| Exam Board | Edexcel |
|---|---|
| Module | CP AS (Core Pure AS) |
| Year | 2019 |
| Session | June |
| Marks | 12 |
| Paper | Download PDF ↗ |
| Mark scheme | Download PDF ↗ |
| Topic | Matrices |
| Type | Applied matrix modeling problems |
| Difficulty | Standard +0.8 This is a multi-part applied matrix modeling question requiring interpretation of matrix entries, matrix inversion with parameters, solving for unknowns using given data, and critically evaluating/refining the model. While individual techniques (matrix inversion, solving equations) are standard A-level, the combination of contextual interpretation, working backwards from population data, and model refinement requires sustained problem-solving across multiple steps, placing it moderately above average difficulty. |
| Spec | 4.03n Inverse 2x2 matrix4.03o Inverse 3x3 matrix4.03r Solve simultaneous equations: using inverse matrix |
| Answer | Marks | Guidance |
|---|---|---|
| Answer | Mark | Guidance |
| \(a\) represents the proportion of juvenile chimpanzees that survive and remain juvenile chimpanzees the next year | B1 | Must be clear it is the proportion of juveniles that remain as juveniles; do not accept "surviving juveniles"; accept "do not become adults" |
| Answer | Marks | Guidance |
|---|---|---|
| Answer | Mark | Guidance |
| Determinant \(= 0.82a - 0.08 \times 0.15\) | M1 | Attempts determinant in terms of \(a\); allow \(0.82a - 0.12\) as a slip |
| \(\begin{pmatrix} a & 0.15 \\ 0.08 & 0.82 \end{pmatrix}^{-1} = \cdots\begin{pmatrix} 0.82 & -0.15 \\ -0.08 & a \end{pmatrix}\) | M1 | Attempts form of inverse, swapped leading diagonals and sign changed on off-diagonals; signs must be correct |
| \(\begin{pmatrix} a & 0.15 \\ 0.08 & 0.82 \end{pmatrix}^{-1} = \dfrac{1}{0.82a-0.012}\begin{pmatrix} 0.82 & -0.15 \\ -0.08 & a \end{pmatrix}\) | A1 | Correct inverse matrix |
| Answer | Marks | Guidance |
|---|---|---|
| Answer | Mark | Guidance |
| \(\begin{pmatrix} a & 0.15 \\ 0.08 & 0.82 \end{pmatrix}^{-1}\begin{pmatrix} 15360 \\ 43008 \end{pmatrix} = \dfrac{1}{0.82a-0.012}\begin{pmatrix} 0.82\times15360 - 0.15\times43008 \\ (-0.08)\times15360 + 43008a \end{pmatrix}\) | M1 | Uses inverse matrix to find initial juvenile and adult populations; may have determinant 1; alternatively sets up simultaneous equations \(15360 = aJ_0 + 0.15\times A_0\) and \(43008 = 0.08\times J_0 + 0.82\times A_0\) |
| \(\dfrac{1}{0.82a-0.012}\left[6144 + (43008a - 1228.8)\right] = 64000\) leading to \(a = \ldots\) | M1 | Uses sum of initial populations equals 64000 to find \(a\); if using alternative, uses \(A_0 = 64000 - J_0\) |
| \(a = \dfrac{5683.2}{9472} = 0.60\) | A1 | Correct value; accept \(0.60\) or \(\dfrac{3}{5}\) |
| Answer | Marks | Guidance |
|---|---|---|
| Answer | Mark | Guidance |
| Initial juvenile population \(= \dfrac{\text{"6144"}}{\text{"0.48"}} = 12800\) | M1 | Uses their \(a\) to find \(J_0\); mark may be gained from work in (ii) if alternative used |
| Change of 2560 juvenile chimpanzees | A1 | Correct difference found; no contradictory statement; "decrease of 2560" is A0 |
| Answer | Marks | Guidance |
|---|---|---|
| Answer | Mark | Guidance |
| As the number of juveniles has increased, the model is not initially predicting a decline, so is not suitable in the short term | B1ft | Follow through on answer to (b); must have attempted to find at least a value for \(J_0\); if decrease found, allow comment that model is suitable |
| Answer | Marks | Guidance |
|---|---|---|
| Answer | Mark | Guidance |
| Introduces a third category for chimpanzees aged 40 and above (Mature \(M_n\)) and sets up a matrix multiplication of increased dimension | M1 | Dimension of matrix should be 3 in at least either row or column; \(3\times1\) column vector required; accept \(3\times3\), \(3\times2\), or \(2\times3\) matrices with all three categories |
| \(\begin{pmatrix} J_{n+1} \\ A_{n+1} \\ M_{n+1} \end{pmatrix} = \begin{pmatrix} a & b & \underline{0} \\ 0.08 & c & 0 \\ 0 & d & e \end{pmatrix}\begin{pmatrix} J_n \\ A_n \\ M_n \end{pmatrix}\) | A1 | Underlined zero must be correct (no new juveniles from mature); overlook other values; ideally other zeros shown to indicate mature chimpanzees do not regress and juveniles cannot proceed directly to mature |
| Answer | Marks | Guidance |
|---|---|---|
| Answer | Mark | Guidance |
| As per main scheme | B1, M1 | |
| \(d^2 = (-400+600\lambda)^2 + (200-100\lambda)^2 + (-250+100\lambda)^2\) \(= 380000\lambda^2 - 570000\lambda + 262500\) \(= 380000\!\left(\lambda - \dfrac{3}{4}\right)^2 + 48750 \Rightarrow \lambda = \ldots\) | dM1 | Attempts distance or distance squared of \(\overrightarrow{MX}\), expands and completes the square to find value of \(\lambda\) for minimum distance; look for \(A(B\lambda-C)^2 - D + \text{"262500"}\) where \(A,B,C,D \neq 0\) |
| As per main scheme | M1, A1 |
| Answer | Marks | Guidance |
|---|---|---|
| Answer | Mark | Guidance |
| Length of tunnel is \(\sqrt{\text{"48750"}} = \ldots\) | M1 | |
| Awrt 221m from correct working; completion of square must have been correct | A1 | Must include units |
| Answer | Marks | Guidance |
|---|---|---|
| Answer | Mark | Guidance |
| As per main scheme | B1, M1 | |
| \(d^2 = (-400+600\lambda)^2+(200-100\lambda)^2+(-250+100\lambda)^2\) \(= 380000\lambda^2 - 570000\lambda + 262500\) \(\dfrac{d}{dx}(d^2)=0 \Rightarrow 760000\lambda - 570000 = 0 \Rightarrow \lambda = \ldots\) | dM1 | Differentiates and sets to zero to find \(\lambda\) |
| As per main scheme | M1, A1 |
| Answer | Marks | Guidance |
|---|---|---|
| Answer | Mark | Guidance |
| Length of tunnel is \(\sqrt{(150-100)^2+(325-200)^2+(-75-100)^2} = \ldots\) | M1 | |
| Awrt 221m from correct working; differentiation must have been correct | A1 | Must include units |
| Answer | Marks | Guidance |
|---|---|---|
| Answer | Mark | Guidance |
| \(k=200\) | B1 | |
| \(\overrightarrow{MP} = \begin{pmatrix}-400\\200\\-250\end{pmatrix} \Rightarrow \cos\theta = \dfrac{\begin{pmatrix}-400\\200\\-250\end{pmatrix}\cdot\begin{pmatrix}600\\-100\\100\end{pmatrix}}{\sqrt{(-400)^2+200^2+(-250)^2}\,\sqrt{600^2+(-100)^2+100^2}}\) | M1 | Finds \(\overrightarrow{MP}\) (or \(\overrightarrow{MQ}\)) and attempts scalar product formula with direction of line to find angle |
| \(\Rightarrow \ | \overrightarrow{PX}\ | = \ |
| \(\overrightarrow{OX} = \begin{pmatrix}-300\\400\\-150\end{pmatrix} + \dfrac{\ | \overrightarrow{PX}\ | }{\left\ |
| Coordinates of \(X\) are \((150, 325, -75)\) | A1 |
| Answer | Marks | Guidance |
|---|---|---|
| Answer | Mark | Guidance |
| Length of tunnel is \(\ | \overrightarrow{MP}\ | \sin\theta = \ldots\) |
| Awrt 221m from correct working | A1 | Must include units; accept awrt 221m or \(25\sqrt{78}\) m |
# Question 10:
## Part (a):
| Answer | Mark | Guidance |
|--------|------|----------|
| $a$ represents the proportion of juvenile chimpanzees that survive and **remain** juvenile chimpanzees the next year | B1 | Must be clear it is the proportion of juveniles that remain as juveniles; do not accept "surviving juveniles"; accept "do not become adults" |
## Part (b)(i):
| Answer | Mark | Guidance |
|--------|------|----------|
| Determinant $= 0.82a - 0.08 \times 0.15$ | M1 | Attempts determinant in terms of $a$; allow $0.82a - 0.12$ as a slip |
| $\begin{pmatrix} a & 0.15 \\ 0.08 & 0.82 \end{pmatrix}^{-1} = \cdots\begin{pmatrix} 0.82 & -0.15 \\ -0.08 & a \end{pmatrix}$ | M1 | Attempts form of inverse, swapped leading diagonals and sign changed on off-diagonals; signs must be correct |
| $\begin{pmatrix} a & 0.15 \\ 0.08 & 0.82 \end{pmatrix}^{-1} = \dfrac{1}{0.82a-0.012}\begin{pmatrix} 0.82 & -0.15 \\ -0.08 & a \end{pmatrix}$ | A1 | Correct inverse matrix |
## Part (b)(ii):
| Answer | Mark | Guidance |
|--------|------|----------|
| $\begin{pmatrix} a & 0.15 \\ 0.08 & 0.82 \end{pmatrix}^{-1}\begin{pmatrix} 15360 \\ 43008 \end{pmatrix} = \dfrac{1}{0.82a-0.012}\begin{pmatrix} 0.82\times15360 - 0.15\times43008 \\ (-0.08)\times15360 + 43008a \end{pmatrix}$ | M1 | Uses inverse matrix to find initial juvenile and adult populations; may have determinant 1; alternatively sets up simultaneous equations $15360 = aJ_0 + 0.15\times A_0$ and $43008 = 0.08\times J_0 + 0.82\times A_0$ |
| $\dfrac{1}{0.82a-0.012}\left[6144 + (43008a - 1228.8)\right] = 64000$ leading to $a = \ldots$ | M1 | Uses sum of initial populations equals 64000 to find $a$; if using alternative, uses $A_0 = 64000 - J_0$ |
| $a = \dfrac{5683.2}{9472} = 0.60$ | A1 | Correct value; accept $0.60$ or $\dfrac{3}{5}$ |
## Part (b)(iii):
| Answer | Mark | Guidance |
|--------|------|----------|
| Initial juvenile population $= \dfrac{\text{"6144"}}{\text{"0.48"}} = 12800$ | M1 | Uses their $a$ to find $J_0$; mark may be gained from work in (ii) if alternative used |
| Change of 2560 juvenile chimpanzees | A1 | Correct difference found; no contradictory statement; "decrease of 2560" is A0 |
## Part (c):
| Answer | Mark | Guidance |
|--------|------|----------|
| As the number of juveniles has increased, the model is not initially predicting a decline, so is not suitable in the short term | B1ft | Follow through on answer to (b); must have attempted to find at least a value for $J_0$; if decrease found, allow comment that model is suitable |
## Part (d):
| Answer | Mark | Guidance |
|--------|------|----------|
| Introduces a third category for chimpanzees aged 40 and above (Mature $M_n$) and sets up a matrix multiplication of increased dimension | M1 | Dimension of matrix should be 3 in at least either row or column; $3\times1$ column vector required; accept $3\times3$, $3\times2$, or $2\times3$ matrices with all three categories |
| $\begin{pmatrix} J_{n+1} \\ A_{n+1} \\ M_{n+1} \end{pmatrix} = \begin{pmatrix} a & b & \underline{0} \\ 0.08 & c & 0 \\ 0 & d & e \end{pmatrix}\begin{pmatrix} J_n \\ A_n \\ M_n \end{pmatrix}$ | A1 | Underlined zero must be correct (no new juveniles from mature); overlook other values; ideally other zeros shown to indicate mature chimpanzees do not regress and juveniles cannot proceed directly to mature |
---
# Appendix: Alternatives to Question 8(b):
## Alt 1 — Part (b)(i):
| Answer | Mark | Guidance |
|--------|------|----------|
| As per main scheme | B1, M1 | |
| $d^2 = (-400+600\lambda)^2 + (200-100\lambda)^2 + (-250+100\lambda)^2$ $= 380000\lambda^2 - 570000\lambda + 262500$ $= 380000\!\left(\lambda - \dfrac{3}{4}\right)^2 + 48750 \Rightarrow \lambda = \ldots$ | dM1 | Attempts distance or distance squared of $\overrightarrow{MX}$, expands and completes the square to find value of $\lambda$ for minimum distance; look for $A(B\lambda-C)^2 - D + \text{"262500"}$ where $A,B,C,D \neq 0$ |
| As per main scheme | M1, A1 | |
## Alt 1 — Part (b)(ii):
| Answer | Mark | Guidance |
|--------|------|----------|
| Length of tunnel is $\sqrt{\text{"48750"}} = \ldots$ | M1 | |
| Awrt 221m from correct working; completion of square must have been correct | A1 | Must include units |
## Alt 2 — Part (b)(i):
| Answer | Mark | Guidance |
|--------|------|----------|
| As per main scheme | B1, M1 | |
| $d^2 = (-400+600\lambda)^2+(200-100\lambda)^2+(-250+100\lambda)^2$ $= 380000\lambda^2 - 570000\lambda + 262500$ $\dfrac{d}{dx}(d^2)=0 \Rightarrow 760000\lambda - 570000 = 0 \Rightarrow \lambda = \ldots$ | dM1 | Differentiates and sets to zero to find $\lambda$ |
| As per main scheme | M1, A1 | |
## Alt 2 — Part (b)(ii):
| Answer | Mark | Guidance |
|--------|------|----------|
| Length of tunnel is $\sqrt{(150-100)^2+(325-200)^2+(-75-100)^2} = \ldots$ | M1 | |
| Awrt 221m from correct working; differentiation must have been correct | A1 | Must include units |
## Alt 3 — Part (b)(i) ($k=200$):
| Answer | Mark | Guidance |
|--------|------|----------|
| $k=200$ | B1 | |
| $\overrightarrow{MP} = \begin{pmatrix}-400\\200\\-250\end{pmatrix} \Rightarrow \cos\theta = \dfrac{\begin{pmatrix}-400\\200\\-250\end{pmatrix}\cdot\begin{pmatrix}600\\-100\\100\end{pmatrix}}{\sqrt{(-400)^2+200^2+(-250)^2}\,\sqrt{600^2+(-100)^2+100^2}}$ | M1 | Finds $\overrightarrow{MP}$ (or $\overrightarrow{MQ}$) and attempts scalar product formula with direction of line to find angle |
| $\Rightarrow \|\overrightarrow{PX}\| = \|\overrightarrow{MP}\|\cos\theta = \ldots$ | dM1 | Uses angle with cosine to find length of $\overrightarrow{PX}$; accept equivalent trigonometric methods |
| $\overrightarrow{OX} = \begin{pmatrix}-300\\400\\-150\end{pmatrix} + \dfrac{\|\overrightarrow{PX}\|}{\left\|\begin{pmatrix}600\\-100\\100\end{pmatrix}\right\|}\begin{pmatrix}600\\-100\\100\end{pmatrix} = \ldots$ | M1 | Uses length of $\overrightarrow{PX}$ to find coordinates of point on line at shortest distance from $M$ |
| Coordinates of $X$ are $(150, 325, -75)$ | A1 | |
## Alt 3 — Part (b)(ii):
| Answer | Mark | Guidance |
|--------|------|----------|
| Length of tunnel is $\|\overrightarrow{MP}\|\sin\theta = \ldots$ | M1 | Correct method; may use sine ratio with angle between line and $\overrightarrow{MP}$ |
| Awrt 221m from correct working | A1 | Must include units; accept awrt 221m or $25\sqrt{78}$ m |
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\begin{enumerate}
\item The population of chimpanzees in a particular country consists of juveniles and adults. Juvenile chimpanzees do not reproduce.
\end{enumerate}
In a study, the numbers of juvenile and adult chimpanzees were estimated at the start of each year. A model for the population satisfies the matrix system
$$\binom { J _ { n + 1 } } { A _ { n + 1 } } = \left( \begin{array} { c c }
a & 0.15 \\
0.08 & 0.82
\end{array} \right) \binom { J _ { n } } { A _ { n } } \quad n = 0,1,2 , \ldots$$
where $a$ is a constant, and $J _ { n }$ and $A _ { n }$ are the respective numbers of juvenile and adult chimpanzees $n$ years after the start of the study.\\
(a) Interpret the meaning of the constant $a$ in the context of the model.
At the start of the study, the total number of chimpanzees in the country was estimated to be 64000
According to the model, after one year the number of juvenile chimpanzees is 15360 and the number of adult chimpanzees is 43008\\
(b) (i) Find, in terms of $a$
$$\left( \begin{array} { c c }
a & 0.15 \\
0.08 & 0.82
\end{array} \right) ^ { - 1 }$$
(ii) Hence, or otherwise, find the value of $a$.\\
(iii) Calculate the change in the number of juvenile chimpanzees in the first year of the study, according to this model.
Given that the number of juvenile chimpanzees is known to be in decline in the country,\\
(c) comment on the short-term suitability of this model.
A study of the population revealed that adult chimpanzees stop reproducing at the age of 40 years.\\
(d) Refine the matrix system for the model to reflect this information, giving a reason for your answer.\\
(There is no need to estimate any unknown values for the refined model, but any known values should be made clear.)
\hfill \mbox{\textit{Edexcel CP AS 2019 Q10 [12]}}