ or identify $Y = 2J+9$ where $J \sim B(7, 0.4)$; expression of form $t^n(at^m+b)^k$ | M1 | Allow statement $P(Y=15)=0$ if it follows from their pgf |
| Correct exact answer or awrt $0.2903$; allow $0.29$ from correct expression | A1 | |

---
\begin{enumerate}
  \item The discrete random variable $V$ has probability distribution
\end{enumerate}

\begin{center}
\begin{tabular}{ | l | c | c | c | }
\hline
$v$ & 2 & 3 & 4 \\
\hline
$\mathrm { P } ( V = v )$ & $\frac { 9 } { 25 }$ & $\frac { 12 } { 25 }$ & $\frac { 4 } { 25 }$ \\
\hline
\end{tabular}
\end{center}

(a) Show that the probability generating function of $V$ is

$$\mathrm { G } _ { V } ( t ) = t ^ { 2 } \left( \frac { 2 } { 5 } t + \frac { 3 } { 5 } \right) ^ { 2 }$$

The discrete random variable $W$ has probability generating function

$$\mathrm { G } _ { W } ( t ) = t \left( \frac { 2 } { 5 } t + \frac { 3 } { 5 } \right) ^ { 5 }$$

(b) Use calculus to find\\
(i) $\mathrm { E } ( W )$\\
(ii) $\operatorname { Var } ( W )$

Given that $V$ and $W$ are independent,\\
(c) find the probability generating function of $X = V + W$ in its simplest form.

The discrete random variable $Y = 2 X + 3$\\
(d) Find the probability generating function of $Y$\\
(e) Find $\mathrm { P } ( Y = 15 )$

\hfill \mbox{\textit{Edexcel FS1 2022 Q6 [14]}}