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Thinka Nov 2025 SL (TZ1) IB Diploma Programme-Style Mock — Mathematics - Applications and Interpretation

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An original Thinka practice paper modelled on the structure and difficulty of the Nov 2025 SL (TZ1) IB Diploma Programme Mathematics - Applications and Interpretation paper. Not affiliated with or reproduced from IB.

Paper 1

A graphic display calculator is required for this paper. Answer all questions. Answers must be written within the answer boxes provided. Unless otherwise stated, all numerical answers should be given exactly or correct to three significant figures.
12 PastPaper.question · 80.04 PastPaper.marks
PastPaper.question 1 · Short-response
6.67 PastPaper.marks
A survey of 205 people was conducted to analyze their music preferences across different age groups. The results are shown in the contingency table below:

$$\begin{array}{|c|c|c|c|} \hline \textbf{Age Group} & \textbf{Rock} & \textbf{Pop} & \textbf{Classical} \\ \hline \text{Under 30} & 45 & 50 & 15 \\ \hline \text{30 and over} & 25 & 35 & 35 \\ \hline \end{array}$$

A \(\chi^2\) test for independence is conducted at the 5% significance level.

(a) State the null hypothesis \(H_0\).

(b) Calculate the expected frequency of people aged 30 and over who prefer Classical music.

(c) Find the \(p\)-value for this test and state, with a reason, whether the null hypothesis should be rejected.
PastPaper.showAnswers

PastPaper.workedSolution

(a) The null hypothesis is that music preference and age group are independent.

(b) Row total for '30 and over' = \(25 + 35 + 35 = 95\).
Column total for 'Classical' = \(15 + 35 = 50\).
Grand total = \(205\).
Expected frequency = \(\frac{95 \times 50}{205} = \frac{4750}{205} \approx 23.2\) (to 3 s.f.).

(c) Using a GDC for a \(\chi^2\) test for independence with a \(2 \times 3\) contingency table:
Degrees of freedom: \(df = (2-1)(3-1) = 2\).
\(\chi^2\) statistic \(\approx 15.4\).
\(p\)-value \(\approx 0.000465\) (or \(4.65 \times 10^{-4}\)).
Since the \(p\)-value is less than the significance level of \(0.05\), we reject the null hypothesis.

PastPaper.markingScheme

(a) **(M1)** for stating independence (e.g., 'Music preference is independent of age group'). **(A1)**
(b) **(M1)** for calculating the row, column, and grand totals, and using the formula \(\frac{\text{row total} \times \text{col total}}{\text{grand total}}\). **(A1)** for \(23.2\) (accept \(23.17\)).
(c) **(A1)** for \(p\)-value \(\approx 0.000465\) (accept range \(0.000460\) to \(0.000470\)). **(R1)** for comparing the \(p\)-value with the significance level (e.g., \(0.000465 < 0.05\)). **(A1)** for concluding that \(H_0\) is rejected.
PastPaper.question 2 · Short-response
6.67 PastPaper.marks
An office purchases a high-end 3D printer for \(\$8500\).

Under Option A, the value of the printer depreciates linearly at a constant rate of \(\$950\) per year.

Under Option B, the value of the printer depreciates exponentially at a rate of 15% per annum on the reducing balance.

(a) Find the value of the printer under Option A after 5 years.

(b) Find the value of the printer under Option B after 5 years.

(c) Determine the number of years it takes for the value under Option B to become greater than the value under Option A for the first time.
PastPaper.showAnswers

PastPaper.workedSolution

(a) Value after 5 years under Option A:
\(V_A(5) = 8500 - 950 \times 5 = 8500 - 4750 = \$3750\).

(b) Value after 5 years under Option B:
\(V_B(5) = 8500 \times (1 - 0.15)^5 = 8500 \times 0.85^5 \approx \$3771.50\) (or \(\$3770\) to 3 s.f.).

(c) We compare the values at each year:
At \(t = 4\):
\(V_A(4) = 8500 - 950 \times 4 = 4700\)
\(V_B(4) = 8500 \times 0.85^4 \approx 4437.05\) (Option B is less than Option A)
At \(t = 5\):
\(V_A(5) = 3750\)
\(V_B(5) \approx 3771.50\) (Option B is greater than Option A)
Thus, it takes 5 years for the value under Option B to become greater than the value under Option A for the first time.

PastPaper.markingScheme

(a) **(M1)** for using the linear depreciation formula. **(A1)** for \(3750\).
(b) **(M1)** for using the reducing balance depreciation formula. **(A1)** for \(3770\) (or \(3771.50\)).
(c) **(M1)** for setting up an inequality or comparing values for different years. **(A1)** for finding that at \(t=4\), \(V_B < V_A\) and at \(t=5\), \(V_B > V_A\). **(A1)** for concluding 5 years.
PastPaper.question 3 · Short-response
6.67 PastPaper.marks
Three mobile phone towers are situated at points \(A(1, 8)\), \(B(5, 10)\), and \(C(7, 4)\) on a map, where coordinates represent kilometres.

(a) Find the gradient of the line segment \(AB\).

(b) Find the equation of the perpendicular bisector of the line segment \(AB\), giving your answer in the form \(y = mx + c\).

(c) The equation of the perpendicular bisector of the line segment \(BC\) is \(x - 3y + 15 = 0\). Find the coordinates of the Voronoi vertex of the region enclosing tower \(B\).
PastPaper.showAnswers

PastPaper.workedSolution

(a) Gradient of \(AB = \frac{10 - 8}{5 - 1} = \frac{2}{4} = 0.5\).

(b) The midpoint of \(AB\) is \(\left(\frac{1+5}{2}, \frac{8+10}{2}\right) = (3, 9)\).
The gradient of the perpendicular bisector is the negative reciprocal of \(0.5\), which is \(-2\).
Equation: \(y - 9 = -2(x - 3) \implies y = -2x + 15\).

(c) The Voronoi vertex is the intersection point of the perpendicular bisectors of \(AB\) and \(BC\).
We solve the system of equations:
\(y = -2x + 15\)
\(x - 3y + 15 = 0\)
Substituting the first equation into the second:
\(x - 3(-2x + 15) + 15 = 0\)
\(x + 6x - 45 + 15 = 0 \implies 7x = 30 \implies x = \frac{30}{7} \approx 4.29\) km.
Substituting \(x\) back to find \(y\):
\(y = -2\left(\frac{30}{7}\right) + 15 = -\frac{60}{7} + \frac{105}{7} = \frac{45}{7} \approx 6.43\) km.
The coordinates of the vertex are \((\frac{30}{7}, \frac{45}{7}) \approx (4.29, 6.43)\).

PastPaper.markingScheme

(a) **(A1)** for \(0.5\) (or \(\frac{1}{2}\)).
(b) **(M1)** for finding the midpoint \((3, 9)\). **(M1)** for identifying the perpendicular gradient as \(-2\). **(A1)** for \(y = -2x + 15\).
(c) **(M1)** for attempting to solve the system of simultaneous equations. **(A1)** for \(x = 4.29\) (or \(\frac{30}{7}\)), and **(A1)** for \(y = 6.43\) (or \(\frac{45}{7}\)).
PastPaper.question 4 · Short-response
6.67 PastPaper.marks
A design company creates rectangular poster boards with a total area of \(1500\text{ cm}^2\). Each board requires a margin of \(5\text{ cm}\) at the top and bottom, and a margin of \(3\text{ cm}\) on the left and right sides.

(a) Show that the printable area, \(A\), of the poster board can be expressed as \(A(x) = 1560 - 10x - \frac{9000}{x}\), where \(x\) is the width of the poster in centimetres.

(b) Find the width \(x\) that maximizes the printable area.

(c) Find the maximum printable area of the poster board.
PastPaper.showAnswers

PastPaper.workedSolution

(a) Let the total height of the poster board be \(y\).
The total area is \(xy = 1500 \implies y = \frac{1500}{x}\).
The printable area has width \((x - 6)\) and height \((y - 10)\).
Printable area \(A(x) = (x - 6)(y - 10) = (x - 6)\left(\frac{1500}{x} - 10\right)\)
\(A(x) = 1500 - 10x - \frac{9000}{x} + 60 = 1560 - 10x - \frac{9000}{x}\).

(b) To maximize the printable area, find the derivative \(A'(x)\):
\(A'(x) = -10 + \frac{9000}{x^2}\).
Set \(A'(x) = 0\):
\(-10 + \frac{9000}{x^2} = 0 \implies 10x^2 = 9000 \implies x^2 = 900 \implies x = 30\text{ cm}\) (since \(x > 0\)).

(c) Substitute \(x = 30\) into the equation for \(A\):
\(A(30) = 1560 - 10(30) - \frac{9000}{30} = 1560 - 300 - 300 = 960\text{ cm}^2\).

PastPaper.markingScheme

(a) **(M1)** for expressing height \(y = \frac{1500}{x}\). **(M1)** for writing the area expression \((x - 6)(y - 10)\). **(A1)** for demonstrating the algebraic expansion to reach the given formula.
(b) **(M1)** for finding \(A'(x) = -10 + \frac{9000}{x^2}\). **(M1)** for setting the derivative to 0 and solving. **(A1)** for \(x = 30\).
(c) **(A1)** for \(960\).
PastPaper.question 5 · Short-response
6.67 PastPaper.marks
The temperature, \(T\), in \(^\circ\text{C}\), inside a greenhouse is modeled by the function:

\(T(t) = a \sin(b(t - 12)) + c\),

where \(t\) is the time in hours after midnight, for \(0 \le t \le 24\).

The minimum temperature of \(14^\circ\text{C}\) occurs at 06:00.
The maximum temperature of \(28^\circ\text{C}\) occurs at 18:00.

(a) Determine the value of:
(i) \(c\);
(ii) \(a\).

(b) Find the value of \(b\).

(c) Find the temperature in the greenhouse at 14:00.
PastPaper.showAnswers

PastPaper.workedSolution

(a)(i) \(c\) is the average of the maximum and minimum temperatures:
\(c = \frac{28 + 14}{2} = 21\).
(a)(ii) \(a\) is the amplitude of the temperature wave:
\(a = \frac{28 - 14}{2} = 7\).

(b) The period of the temperature fluctuation is 24 hours.
\(\text{Period} = \frac{2\pi}{b} = 24 \implies b = \frac{2\pi}{24} = \frac{\pi}{12} \approx 0.262\) (to 3 s.f.).

(c) At 14:00, \(t = 14\).
\(T(14) = 7 \sin\left(\frac{\pi}{12}(14 - 12)\right) + 21 = 7 \sin\left(\frac{2\pi}{12}\right) + 21\)
\(T(14) = 7 \sin\left(\frac{\pi}{6}\right) + 21 = 7(0.5) + 21 = 24.5^\circ\text{C}\).

PastPaper.markingScheme

(a)(i) **(A1)** for \(c = 21\).
(a)(ii) **(A1)** for \(a = 7\).
(b) **(M1)** for equating the period formula to 24. **(A1)** for \(b = \frac{\pi}{12}\) (or \(0.262\)).
(c) **(M1)** for substituting \(t = 14\) into the model. **(A1)** for \(24.5\).
PastPaper.question 6 · Short-response
6.67 PastPaper.marks
The weights of apples in a large orchard are normally distributed with a mean of \(150\text{ g}\) and a standard deviation of \(\sigma\text{ g}\).

(a) Given that 15% of the apples weigh more than \(180\text{ g}\), find the value of \(\sigma\).

(b) Find the probability that a randomly chosen apple weighs between \(130\text{ g}\) and \(160\text{ g}\).

(c) A box contains 8 of these apples. Find the probability that at least 2 of them weigh more than \(180\text{ g}\).
PastPaper.showAnswers

PastPaper.workedSolution

(a) Let \(X\) be the weight of an apple. \(X \sim N(150, \sigma^2)\).
\(\text{P}(X > 180) = 0.15 \implies \text{P}\left(Z > \frac{180-150}{\sigma}\right) = 0.15\).
Using inverse normal on GDC:
\(\frac{30}{\sigma} = 1.03643 \implies \sigma = \frac{30}{1.03643} \approx 28.9\text{ g}\).

(b) Using \(\sigma = 28.945...\):
\(\text{P}(130 \le X \le 160) = \text{P}(-0.691 \le Z \le 0.346) \approx 0.390\).
(Using \(\sigma = 28.9\), \(\text{P}(130 \le X \le 160) \approx 0.391\)).

(c) Let \(Y\) be the number of apples weighing more than \(180\text{ g}\). \(Y \sim B(8, 0.15)\).
\(\text{P}(Y \ge 2) = 1 - \text{P}(Y \le 1)\).
Using binomial CDF:
\(\text{P}(Y \le 1) \approx 0.6572\).
\(\text{P}(Y \ge 2) = 1 - 0.6572 = 0.343\) (to 3 s.f.).

PastPaper.markingScheme

(a) **(M1)** for setting up standard normal equation \(\frac{180-150}{\sigma} = 1.03643\). **(A1)** for \(\sigma = 28.9\).
(b) **(M1)** for setting up the normal probability \(\text{P}(130 \le X \le 160)\). **(A1)** for \(0.390\) (or \(0.391\)).
(c) **(M1)** for recognizing binomial distribution \(B(8, 0.15)\). **(M1)** for calculating \(1 - \text{P}(Y \le 1)\) or equivalent sum. **(A1)** for \(0.343\).
PastPaper.question 7 · Short-response
6.67 PastPaper.marks
A researcher investigates the relationship between the daily amount of sunshine, \(x\) hours, and the number of ice cream cones sold, \(y\), at a beach kiosk over 10 days. The data is summarized below:

$$\sum x = 68, \quad \sum y = 310, \quad \sum x^2 = 512, \quad \sum y^2 = 10450, \quad \sum xy = 2280$$

(a) Calculate:
(i) the mean daily sunshine, \(\bar{x}\);
(ii) the mean number of ice creams sold, \(\bar{y}\).

(b) Find the equation of the regression line of \(y\) on \(x\), in the form \(y = ax + b\).

(c) On a particular day, there are 8.5 hours of sunshine. Estimate the number of ice cream cones sold on this day, to the nearest integer.
PastPaper.showAnswers

PastPaper.workedSolution

(a)(i) \(\bar{x} = \frac{68}{10} = 6.8\) hours.
(a)(ii) \(\bar{y} = \frac{310}{10} = 31\) cones.

(b) The slope \(a\) is:
\(a = \frac{S_{xy}}{S_{xx}} = \frac{\sum xy - \frac{(\sum x)(\sum y)}{n}}{\sum x^2 - \frac{(\sum x)^2}{n}} = \frac{2280 - \frac{68 \times 310}{10}}{512 - \frac{68^2}{10}}\)
\(a = \frac{2280 - 2108}{512 - 462.4} = \frac{172}{49.6} \approx 3.47\) (to 3 s.f.).

The intercept \(b\) is:
\(b = \bar{y} - a\bar{x} = 31 - 3.46774 \times 6.8 = 31 - 23.5806 \approx 7.42\) (to 3 s.f.).

Equation of the regression line is: \(y = 3.47x + 7.42\) (or using exact values \(y = 3.4677x + 7.419\)).

(c) Substitute \(x = 8.5\):
\(y = 3.4677 \times 8.5 + 7.419 \approx 36.9\).

Rounding to the nearest integer gives 37 ice cream cones.

PastPaper.markingScheme

(a)(i) **(A1)** for \(6.8\).
(a)(ii) **(A1)** for \(31\).
(b) **(M1)** for calculating \(S_{xx}\) and \(S_{xy}\) (or equivalent step on GDC). **(M1)** for slope \(a = 3.47\) and intercept \(b = 7.42\). **(A1)** for \(y = 3.47x + 7.42\).
(c) **(M1)** for substituting \(x = 8.5\) into their equation. **(A1)** for \(37\).
PastPaper.question 8 · Short-response
6.67 PastPaper.marks
A right pyramid has a square base \(ABCD\) with side length \(12\text{ cm}\). The apex of the pyramid is \(V\), and the vertical height of the pyramid is \(8\text{ cm}\).
Let \(M\) be the midpoint of the side \(AB\).

(a) Find the length of the slant height \(VM\).

(b) Find the total surface area of the pyramid.

(c) Find the angle of elevation of the edge \(VA\) with the base \(ABCD\).
PastPaper.showAnswers

PastPaper.workedSolution

(a) Let \(O\) be the center of the square base \(ABCD\).
Then \(OM\) is parallel to \(AD\), and its length is \(\frac{12}{2} = 6\text{ cm}\).
In the right-angled triangle \(VOM\), by Pythagoras' theorem:
\(VM = \sqrt{VO^2 + OM^2} = \sqrt{8^2 + 6^2} = \sqrt{100} = 10\text{ cm}\).

(b) Total surface area comprises the base and 4 triangular faces:
\(\text{Base Area} = 12 \times 12 = 144\text{ cm}^2\).
\(\text{Area of one triangle} = \frac{1}{2} \times \text{base} \times \text{height} = \frac{1}{2} \times 12 \times 10 = 60\text{ cm}^2\).
\(\text{Total Area} = 144 + 4(60) = 144 + 240 = 384\text{ cm}^2\).

(c) The distance from the center \(O\) to a vertex \(A\) is half the diagonal of the base square:
\(OA = \frac{1}{2} \sqrt{12^2 + 12^2} = 6\sqrt{2} \approx 8.485\text{ cm}\).
In the right-angled triangle \(VOA\), let \(\theta\) be the angle \(VAO\):
\(\tan(\theta) = \frac{VO}{OA} = \frac{8}{6\sqrt{2}} \approx 0.9428\).
\(\theta = \arctan(0.9428) \approx 43.3^\circ\) (or \(0.756\text{ radians}\)).

PastPaper.markingScheme

(a) **(M1)** for identifying the right-angled triangle \(VOM\) with sides \(8\) and \(6\). **(A1)** for \(10\).
(b) **(M1)** for finding the area of one triangular face. **(M1)** for adding the area of 4 faces to the base area. **(A1)** for \(384\).
(c) **(M1)** for finding \(OA = 6\sqrt{2}\). **(M1)** for using trigonometry to express the angle (e.g. \(\tan\theta = \frac{8}{8.485}\)). **(A1)** for \(43.3^\circ\) (or \(0.756\text{ radians}\)).
PastPaper.question 9 · Short-response
6.67 PastPaper.marks
A local entrepreneur invests 12 000 USD in a savings account that offers a nominal annual interest rate of 4.5% compounded monthly. (a) Find the value of the investment after 5 years. (b) The average annual inflation rate over this 5-year period is 2.1%. Find the real value of the investment after 5 years, relative to its value at the start of the investment.
PastPaper.showAnswers

PastPaper.workedSolution

(a) Using the compound interest formula: \(A = P \left(1 + \frac{r}{100k}\right)^{kt}\) where \(P = 12000\), \(r = 4.5\), \(k = 12\), and \(t = 5\). This gives \(A = 12000 \left(1 + \frac{4.5}{1200}\right)^{60} \approx 15021.55\) USD. (b) To find the real value, we discount the future value by the inflation rate over the 5-year period: \(V = \frac{15021.55}{(1 + 0.021)^5} \approx 13539.03\) USD.

PastPaper.markingScheme

(a) M1 for substituting into the compound interest formula or setting up TVM solver. A1 for correct values. A1 for 15 021.55 (accept 15 000). (b) M1 for dividing by inflation factor. A1 for correct setup. A1 for 13 539.03 (accept 13 500).
PastPaper.question 10 · Short-response
6.67 PastPaper.marks
The temperature \(T\) in \(^\circ\text{C}\) inside a building is modeled by the function \(T(t) = -6 \cos\left(\frac{\pi}{12} t\right) + 20\), where \(t\) is the number of hours after midnight, \(0 \le t \le 24\). (a) Write down the minimum temperature and the time at which it first occurs. (b) Find the temperature in the building at 09:00. (c) Find the total number of hours during the 24-hour period for which the temperature is above \(22^\circ\text{C}\).
PastPaper.showAnswers

PastPaper.workedSolution

(a) The minimum value of \(\cos\left(\frac{\pi}{12} t\right)\) is \(-1\), which occurs when the cosine term is \(1\) since the coefficient is negative. This first occurs at \(t = 0\). The minimum temperature is \(T(0) = -6(1) + 20 = 14^\circ\text{C}\). (b) At 09:00, \(t = 9\). Substituting \(t = 9\) into the model: \(T(9) = -6 \cos\left(\frac{9\pi}{12}\right) + 20 \approx 24.2^\circ\text{C}\). (c) We solve \(T(t) = 22 \implies -6 \cos\left(\frac{\pi}{12} t\right) + 20 = 22 \implies \cos\left(\frac{\pi}{12} t\right) = -\frac{1}{3}\). This gives the boundary times \(t_1 \approx 7.2979\) and \(t_2 \approx 16.702\). The temperature is above \(22^\circ\text{C}\) between these times, so the duration is \(16.702 - 7.2979 \approx 9.40\) hours.

PastPaper.markingScheme

(a) A1 for 14 °C, A1 for t = 0 (or midnight). (b) M1 for substituting t = 9. A1 for 24.2. (c) M1 for setting the equation equal to 22. A1 for finding the two intersection times (7.30 and 16.7). A1 for 9.40 hours.
PastPaper.question 11 · Short-response
6.67 PastPaper.marks
A researcher wants to investigate whether there is an association between a person's preferred exercise type and their age group. A random sample of 150 people is surveyed: 32 Under 30 prefer Cardio, 25 Under 30 prefer Strength, 13 Under 30 prefer Yoga; 24 aged 30 and over prefer Cardio, 28 aged 30 and over prefer Strength, 28 aged 30 and over prefer Yoga. (a) State the null hypothesis for this test. (b) Find the expected frequency of people aged Under 30 who prefer Yoga. (c) Write down the \(p\)-value for this test. (d) State, with a reason, whether the null hypothesis should be rejected at the 5% significance level.
PastPaper.showAnswers

PastPaper.workedSolution

(a) \(H_0\): Preferred exercise type is independent of age group (or there is no association between preferred exercise type and age group). (b) Expected frequency \(= \frac{\text{Row Total} \times \text{Column Total}}{\text{Grand Total}} = \frac{70 \times 41}{150} \approx 19.1\). (c) Running a \(\chi^2\) two-way test on a GDC with the given matrix yields a \(p\)-value of \(0.0459\) (to 3 s.f.). (d) Since the \(p\)-value (\(0.0459\)) is less than the significance level (\(0.05\)), we reject the null hypothesis.

PastPaper.markingScheme

(a) A1 for stating independence. (b) M1 for correct fraction setup. A1 for 19.1 (or 19.13). (c) A2 for 0.0459. (d) R1 for comparing p-value with 0.05 and making the correct decision to reject.
PastPaper.question 12 · Short-response
6.67 PastPaper.marks
A park has three picnic sites located at points \(A(2, 8)\), \(B(8, 10)\), and \(C(6, 2)\), where coordinates are in meters. A new water fountain is to be placed at the circumcentre of the triangle \(ABC\), which represents the point equidistant from all three sites. (a) Find the equation of the perpendicular bisector of the line segment \(AB\). (b) Find the coordinates of the water fountain.
PastPaper.showAnswers

PastPaper.workedSolution

(a) Midpoint of \(AB\) is \(\left(\frac{2+8}{2}, \frac{8+10}{2}\right) = (5, 9)\). Gradient of \(AB\) is \(\frac{10-8}{8-2} = \frac{1}{3}\). The perpendicular gradient is \(-3\). The equation is \(y - 9 = -3(x - 5)\), which simplifies to \(y = -3x + 24\). (b) Midpoint of \(AC\) is \(\left(\frac{2+6}{2}, \frac{8+2}{2}\right) = (4, 5)\). Gradient of \(AC\) is \(\frac{2-8}{6-2} = -\frac{3}{2}\). The perpendicular gradient is \(\frac{2}{3}\). The equation of the perpendicular bisector of \(AC\) is \(y - 5 = \frac{2}{3}(x - 4) \implies y = \frac{2}{3}x + \frac{7}{3}\). Solving the system of equations: \(-3x + 24 = \frac{2}{3}x + \frac{7}{3} \implies -9x + 72 = 2x + 7 \implies 11x = 65 \implies x = \frac{65}{11} \approx 5.91\). Substituting back gives \(y = -3\left(\frac{65}{11}\right) + 24 = \frac{69}{11} \approx 6.27\). The coordinates of the water fountain are \((5.91, 6.27)\).

PastPaper.markingScheme

(a) M1 for finding midpoint of AB. M1 for perpendicular gradient. A1 for correct equation. (b) M1 for finding equation of another perpendicular bisector (e.g., AC: \(y = \frac{2}{3}x + \frac{7}{3}\) or BC: \(y = -0.25x + 7.75\)). M1 for setting up the system of equations. A1 for correct coordinates \((5.91, 6.27)\).

Paper 2

Answer all questions in the answer booklet provided. Please start each question on a new page. A graphic display calculator is required. Unless otherwise stated, all numerical answers should be given exactly or correct to three significant figures.
5 PastPaper.question · 80 PastPaper.marks
PastPaper.question 1 · Long-response
16 PastPaper.marks
A company tracks the number of hours of training its employees receive (\(x\) hours) and their performance score on a standardized task (\(y\) points). The data for 8 randomly selected employees is shown in the table below:

$$\begin{array}{|c|c|c|c|c|c|c|c|c|}
\hline
\text{Employee} & \text{A} & \text{B} & \text{C} & \text{D} & \text{E} & \text{F} & \text{G} & \text{H} \\
\hline
\text{Training hours } (x) & 4 & 6 & 8 & 10 & 12 & 14 & 16 & 18 \\
\hline
\text{Performance score } (y) & 52 & 60 & 64 & 73 & 72 & 85 & 81 & 95 \\
\hline
\end{array}$$

(a) Calculate:
(i) the mean training hours, \(\bar{x}\);
(ii) the mean performance score, \(\bar{y}\). [2]

(b) Find the Pearson's product-moment correlation coefficient, \(r\). [2]

(c) Interpret the value of \(r\) in the context of the training hours and performance. [1]

(d) Write down the equation of the regression line of \(y\) on \(x\) in the form \(y = mx + c\). [2]

(e) Use your regression line to estimate the performance score of an employee who received 15 hours of training. [2]

(f) State whether this estimate is reliable, giving a reason for your answer. [2]

(g) Calculate the Spearman's rank correlation coefficient, \(r_s\), for this data. [3]

(h) Explain why a manager might prefer to use Spearman's rank correlation coefficient instead of Pearson's product-moment correlation coefficient in a workplace performance study. [2]
PastPaper.showAnswers

PastPaper.workedSolution

(a) (i) \(\bar{x} = \frac{4+6+8+10+12+14+16+18}{8} = 11\)
(ii) \(\bar{y} = \frac{52+60+64+73+72+85+81+95}{8} = 72.75 \approx 72.8\)

(b) Using a GDC, the Pearson's product-moment correlation coefficient is:
\(r \approx 0.971\) (0.970737...)

(c) There is a strong, positive correlation between training hours and performance scores.

(d) Using a GDC, the regression line of \(y\) on \(x\) is:
\(y = 2.79x + 42.1\) (or \(y = 2.7857...x + 42.107...\))

(e) Substitute \(x = 15\) into the regression equation:
\(y = 2.7857...(15) + 42.107... \approx 83.9\)

(f) The estimate is reliable because:
1. \(x = 15\) is within the experimental range of the data (interpolation between \(4\) and \(18\)).
2. The Pearson correlation coefficient \(r \approx 0.971\) indicates a very strong linear relationship.

(g) To find Spearman's rank correlation coefficient, we first rank the variables:
$$\begin{array}{|c|c|c|c|c|c|c|c|c|}
\hline
\text{Employee} & \text{A} & \text{B} & \text{C} & \text{D} & \text{E} & \text{F} & \text{G} & \text{H} \\
\hline
\text{Rank of } x & 1 & 2 & 3 & 4 & 5 & 6 & 7 & 8 \\
\hline
\text{Rank of } y & 1 & 2 & 3 & 5 & 4 & 7 & 6 & 8 \\
\hline
\text{Difference } d & 0 & 0 & 0 & -1 & 1 & -1 & 1 & 0 \\
\hline
\text{Difference } d^2 & 0 & 0 & 0 & 1 & 1 & 1 & 1 & 0 \\
\hline
\end{array}$$
\(\sum d^2 = 4\)
Using the formula:
\(r_s = 1 - \frac{6 \sum d^2}{n(n^2 - 1)} = 1 - \frac{6(4)}{8(64 - 1)} = 1 - \frac{24}{504} \approx 0.952\) (0.95238...)

(h) A manager might prefer Spearman's rank correlation coefficient because:
- It is more robust against potential outliers that could skew a Pearson linear analysis.
- It assesses monotonic relationships, which is helpful if performance improvements taper off (non-linear) rather than continuing in a strictly straight-line fashion.

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(a) (i) M1 for finding the sum divided by 8, A1 for \(\bar{x} = 11\). (ii) A1 for \(\bar{y} = 72.8\) (72.75).
(b) G1 for finding \(r\), A1 for \(r = 0.971\) (or exact 0.970737...).
(c) A1 for stating both "strong" and "positive" in the context.
(d) G1 for gradient \(m \approx 2.79\), G1 for intercept \(c \approx 42.1\).
(e) M1 for substituting 15 into their regression equation, A1 for \(83.9\) (accept 84).
(f) R1 for mentioning interpolation / within the data range, R1 for mentioning a strong correlation.
(g) M1 for correct ranking of at least one variable, M1 for calculating \(\sum d^2 = 4\), A1 for \(r_s \approx 0.952\).
(h) R1 for mentioning resistance to outliers, R1 for mentioning non-linear/monotonic relationships.
PastPaper.question 2 · Long-response
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Three rescue stations are located in a national park. The coordinates of the stations are \(A(1, 8)\), \(B(9, 12)\), and \(C(5, 2)\), where distances are measured in kilometers.

(a) Calculate the distance between station \(A\) and station \(B\). [2]

(b) Find the equation of the perpendicular bisector of the line segment \(AB\). Give your answer in the form \(y = mx + c\). [3]

(c) Show that the equation of the perpendicular bisector of the line segment \(BC\) is \(2x + 5y = 49\). [3]

(d) Find the coordinates of the circumcenter, \(P\), which represents the point equidistant from all three stations \(A\), \(B\), and \(C\). [3]

(e) Find the distance from the proposed watchtower at \(P\) to each of the three stations. [2]

(f) A fourth station \(D\) is proposed at \((11, 4)\). Find the equation of the boundary line separating the region closest to \(B\) and the region closest to \(D\), giving your answer in the form \(y = ax + b\). [3]
PastPaper.showAnswers

PastPaper.workedSolution

(a) Distance \(AB = \sqrt{(9 - 1)^2 + (12 - 8)^2} = \sqrt{8^2 + 4^2} = \sqrt{80} \approx 8.94\) km.

(b) Midpoint of \(AB\) is \(M_{AB} = \left(\frac{1+9}{2}, \frac{8+12}{2}\right) = (5, 10)\).
Gradient of \(AB\) is \(m_{AB} = \frac{12 - 8}{9 - 1} = \frac{4}{8} = 0.5\).
Gradient of the perpendicular bisector is \(m_1 = -\frac{1}{0.5} = -2\).
Equation: \(y - 10 = -2(x - 5) \Rightarrow y = -2x + 20\).

(c) Midpoint of \(BC\) is \(M_{BC} = \left(\frac{9+5}{2}, \frac{12+2}{2}\right) = (7, 7)\).
Gradient of \(BC\) is \(m_{BC} = \frac{2 - 12}{5 - 9} = \frac{-10}{-4} = 2.5\).
Gradient of the perpendicular bisector is \(m_2 = -\frac{1}{2.5} = -0.4\).
Equation: \(y - 7 = -0.4(x - 7) \Rightarrow y - 7 = -0.4x + 2.8 \Rightarrow 0.4x + y = 9.8\).
Multiplying by 5 to get integer coefficients:
\(2x + 5y = 49\) (as shown).

(d) The circumcenter \(P\) is the intersection of the two perpendicular bisectors:
\(y = -2x + 20\)
\(2x + 5y = 49\)
Substitute the first into the second:
\(2x + 5(-2x + 20) = 49\)
\(2x - 10x + 100 = 49 \Rightarrow -8x = -51 \Rightarrow x = 6.375 \approx 6.38\)
Substitute \(x\) back:
\(y = -2(6.375) + 20 = 7.25\)
Therefore, \(P(6.38, 7.25)\) or exactly \((6.375, 7.25)\).

(e) Find the distance from \(P(6.375, 7.25)\) to \(A(1, 8)\):
\(AP = \sqrt{(6.375 - 1)^2 + (7.25 - 8)^2} = \sqrt{5.375^2 + (-0.75)^2} = \sqrt{28.890625 + 0.5625} = \sqrt{29.453125} \approx 5.43\) km.

(f) The boundary line separating the regions closest to \(B\) and \(D\) is the perpendicular bisector of \(BD\).
Midpoint of \(BD\) is \(M_{BD} = \left(\frac{9+11}{2}, \frac{12+4}{2}\right) = (10, 8)\).
Gradient of \(BD\) is \(m_{BD} = \frac{4 - 12}{11 - 9} = \frac{-8}{2} = -4\).
Gradient of the perpendicular bisector is \(m_3 = -\frac{1}{-4} = 0.25\).
Equation: \(y - 8 = 0.25(x - 10) \Rightarrow y - 8 = 0.25x - 2.5 \Rightarrow y = 0.25x + 5.5\).

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(a) M1 for correct substitution into distance formula, A1 for \(8.94\) (accept \(\sqrt{80}\) or \(4\sqrt{5}\)).
(b) M1 for finding the midpoint \((5, 10)\), M1 for finding gradient \(-2\), A1 for \(y = -2x + 20\).
(c) M1 for finding the midpoint \((7, 7)\), M1 for finding gradient \(-0.4\), A1 for showing the steps leading to \(2x + 5y = 49\).
(d) M1 for setting up a system of equations, A1 for \(x = 6.38\) (6.375), A1 for \(y = 7.25\).
(e) M1 for using distance formula from their \(P\) to \(A\), \(B\), or \(C\), A1 for \(5.43\) km.
(f) M1 for finding midpoint of \(BD\) as \((10, 8)\), M1 for perpendicular gradient \(0.25\), A1 for \(y = 0.25x + 5.5\).
PastPaper.question 3 · Long-response
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A company manufactures closed cylindrical water storage tanks. The volume of each tank must be exactly \(150\text{ m}^3\).

The cost of the material for the top circular cover is \(\$12\) per square meter.
The cost of the material for the bottom circular base is \(\$18\) per square meter.
The cost of the material for the curved side wall is \(\$8\) per square meter.

Let \(r\) be the radius and \(h\) be the height of the cylindrical tank in meters.

(a) Write down an expression for the height \(h\) in terms of \(r\). [2]

(b) Show that the total cost of material for a single tank, \(C(r)\), in dollars, is given by \(C(r) = 30\pi r^2 + \frac{2400}{r}\). [4]

(c) Find \(C'(r)\), the derivative of the cost function with respect to \(r\). [3]

(d) Find the value of \(r\) that minimizes the cost of materials for the tank. [3]

(e) Calculate the minimum cost of producing one water tank. [2]

(f) The company decides to construct a tank with radius \(r = 3\) meters. State, with a mathematical reason, whether the cost of materials would increase or decrease if the radius were slightly increased. [2]
PastPaper.showAnswers

PastPaper.workedSolution

(a) The volume of a cylinder is \(V = \pi r^2 h = 150\).
Therefore, \(h = \frac{150}{\pi r^2}\).

(b) The cost formula is the sum of the costs of the top, bottom, and curved surface:
\(C(r) = 12 \times (\text{area of top}) + 18 \times (\text{area of bottom}) + 8 \times (\text{area of curved surface})\)
\(C(r) = 12(\pi r^2) + 18(\pi r^2) + 8(2\pi r h)\)
\(C(r) = 30\pi r^2 + 16\pi r h\)
Substitute \(h = \frac{150}{\pi r^2}\):
\(C(r) = 30\pi r^2 + 16\pi r \left(\frac{150}{\pi r^2}\right)\)
\(C(r) = 30\pi r^2 + \frac{2400}{r}\) (as shown).

(c) Differentiating \(C(r)\) with respect to \(r\):
\(C'(r) = \frac{\text{d}}{\text{d}r}\left(30\pi r^2 + 2400r^{-1}\right) = 60\pi r - 2400r^{-2}\)
\(C'(r) = 60\pi r - \frac{2400}{r^2}\).

(d) To find the minimum cost, set \(C'(r) = 0\):
\(60\pi r - \frac{2400}{r^2} = 0 \Rightarrow 60\pi r = \frac{2400}{r^2}\)
\(r^3 = \frac{2400}{60\pi} = \frac{40}{\pi}\)
\(r = \sqrt[3]{\frac{40}{\pi}} \approx 2.33\) meters (2.3326...).

(e) Substitute the optimal radius \(r \approx 2.3326\) back into the cost function:
\(C(2.3326) = 30\pi (2.3326)^2 + \frac{2400}{2.3326} \approx 513.75 + 1028.89 = 1542.64 \approx \$1540\).

(f) Evaluate \(C'(3)\):
\(C'(3) = 60\pi(3) - \frac{2400}{3^2} = 180\pi - \frac{2400}{9} \approx 565.49 - 266.67 = 298.82 > 0\).
Since the derivative \(C'(3)\) is positive, the cost function is increasing at \(r = 3\). Thus, if the radius is slightly increased, the cost will increase.

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(a) M1 for setting up \(\pi r^2 h = 150\), A1 for \(h = \frac{150}{\pi r^2}\).
(b) M1 for setting up cost sum with coefficients, A1 for \(30\pi r^2\), M1 for side surface cost term, A1 for substituting \(h\) and completing the show-that step.
(c) M1 for power rule on both terms, A1 for \(60\pi r\), A1 for \(-\frac{2400}{r^2}\).
(d) M1 for setting \(C'(r) = 0\), M1 for algebraic manipulation to \(r^3 = \frac{40}{\pi}\), A1 for \(2.33\) m.
(e) M1 for substituting their optimal \(r\) into \(C(r)\), A1 for \(\$1540\) (accept 1542-1543).
(f) R1 for calculating \(C'(3) \approx 299\) (or stating it is greater than 0), A1 for concluding that cost would increase.
PastPaper.question 4 · Long-response
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The depth of water, \(D\) meters, at a harbor entrance is modeled by the function:

$$D(t) = a \cos(b t) + d, \quad 0 \le t
\le 24$$

where \(t\) is the time in hours after midnight.

The maximum water depth is \(14.2\) meters, occurring at high tide at midnight (\(t = 0\)). The minimum water depth is \(6.8\) meters, occurring at low tide.

(a) Show that \(a = 3.7\) and \(d = 10.5\). [3]

(b) Given that the first low tide occurs at \(t = 6.2\) hours, find the value of \(b\), correct to 3 significant figures. [3]

(c) Find the depth of the water at 09:00. [2]

(d) Find the two times during the first 12 hours of the day when the water depth is exactly \(12.0\) meters. [4]

(e) A large cargo ship requires a minimum water depth of \(12.0\) meters to safely enter the harbor. Find the total number of hours during the 24-hour day when the ship can safely enter. [4]
PastPaper.showAnswers

PastPaper.workedSolution

(a) At \(t=0\), \(D(t)\) is at its maximum of \(14.2\):
\(a(1) + d = 14.2 \Rightarrow a + d = 14.2\)
At its minimum, \(D(t)\) is \(6.8\):
\(-a + d = 6.8\)
Adding the equations:
\(2d = 21 \Rightarrow d = 10.5\)
Subtracting the equations:
\(2a = 7.4 \Rightarrow a = 3.7\) (as shown).

(b) The first low tide occurs when the cosine function first reaches its minimum value of \(-1\), which is when \(b t = \pi\).
Substitute \(t = 6.2\):
\(6.2 b = \pi \Rightarrow b = \frac{\pi}{6.2} \approx 0.5067 \approx 0.507\) (to 3 s.f.).

(c) At 09:00, \(t = 9\):
\(D(9) = 3.7 \cos(0.5067 \times 9) + 10.5 = 3.7 \cos(4.5603) + 10.5\)
Using a GDC in radian mode:
\(D(9) \approx 3.7 \times (-0.1534) + 10.5 \approx 9.93\) meters.

(d) We want to solve \(D(t) = 12.0\) for \(0 \le t \le 12\):
\(3.7 \cos(0.5067 t) + 10.5 = 12.0\)
\(\cos(0.5067 t) = \frac{1.5}{3.7} \approx 0.4054\)
First solution:
\(0.5067 t = \arccos(0.4054) \approx 1.1533\)
\(t_1 = \frac{1.1533}{0.5067} \approx 2.276\) hours (or 2 hours 17 minutes).
Second solution in the first cycle:
\(0.5067 t = 2\pi - 1.1533 \approx 5.1299\)
\(t_2 = \frac{5.1299}{0.5067} \approx 10.124\) hours (or 10 hours 7 minutes).

(e) The period of the tide is \(T = \frac{2\pi}{b} = \frac{2\pi}{\pi / 6.2} = 12.4\) hours.
Within the first cycle of \(12.4\) hours, the depth is \(\ge 12.0\) meters during two intervals:
1. From \(t = 0\) to \(t = 2.276\) (duration: \(2.276\) hours).
2. From \(t = 10.124\) to \(t = 12.4\) (duration: \(12.4 - 10.124 = 2.276\) hours).
Total safe time per full tidal cycle of 12.4 hours is \(2 \times 2.276 = 4.552\) hours.
Let's check the entire 24-hour period (\(0 \le t \le 24\)):
- Interval 1: \(0 \le t \le 2.276\) (duration \(2.276\) hours)
- Interval 2: \(10.124 \le t \le 14.676\) (centered around the second peak at \(t = 12.4\); duration \(4.552\) hours)
- Interval 3: From \(24 - 1.476 = 22.524 \le t \le 24\) (the third peak is at \(t = 24.8\), so the safe interval starts at \(24.8 - 2.276 = 22.524\) and is cut off at \(t = 24\); duration \(24 - 22.524 = 1.476\) hours).
Total safe time in the 24-hour day:
\(\text{Total} = 2.276 + 4.552 + 1.476 = 8.304 \approx 8.30\) hours.

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(a) M1 for setting up \(a + d = 14.2\), M1 for setting up \(-a + d = 6.8\), A1 for showing step-by-step solution to arrive at \(a = 3.7, d = 10.5\).
(b) M1 for identifying that the minimum occurs when \(bt = \pi\), M1 for substituting \(t = 6.2\), A1 for \(b = 0.507\).
(c) M1 for substituting \(t = 9\) into their equation, A1 for \(9.93\).
(d) M1 for setting up \(D(t) = 12\), A1 for finding \(t_1 = 2.28\), M1 for symmetry / using \(2\pi - \theta\), A1 for \(t_2 = 10.1\).
(e) M1 for finding the second high tide at \(t=12.4\), M1 for identifying the safe intervals, M1 for setting up sum of lengths of the three intervals, A1 for \(8.30\) hours (accept \(8.3\)).
PastPaper.question 5 · Long-response
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Elena wants to purchase an apartment for \(\$350,000\). She pays a \(15\%\) deposit and takes out a bank loan for the remaining amount.

(a) Calculate the value of the loan Elena needs to borrow. [2]

(b) The loan has a nominal annual interest rate of \(4.8\%\) compounded monthly. Elena agrees to pay off the loan with equal monthly repayments over 25 years.
(i) Find the amount of each monthly payment. [3]
(ii) Find the total amount Elena will pay to the bank over the 25 years. [2]
(iii) Calculate the total interest paid on the loan. [2]

(c) After 10 years of making monthly payments, Elena decides to pay off the remaining balance of the loan in one lump sum.
(i) Find the remaining balance of the loan after 10 years. [3]
(ii) Determine how much interest she saved by paying off the loan early rather than continuing the 25-year plan. [4]
PastPaper.showAnswers

PastPaper.workedSolution

(a) Deposit = \(0.15 \times 350,000 = \$52,500\).
Loan amount = \(350,000 - 52,500 = \$297,500\).

(b) (i) Using financial GDC solver:
\(N = 25 \times 12 = 300\)
\(I\% = 4.8\)
\(PV = 297,500\)
\(FV = 0\)
\(P/Y = 12\)
\(C/Y = 12\)
Solving for PMT gives:
\(PMT \approx -1704.37\).
So, each monthly payment is \(\$1704.37\).

(ii) Total amount paid = \(1704.37 \times 300 = \$511,311.00\).

(iii) Total interest paid = \(511,311.00 - 297,500 = \$213,811.00\).

(c) (i) Remaining balance after 10 years (120 payments made, 180 remaining):
Using financial GDC solver with \(N = 180\):
\(I\% = 4.8\)
\(PMT = -1704.37\)
\(FV = 0\)
\(P/Y = 12\)
\(C/Y = 12\)
Solving for PV gives:
\(PV \approx 218,319.55\).
So the remaining balance is \(\$218,319.55\) (or \(\$218,000\) to 3 s.f.).

(ii) Under the early payment plan:
Total paid over the first 10 years = \(120 \times 1704.37 = \$204,524.40\).
Lump sum payment = \(\$218,319.55\).
Total paid under this scheme = \(204,524.40 + 218,319.55 = \$422,843.95\).
Total paid under the original 25-year plan = \(\$511,311.00\).
Interest saved = \(511,311.00 - 422,843.95 = \$88,467.05\) (or \(\$88,500\) to 3 s.f.).

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(a) M1 for \(0.85 \times 350,000\) or equivalent subtraction, A1 for \(\$297,500\).
(b) (i) M1 for correct finance solver setup (N=300, I=4.8, PV=297500), A2 for \(\$1704.37\) (award A1 for \(1700\)).
(ii) M1 for their \(PMT \times 300\), A1 for \(\$511,311.00\).
(iii) M1 for subtraction of the principal loan, A1 for \(\$213,811.00\).
(c) (i) M1 for setting remaining payments to \(N=180\) (or \(N=120\) in alternative balance formulation), A1 for GDC solver inputs, A1 for \(\$218,319.55\) (accept \(\$218,320\) or \(\$218,000\)).
(ii) M1 for calculating total payments in first 10 years (\(\$204,524.40\)), M1 for adding the lump sum (\(\$422,843.95\)), M1 for finding the difference from \(\$511,311\), A1 for \(\$88,467.05\) (accept \(\$88,500\)).

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