Year 10 Mathematics | Practice mode

Practice

365 questions across 16 topics, drawn from every Practice and Challenge block in Year 10 mathematics. Filter by topic or level, cap the count, shuffle, and start the timer when you want to time a session.

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Approximation & accuracy

Fluency · Tier 1: representations and basic error

  1. 1. State whether each is exact or approximate: (a) 5\sqrt{5} (b) 2.2362.236 (c) 227\dfrac{22}{7} (d) 3.143.14. (show answer)
    Answer
    (a) Exact (b) Approximate (c) Exact (d) Approximate.
  2. 2. Round 7.34967.3496 to (a) 1 d.p., (b) 2 d.p., (c) 3 significant figures. (show answer)
    Answer
    (a) 7.37.3 (b) 7.357.35 (c) 7.357.35 (3 s.f.).
  3. 3. Truncate 7.34967.3496 to (a) 1 d.p., (b) 2 d.p. (show answer)
    Answer
    (a) 7.37.3 (b) 7.347.34.
  4. 4. Find the absolute error when π\pi is approximated by 3.143.14. (show answer)
    Answer
    π3.14=0.0015920.0016|\pi - 3.14| = 0.001\,592\ldots \approx 0.0016.
  5. 5. Find the relative (percentage) error when 3\sqrt{3} is approximated by 1.731.73. (show answer)
    Answer
    3=1.732050\sqrt{3} = 1.732\,050\ldots Absolute error =1.731.732050=0.00205= |1.73 - 1.732\,050\ldots| = 0.002\,05\ldots Relative error =0.002051.73205×100%0.118%= \dfrac{0.002\,05}{1.732\,05} \times 100\% \approx 0.118\%.
  6. 6. A calculator shows 0.66666670.666\,666\,7 for 23\dfrac{2}{3}. What is the absolute error? (show answer)
    Answer
    23=0.666666\dfrac{2}{3} = 0.666\,666\ldots repeating. Absolute error =0.66666670.6666663.3×108= |0.666\,666\,7 - 0.666\,666\ldots| \approx 3.3 \times 10^{-8}.
  7. 7. Round 0.0050490.005\,049 to 2 significant figures. (show answer)
    Answer
    0.00500.0050.
  8. 8. Express 56\dfrac{5}{6} as a decimal rounded to 4 d.p. and state the absolute error. (show answer)
    Answer
    56=0.8333\dfrac{5}{6} = 0.8333\ldots Rounded to 4 d.p.: 0.83330.8333. Absolute error =0.000033.3×105= 0.0000\overline{3} \approx 3.3 \times 10^{-5}.
  9. 9. A length of 73\dfrac{7}{3} m is recorded as 2.332.33 m. Find the absolute and relative error. (show answer)
    Answer
    73=2.333\dfrac{7}{3} = 2.333\ldots Absolute error =2.332.333=0.003= |2.33 - 2.333\ldots| = 0.003\ldots Relative error =0.00332.333×100%0.143%= \dfrac{0.003\overline{3}}{2.333\ldots} \times 100\% \approx 0.143\%.
  10. 10. True or false: truncation always gives a smaller error than rounding. Justify your answer. (show answer)
    Answer
    False. For example, truncating 3.64783.6478 to 2 d.p. gives 3.643.64 (error 0.00780.0078), while rounding gives 3.653.65 (error 0.00220.0022). Truncation gave the larger error.

Reasoning · Tier 2: accumulated error

  1. 1. A square has side length 5.25.2 cm (rounded to 1 d.p.). Find the range of possible values for the area. (show answer)
    Answer
    Side is between 5.155.15 and 5.255.25. Area range: 5.152=26.52255.15^2 = 26.5225 to 5.252=27.56255.25^2 = 27.5625. Range is approximately 26.5226.52 to 27.5627.56 cm2^2.
  2. 2. An investment of $1000 grows by a factor of 1.0651.065 each year. Compare the amount after 10 years using the exact multiplier vs the multiplier rounded to 1.071.07. (show answer)
    Answer
    Exact: 1000×1.06510=1000×1.87714=1877.141000 \times 1.065^{10} = 1000 \times 1.877\,14\ldots = 1877.14. Rounded: 1000×1.0710=1000×1.96715=1967.151000 \times 1.07^{10} = 1000 \times 1.967\,15\ldots = 1967.15. Difference 90.01\approx 90.01.
  3. 3. A recipe calls for 23\dfrac{2}{3} cup of sugar. A cook measures 0.670.67 cups. If the recipe is tripled, what is the total error? (show answer)
    Answer
    Exact amount per batch: 23=0.666\dfrac{2}{3} = 0.666\ldots cup. Measured: 0.670.67. Error per batch: 0.670.666=0.00330.67 - 0.666\ldots = 0.003\overline{3}. Tripled: total error =3×0.0033=0.01= 3 \times 0.003\overline{3} = 0.01 cup.
  4. 4. The radius of a circle is 3.43.4 cm (rounded to 1 d.p.). Find the range of possible values for the circumference. Use C=2πrC = 2\pi r. (show answer)
    Answer
    Radius between 3.353.35 and 3.453.45 cm. Circumference range: 2π(3.35)=6.7π21.052\pi(3.35) = 6.7\pi \approx 21.05 to 2π(3.45)=6.9π21.682\pi(3.45) = 6.9\pi \approx 21.68 cm.
  5. 5. A student calculates 2.45×3.15×1.852.45 \times 3.15 \times 1.85 by rounding each factor to 1 d.p. first. Find the error compared to the exact product. (show answer)
    Answer
    Exact: 2.45×3.15×1.85=14.2766252.45 \times 3.15 \times 1.85 = 14.276\,625. Rounded factors: 2.5×3.2×1.9=15.22.5 \times 3.2 \times 1.9 = 15.2. Error =15.214.276625=0.923375= |15.2 - 14.276\,625| = 0.923\,375.
  6. 6. Explain why keeping values in surd form during intermediate steps gives a more accurate final answer. (show answer)
    Answer
    Surds are exact representations. Rounding introduces error that compounds through further operations. For example, 2×2=2\sqrt{2} \times \sqrt{2} = 2 exactly, but 1.414×1.414=1.9993961.414 \times 1.414 = 1.999\,396.
  7. 7. The value x=1.4x = 1.4 is used to compute x5x^5. If the true value is 1.411.41, find the absolute error in x5x^5. (show answer)
    Answer
    1.45=5.378241.4^5 = 5.378\,24. 1.415=5.5840591.41^5 = 5.584\,059\ldots Absolute error =5.584065.378240.206= |5.584\,06 - 5.378\,24| \approx 0.206.
  8. 8. A measurement of 12.012.0 cm has a relative error of 0.5%0.5\%. Find the range of possible true values. (show answer)
    Answer
    0.5%0.5\% of 12.0=0.0612.0 = 0.06. True value is between 12.00.06=11.9412.0 - 0.06 = 11.94 and 12.0+0.06=12.0612.0 + 0.06 = 12.06 cm.

Reasoning · Tier 3: analysis and explanation

  1. 1. Prove that when a value rounded to ±ϵ\pm\epsilon is squared, the maximum absolute error in the square is approximately 2xϵ2x\epsilon (for small ϵ\epsilon). Hint: compare (x+ϵ)2(x + \epsilon)^2 with x2x^2. (show answer)
    Answer
    (x+ϵ)2=x2+2xϵ+ϵ2(x + \epsilon)^2 = x^2 + 2x\epsilon + \epsilon^2. For small ϵ\epsilon, ϵ2\epsilon^2 is negligible, so the error 2xϵ\approx 2x\epsilon. Similarly (xϵ)2x22xϵ(x - \epsilon)^2 \approx x^2 - 2x\epsilon, confirming maximum absolute error 2xϵ\approx 2x\epsilon.
  2. 2. A GPS unit reports a distance of 142142 km, rounded to the nearest kilometre. This distance is used to calculate fuel needed at 8.38.3 L per 100 km. Find the maximum error in the fuel estimate. (show answer)
    Answer
    Distance between 141.5141.5 and 142.5142.5 km. Fuel: 141.5×8.3100=11.7445\dfrac{141.5 \times 8.3}{100} = 11.7445 to 142.5×8.3100=11.8275\dfrac{142.5 \times 8.3}{100} = 11.8275 L. Using 142142: 11.78611.786 L. Maximum error 0.083\approx 0.083 L.
  3. 3. A scientist measures the sides of a cuboid as 3.23.2 cm, 4.54.5 cm and 6.16.1 cm (each to 1 d.p.). Calculate the maximum and minimum possible volumes and the percentage range. (show answer)
    Answer
    Min volume: 3.15×4.45×6.05=84.8353.15 \times 4.45 \times 6.05 = 84.835\ldots Max volume: 3.25×4.55×6.15=90.9663.25 \times 4.55 \times 6.15 = 90.966\ldots Using rounded values: 3.2×4.5×6.1=87.843.2 \times 4.5 \times 6.1 = 87.84. Percentage range =90.9784.8487.84×100%6.98%= \dfrac{90.97 - 84.84}{87.84} \times 100\% \approx 6.98\%.
  4. 4. Explain, with an example, why subtraction of nearly equal approximate numbers is particularly dangerous for accuracy. (show answer)
    Answer
    Catastrophic cancellation: if a1000.3a \approx 1000.3 and b1000.1b \approx 1000.1 (each accurate to 4 s.f.), then ab0.2a - b \approx 0.2, which has only 1 significant figure. The relative error jumps from 0.01%\sim 0.01\% in each value to potentially 50%50\% in their difference.

Reasoning · Harder reasoning

  1. 1. A bank compounds interest monthly at a nominal rate of 4.8%4.8\% per annum. Compare the balance after 20 years on a $50 000 deposit using (a) the exact monthly multiplier 1+0.048121 + \dfrac{0.048}{12} and (b) the multiplier rounded to 4 d.p. How large is the discrepancy? (show answer)
    Answer
    Exact monthly rate: r=1+0.04812=1.004r = 1 + \dfrac{0.048}{12} = 1.004. After 240 months: 50000×1.004240=50000×2.6051=130255.2050\,000 \times 1.004^{240} = 50\,000 \times 2.6051\ldots = 130\,255.20. Rounded to 4 d.p. the multiplier is already 1.00401.0040, so there is no rounding error at 4 d.p. in this case. With a cruder rounding (e.g. 3 d.p. giving 1.0041.004) the result is the same. If rounded to 2 d.p. as 1.001.00, the balance would be $50 000 -- a discrepancy of roughly $80 255.
  2. 2. The golden ratio is ϕ=1+52\phi = \dfrac{1 + \sqrt{5}}{2}. A student approximates ϕ1.618\phi \approx 1.618 and calculates ϕ10\phi^{10}. Find the percentage error compared to the exact value of ϕ10\phi^{10}. (show answer)
    Answer
    ϕ10=(1+52)10=123+555210210\phi^{10} = \left(\dfrac{1+\sqrt{5}}{2}\right)^{10} = \dfrac{123 + 55\sqrt{5}}{2^{10}} \cdot 2^{10}. Exact value =122.991869= 122.991\,869\ldots Using 1.61810=122.9661.618^{10} = 122.966\ldots Percentage error =122.992122.966122.992×100%0.021%= \dfrac{|122.992 - 122.966|}{122.992} \times 100\% \approx 0.021\%.
  3. 3. Two measurements are a=10.0±0.05a = 10.0 \pm 0.05 and b=9.9±0.05b = 9.9 \pm 0.05. Show that the relative error of aba - b can exceed 100%100\% while the relative errors of aa and bb individually are each under 1%1\%. (show answer)
    Answer
    aba - b ranges from (10.00.05)(9.9+0.05)=0.0(10.0 - 0.05) - (9.9 + 0.05) = 0.0 to (10.0+0.05)(9.90.05)=0.2(10.0 + 0.05) - (9.9 - 0.05) = 0.2. Best estimate of ab=0.1a - b = 0.1. Error up to ±0.1\pm 0.1, relative error =0.10.1=100%= \dfrac{0.1}{0.1} = 100\%, while individual relative errors are 0.0510.0=0.5%\dfrac{0.05}{10.0} = 0.5\% and 0.059.90.505%\dfrac{0.05}{9.9} \approx 0.505\%.
  4. 4. A computer stores numbers in floating point with 7 significant digits. Explain how computing 1000000110000000\sqrt{10\,000\,001} - \sqrt{10\,000\,000} could lose almost all significant figures, and describe a rearrangement that avoids this problem. (show answer)
    Answer
    With 7 significant digits: 10000001=3162.2778\sqrt{10\,000\,001} = 3162.277\,8\ldots and 10000000=3162.2777\sqrt{10\,000\,000} = 3162.277\,7\ldots The difference 0.000016\approx 0.000\,016, but both stored values agree in their first 7 digits, so the subtraction leaves at most 1-2 correct digits. Rearrangement: multiply by the conjugate: 1000000110000000=110000001+1000000016324.5551.581×104\sqrt{10\,000\,001} - \sqrt{10\,000\,000} = \dfrac{1}{\sqrt{10\,000\,001} + \sqrt{10\,000\,000}} \approx \dfrac{1}{6324.555} \approx 1.581 \times 10^{-4}, which retains full precision.

Algebraic techniques (factorise, fractions, exponents)

Fluency · Tier 1: core skills

  1. 1. Factorise 8x212x8x^2 - 12x. (show answer)
    Answer
    4x(2x3)4x(2x - 3).
  2. 2. Factorise 5a2b+10ab215ab5a^2b + 10ab^2 - 15ab. (show answer)
    Answer
    5ab(a+2b3)5ab(a + 2b - 3).
  3. 3. Simplify 18x4y26x2y5\dfrac{18x^4 y^2}{6x^2 y^5}. (show answer)
    Answer
    3x2y3\dfrac{3x^2}{y^3}.
  4. 4. Simplify (3a2)3×2a4(3a^2)^3 \times 2a^{-4}. (show answer)
    Answer
    (3a2)3=27a6(3a^2)^3 = 27a^6. Then 27a6×2a4=54a227a^6 \times 2a^{-4} = 54a^2.
  5. 5. Expand (x+4)(x7)(x + 4)(x - 7). (show answer)
    Answer
    x23x28x^2 - 3x - 28.
  6. 6. Expand (2x3)2(2x - 3)^2. (show answer)
    Answer
    4x212x+94x^2 - 12x + 9.
  7. 7. Factorise x249x^2 - 49. (show answer)
    Answer
    (x7)(x+7)(x - 7)(x + 7).
  8. 8. Factorise x2+3x18x^2 + 3x - 18. (show answer)
    Answer
    (x+6)(x3)(x + 6)(x - 3).
  9. 9. Simplify 4x+32x\dfrac{4}{x} + \dfrac{3}{2x}. (show answer)
    Answer
    LCD =2x= 2x: 82x+32x=112x\dfrac{8}{2x} + \dfrac{3}{2x} = \dfrac{11}{2x}.
  10. 10. Make tt the subject of s=ut+12at2s = ut + \dfrac{1}{2}at^2 when u=0u = 0. (show answer)
    Answer
    When u=0u = 0: s=12at2s = \dfrac{1}{2}at^2, so t2=2sat^2 = \dfrac{2s}{a}, t=2sat = \sqrt{\dfrac{2s}{a}} (taking the positive root).

Reasoning · Tier 2: multi-step problems

  1. 1. Factorise 3x2+10x83x^2 + 10x - 8 using grouping. (show answer)
    Answer
    Product =3×(8)=24= 3 \times (-8) = -24. Numbers: 1212 and 2-2. Split: 3x2+12x2x8=3x(x+4)2(x+4)=(x+4)(3x2)3x^2 + 12x - 2x - 8 = 3x(x + 4) - 2(x + 4) = (x + 4)(3x - 2).
  2. 2. Write x26x+1x^2 - 6x + 1 in the form (xp)2+q(x - p)^2 + q. (show answer)
    Answer
    x26x+1=(x3)29+1=(x3)28x^2 - 6x + 1 = (x - 3)^2 - 9 + 1 = (x - 3)^2 - 8.
  3. 3. Simplify x24x2+5x+6\dfrac{x^2 - 4}{x^2 + 5x + 6}. (show answer)
    Answer
    (x2)(x+2)(x+2)(x+3)=x2x+3\dfrac{(x-2)(x+2)}{(x+2)(x+3)} = \dfrac{x - 2}{x + 3} (for x2x \neq -2).
  4. 4. Simplify 2x13x+2\dfrac{2}{x - 1} - \dfrac{3}{x + 2}. (show answer)
    Answer
    LCD =(x1)(x+2)= (x-1)(x+2): 2(x+2)3(x1)(x1)(x+2)=2x+43x+3(x1)(x+2)=x+7(x1)(x+2)\dfrac{2(x+2) - 3(x-1)}{(x-1)(x+2)} = \dfrac{2x + 4 - 3x + 3}{(x-1)(x+2)} = \dfrac{-x + 7}{(x-1)(x+2)}.
  5. 5. Make vv the subject of E=12mv2E = \dfrac{1}{2}mv^2. (show answer)
    Answer
    2E=mv22E = mv^2, v2=2Emv^2 = \dfrac{2E}{m}, v=2Emv = \sqrt{\dfrac{2E}{m}}.
  6. 6. Make xx the subject of y=3x+1x2y = \dfrac{3x + 1}{x - 2}. (show answer)
    Answer
    y(x2)=3x+1y(x - 2) = 3x + 1, xy2y=3x+1xy - 2y = 3x + 1, xy3x=2y+1xy - 3x = 2y + 1, x(y3)=2y+1x(y - 3) = 2y + 1, x=2y+1y3x = \dfrac{2y + 1}{y - 3}.
  7. 7. Simplify x2+6x+9x29\dfrac{x^2 + 6x + 9}{x^2 - 9}. (show answer)
    Answer
    (x+3)2(x3)(x+3)=x+3x3\dfrac{(x+3)^2}{(x-3)(x+3)} = \dfrac{x + 3}{x - 3} (for x3x \neq -3).
  8. 8. Factorise 2x2182x^2 - 18 completely. (show answer)
    Answer
    2(x29)=2(x3)(x+3)2(x^2 - 9) = 2(x - 3)(x + 3).

Reasoning · Tier 3: explain and extend

  1. 1. Explain why x2+4x^2 + 4 cannot be factorised over the real numbers but x24x^2 - 4 can. (show answer)
    Answer
    x24=(x2)(x+2)x^2 - 4 = (x-2)(x+2) uses the difference of two squares. For x2+4x^2 + 4, there are no real numbers a,ba, b with a2b2=x2+4a^2 - b^2 = x^2 + 4 in the required form. Since x20x^2 \geq 0, x2+44>0x^2 + 4 \geq 4 > 0, so it never equals zero and cannot be split into real linear factors.
  2. 2. By completing the square, show that x2+6x+11>0x^2 + 6x + 11 > 0 for all real xx. (show answer)
    Answer
    x2+6x+11=(x+3)29+11=(x+3)2+2x^2 + 6x + 11 = (x + 3)^2 - 9 + 11 = (x + 3)^2 + 2. Since (x+3)20(x+3)^2 \geq 0, the expression 2>0\geq 2 > 0 for all real xx.
  3. 3. Simplify 1x+1+1x+2+1x+3\dfrac{1}{x+1} + \dfrac{1}{x+2} + \dfrac{1}{x+3} as a single fraction. (show answer)
    Answer
    LCD =(x+1)(x+2)(x+3)= (x+1)(x+2)(x+3). Numerator: (x+2)(x+3)+(x+1)(x+3)+(x+1)(x+2)(x+2)(x+3) + (x+1)(x+3) + (x+1)(x+2) =(x2+5x+6)+(x2+4x+3)+(x2+3x+2)= (x^2 + 5x + 6) + (x^2 + 4x + 3) + (x^2 + 3x + 2) =3x2+12x+11= 3x^2 + 12x + 11. Result: 3x2+12x+11(x+1)(x+2)(x+3)\dfrac{3x^2 + 12x + 11}{(x+1)(x+2)(x+3)}.
  4. 4. The surface area of a cylinder is S=2πr2+2πrhS = 2\pi r^2 + 2\pi rh. Factorise the right-hand side, then rearrange for hh. (show answer)
    Answer
    S=2πr(r+h)S = 2\pi r(r + h). Rearranging: r+h=S2πrr + h = \dfrac{S}{2\pi r}, so h=S2πrr=S2πr22πrh = \dfrac{S}{2\pi r} - r = \dfrac{S - 2\pi r^2}{2\pi r}.
  5. 5. Factorise x416x^4 - 16 completely. (show answer)
    Answer
    x416=(x24)(x2+4)=(x2)(x+2)(x2+4)x^4 - 16 = (x^2 - 4)(x^2 + 4) = (x - 2)(x + 2)(x^2 + 4).

Reasoning · Harder reasoning

  1. 1. Factorise 6x27xy3y26x^2 - 7xy - 3y^2 and verify by expanding. (show answer)
    Answer
    Product =6×(3)=18= 6 \times (-3) = -18. Numbers: 9-9 and 22. Split: 6x29xy+2xy3y2=3x(2x3y)+y(2x3y)=(2x3y)(3x+y)6x^2 - 9xy + 2xy - 3y^2 = 3x(2x - 3y) + y(2x - 3y) = (2x - 3y)(3x + y). Check: (2x3y)(3x+y)=6x2+2xy9xy3y2=6x27xy3y2(2x - 3y)(3x + y) = 6x^2 + 2xy - 9xy - 3y^2 = 6x^2 - 7xy - 3y^2. Correct.
  2. 2. If a+1a=5a + \dfrac{1}{a} = 5, find the value of a2+1a2a^2 + \dfrac{1}{a^2}. (show answer)
    Answer
    (a+1a)2=a2+2+1a2\left(a + \dfrac{1}{a}\right)^2 = a^2 + 2 + \dfrac{1}{a^2}. So 25=a2+2+1a225 = a^2 + 2 + \dfrac{1}{a^2}, hence a2+1a2=23a^2 + \dfrac{1}{a^2} = 23.
  3. 3. Show that 1n1n+1=1n(n+1)\dfrac{1}{n} - \dfrac{1}{n+1} = \dfrac{1}{n(n+1)} and hence find 11×2+12×3+13×4++199×100\dfrac{1}{1 \times 2} + \dfrac{1}{2 \times 3} + \dfrac{1}{3 \times 4} + \cdots + \dfrac{1}{99 \times 100}. (show answer)
    Answer
    1n1n+1=(n+1)nn(n+1)=1n(n+1)\dfrac{1}{n} - \dfrac{1}{n+1} = \dfrac{(n+1) - n}{n(n+1)} = \dfrac{1}{n(n+1)}. The sum telescopes: (1112)+(1213)++(1991100)=11100=99100\left(\dfrac{1}{1} - \dfrac{1}{2}\right) + \left(\dfrac{1}{2} - \dfrac{1}{3}\right) + \cdots + \left(\dfrac{1}{99} - \dfrac{1}{100}\right) = 1 - \dfrac{1}{100} = \dfrac{99}{100}.
  4. 4. A rectangle has area x2+7x+10x^2 + 7x + 10 and length x+5x + 5. Find the width, perimeter (in terms of xx), and the value of xx if the perimeter is 2626. (show answer)
    Answer
    Width =x2+7x+10x+5=(x+5)(x+2)x+5=x+2= \dfrac{x^2 + 7x + 10}{x + 5} = \dfrac{(x+5)(x+2)}{x+5} = x + 2. Perimeter =2(x+5+x+2)=2(2x+7)=4x+14= 2(x + 5 + x + 2) = 2(2x + 7) = 4x + 14. If perimeter =26= 26: 4x+14=264x + 14 = 26, x=3x = 3.

Quadratic equations

Fluency · Tier 1: solve by factorisation and formula

  1. 1. Solve x27x+10=0x^2 - 7x + 10 = 0 by factorisation. (show answer)
    Answer
    (x2)(x5)=0(x - 2)(x - 5) = 0: x=2x = 2 or x=5x = 5.
  2. 2. Solve x2+2x15=0x^2 + 2x - 15 = 0 by factorisation. (show answer)
    Answer
    (x+5)(x3)=0(x + 5)(x - 3) = 0: x=5x = -5 or x=3x = 3.
  3. 3. Solve 3x212x=03x^2 - 12x = 0. (show answer)
    Answer
    3x(x4)=03x(x - 4) = 0: x=0x = 0 or x=4x = 4.
  4. 4. Solve x225=0x^2 - 25 = 0. (show answer)
    Answer
    (x5)(x+5)=0(x - 5)(x + 5) = 0: x=5x = 5 or x=5x = -5.
  5. 5. Use the quadratic formula to solve x2+4x+1=0x^2 + 4x + 1 = 0. Give exact answers. (show answer)
    Answer
    x=4±1642=4±122=2±3x = \dfrac{-4 \pm \sqrt{16 - 4}}{2} = \dfrac{-4 \pm \sqrt{12}}{2} = -2 \pm \sqrt{3}.
  6. 6. Use the quadratic formula to solve 2x23x1=02x^2 - 3x - 1 = 0. Give exact answers. (show answer)
    Answer
    x=3±9+84=3±174x = \dfrac{3 \pm \sqrt{9 + 8}}{4} = \dfrac{3 \pm \sqrt{17}}{4}.
  7. 7. Find the discriminant of x2+6x+9=0x^2 + 6x + 9 = 0 and state the number of solutions. (show answer)
    Answer
    Δ=3636=0\Delta = 36 - 36 = 0. One repeated solution: x=3x = -3.
  8. 8. Find the discriminant of 2x2x+3=02x^2 - x + 3 = 0 and state the number of solutions. (show answer)
    Answer
    Δ=124=23<0\Delta = 1 - 24 = -23 < 0. No real solutions.
  9. 9. Solve x2+8x+12=0x^2 + 8x + 12 = 0 by completing the square. (show answer)
    Answer
    x2+8x=12x^2 + 8x = -12. (x+4)2=1612=4(x + 4)^2 = 16 - 12 = 4. x+4=±2x + 4 = \pm 2. x=2x = -2 or x=6x = -6.
  10. 10. Solve (x1)(x+5)=7(x - 1)(x + 5) = 7. (show answer)
    Answer
    x2+4x5=7x^2 + 4x - 5 = 7, so x2+4x12=0x^2 + 4x - 12 = 0. (x+6)(x2)=0(x + 6)(x - 2) = 0: x=6x = -6 or x=2x = 2.

Reasoning · Tier 2: applications and analysis

  1. 1. A rectangle has length (x+4)(x + 4) cm and width (x2)(x - 2) cm. Its area is 3232 cm2^2. Find xx. (show answer)
    Answer
    (x+4)(x2)=32(x + 4)(x - 2) = 32, x2+2x8=32x^2 + 2x - 8 = 32, x2+2x40=0x^2 + 2x - 40 = 0. x=2±4+1602=2±1642=1±41x = \dfrac{-2 \pm \sqrt{4 + 160}}{2} = \dfrac{-2 \pm \sqrt{164}}{2} = -1 \pm \sqrt{41}. Since x>2x > 2: x=1+415.40x = -1 + \sqrt{41} \approx 5.40 cm.
  2. 2. Solve 4x212x+9=04x^2 - 12x + 9 = 0 and explain why there is only one solution. (show answer)
    Answer
    Δ=144144=0\Delta = 144 - 144 = 0. (2x3)2=0(2x - 3)^2 = 0, so x=32x = \dfrac{3}{2}. There is one repeated solution because the parabola touches the xx-axis at exactly one point.
  3. 3. Solve x26x+3=0x^2 - 6x + 3 = 0 by (a) completing the square and (b) the quadratic formula. Verify the answers agree. (show answer)
    Answer
    (a) x26x=3x^2 - 6x = -3. (x3)2=93=6(x - 3)^2 = 9 - 3 = 6. x=3±6x = 3 \pm \sqrt{6}. (b) x=6±36122=6±242=3±6x = \dfrac{6 \pm \sqrt{36 - 12}}{2} = \dfrac{6 \pm \sqrt{24}}{2} = 3 \pm \sqrt{6}. Both methods give the same answer.
  4. 4. For what values of kk does x2+4x+k=0x^2 + 4x + k = 0 have two distinct real solutions? (show answer)
    Answer
    Two distinct real solutions requires Δ>0\Delta > 0: 164k>016 - 4k > 0, so k<4k < 4.
  5. 5. The height of a ball is h=25t5t2h = 25t - 5t^2 metres after tt seconds. When is the ball at a height of 2020 m? (show answer)
    Answer
    25t5t2=2025t - 5t^2 = 20. 5t225t+20=05t^2 - 25t + 20 = 0. t25t+4=0t^2 - 5t + 4 = 0. (t1)(t4)=0(t - 1)(t - 4) = 0: t=1t = 1 s or t=4t = 4 s.
  6. 6. Solve 6x+x=5\dfrac{6}{x} + x = 5 by first multiplying through by xx. (show answer)
    Answer
    6x+x=5\dfrac{6}{x} + x = 5. Multiply by xx: 6+x2=5x6 + x^2 = 5x. x25x+6=0x^2 - 5x + 6 = 0. (x2)(x3)=0(x - 2)(x - 3) = 0: x=2x = 2 or x=3x = 3.
  7. 7. The sum of a number and its reciprocal is 103\dfrac{10}{3}. Find the number. (show answer)
    Answer
    Let the number be xx. x+1x=103x + \dfrac{1}{x} = \dfrac{10}{3}. Multiply by 3x3x: 3x2+3=10x3x^2 + 3 = 10x. 3x210x+3=03x^2 - 10x + 3 = 0. (3x1)(x3)=0(3x - 1)(x - 3) = 0: x=13x = \dfrac{1}{3} or x=3x = 3.
  8. 8. Show that x2+2x+5=0x^2 + 2x + 5 = 0 has no real solutions using (a) the discriminant and (b) completing the square. (show answer)
    Answer
    (a) Δ=420=16<0\Delta = 4 - 20 = -16 < 0, so no real solutions. (b) x2+2x+5=(x+1)2+4x^2 + 2x + 5 = (x + 1)^2 + 4. Since (x+1)20(x+1)^2 \geq 0, the expression 4>0\geq 4 > 0, so it can never equal zero.

Reasoning · Tier 3: extended reasoning

  1. 1. Prove that the quadratic formula follows from completing the square on ax2+bx+c=0ax^2 + bx + c = 0. (show answer)
    Answer
    ax2+bx+c=0ax^2 + bx + c = 0. Divide by aa: x2+bax+ca=0x^2 + \dfrac{b}{a}x + \dfrac{c}{a} = 0. Complete the square: (x+b2a)2=b24a2ca=b24ac4a2\left(x + \dfrac{b}{2a}\right)^2 = \dfrac{b^2}{4a^2} - \dfrac{c}{a} = \dfrac{b^2 - 4ac}{4a^2}. Square root: x+b2a=±b24ac2ax + \dfrac{b}{2a} = \pm\dfrac{\sqrt{b^2 - 4ac}}{2a}. Therefore x=b±b24ac2ax = \dfrac{-b \pm \sqrt{b^2 - 4ac}}{2a}.
  2. 2. A farmer encloses a rectangular area using 8080 m of fencing against a river (three sides). Find the maximum area and the dimensions that achieve it. (show answer)
    Answer
    Width =x= x, length =802x= 80 - 2x. Area =x(802x)=80x2x2= x(80 - 2x) = 80x - 2x^2. Axis of symmetry: x=804=20x = \dfrac{80}{4} = 20. Maximum area: 80(20)2(400)=1600800=80080(20) - 2(400) = 1600 - 800 = 800 m2^2. Dimensions: 2020 m by 4040 m.
  3. 3. The parabola y=2x2+bx+cy = 2x^2 + bx + c passes through (1,3)(1, 3) and (3,7)(3, 7). Find bb and cc. (show answer)
    Answer
    (1,3)(1, 3): 2+b+c=32 + b + c = 3, so b+c=1b + c = 1. (3,7)(3, 7): 18+3b+c=718 + 3b + c = 7, so 3b+c=113b + c = -11. Subtract: 2b=122b = -12, b=6b = -6. c=1(6)=7c = 1 - (-6) = 7.
  4. 4. For what values of mm does the line y=mx+1y = mx + 1 intersect the parabola y=x2y = x^2 at exactly one point? (show answer)
    Answer
    x2=mx+1x^2 = mx + 1, so x2mx1=0x^2 - mx - 1 = 0. Exactly one intersection: Δ=0\Delta = 0. m2+4=0m^2 + 4 = 0. Since m20m^2 \geq 0, m2+44>0m^2 + 4 \geq 4 > 0 for all real mm. So Δ>0\Delta > 0 always, meaning the line always intersects the parabola at two points -- there is no value of mm giving exactly one intersection.

Reasoning · Harder reasoning

  1. 1. Solve xx+1+x+1x=52\dfrac{x}{x+1} + \dfrac{x+1}{x} = \dfrac{5}{2} by letting u=xx+1u = \dfrac{x}{x+1}. (show answer)
    Answer
    Let u=xx+1u = \dfrac{x}{x+1}, so x+1x=1u\dfrac{x+1}{x} = \dfrac{1}{u}. The equation becomes u+1u=52u + \dfrac{1}{u} = \dfrac{5}{2}. Multiply by 2u2u: 2u2+2=5u2u^2 + 2 = 5u, 2u25u+2=02u^2 - 5u + 2 = 0, (2u1)(u2)=0(2u - 1)(u - 2) = 0, u=12u = \dfrac{1}{2} or u=2u = 2. If u=12u = \dfrac{1}{2}: xx+1=12\dfrac{x}{x+1} = \dfrac{1}{2}, 2x=x+12x = x + 1, x=1x = 1. If u=2u = 2: xx+1=2\dfrac{x}{x+1} = 2, x=2x+2x = 2x + 2, x=2x = -2. Solutions: x=1x = 1 or x=2x = -2.
  2. 2. The roots of x25x+3=0x^2 - 5x + 3 = 0 are α\alpha and β\beta. Without finding α\alpha and β\beta, evaluate α2+β2\alpha^2 + \beta^2 and 1α+1β\dfrac{1}{\alpha} + \dfrac{1}{\beta}. (show answer)
    Answer
    By Vieta's formulas: α+β=5\alpha + \beta = 5 and αβ=3\alpha\beta = 3. α2+β2=(α+β)22αβ=256=19\alpha^2 + \beta^2 = (\alpha + \beta)^2 - 2\alpha\beta = 25 - 6 = 19. 1α+1β=α+βαβ=53\dfrac{1}{\alpha} + \dfrac{1}{\beta} = \dfrac{\alpha + \beta}{\alpha\beta} = \dfrac{5}{3}.
  3. 3. Find all values of kk such that kx2+(k+2)x+1=0kx^2 + (k+2)x + 1 = 0 has a repeated root. State any restrictions on kk. (show answer)
    Answer
    Δ=(k+2)24k=k2+4k+44k=k2+4\Delta = (k+2)^2 - 4k = k^2 + 4k + 4 - 4k = k^2 + 4. For a repeated root: Δ=0\Delta = 0, so k2+4=0k^2 + 4 = 0. Since k20k^2 \geq 0, k2+44>0k^2 + 4 \geq 4 > 0 for all real kk. There is no real value of kk that gives a repeated root (restriction: k0k \neq 0 since the equation must be quadratic).
  4. 4. A ball is thrown upward from a 1515 m platform with initial velocity 2020 m/s. Its height is h=15+20t5t2h = 15 + 20t - 5t^2. Find the times when it is at 3030 m height, and the time when it hits the ground. Give exact answers. (show answer)
    Answer
    15+20t5t2=3015 + 20t - 5t^2 = 30: 5t220t+15=05t^2 - 20t + 15 = 0, t24t+3=0t^2 - 4t + 3 = 0, (t1)(t3)=0(t-1)(t-3) = 0: t=1t = 1 or t=3t = 3 s. Hits ground: 15+20t5t2=015 + 20t - 5t^2 = 0, t24t3=0t^2 - 4t - 3 = 0, t=4±16+122=2±7t = \dfrac{4 \pm \sqrt{16 + 12}}{2} = 2 \pm \sqrt{7}. Taking the positive root: t=2+74.65t = 2 + \sqrt{7} \approx 4.65 s.

Simultaneous linear equations

Fluency · Tier 1: basic solving

  1. 1. Solve by substitution: y=x+3y = x + 3 and y=2x1y = 2x - 1. (show answer)
    Answer
    x+3=2x1x + 3 = 2x - 1, x=4x = 4, y=7y = 7.
  2. 2. Solve by substitution: y=4xy = 4x and 3x+y=143x + y = 14. (show answer)
    Answer
    3x+4x=143x + 4x = 14, 7x=147x = 14, x=2x = 2, y=8y = 8.
  3. 3. Solve by elimination: x+y=10x + y = 10 and xy=4x - y = 4. (show answer)
    Answer
    Add: 2x=142x = 14, x=7x = 7, y=3y = 3.
  4. 4. Solve by elimination: 3x+y=113x + y = 11 and x+y=5x + y = 5. (show answer)
    Answer
    Subtract: 2x=62x = 6, x=3x = 3, y=2y = 2.
  5. 5. Solve: 2x+y=72x + y = 7 and xy=2x - y = 2. (show answer)
    Answer
    Add: 3x=93x = 9, x=3x = 3, y=1y = 1.
  6. 6. Solve: y=2x+3y = 2x + 3 and 3xy=13x - y = -1. (show answer)
    Answer
    Substitute: 3x(2x+3)=13x - (2x + 3) = -1, x3=1x - 3 = -1, x=2x = 2, y=7y = 7.
  7. 7. Solve: 4x+3y=184x + 3y = 18 and 2x+3y=122x + 3y = 12. (show answer)
    Answer
    Subtract: 2x=62x = 6, x=3x = 3, y=2y = 2.
  8. 8. Solve: x+2y=8x + 2y = 8 and 3x+2y=123x + 2y = 12. (show answer)
    Answer
    Subtract: 2x=42x = 4, x=2x = 2, y=3y = 3.
  9. 9. Write the equations for: "Two numbers add to 20 and differ by 6." Solve them. (show answer)
    Answer
    x+y=20x + y = 20 and xy=6x - y = 6. Add: 2x=262x = 26, x=13x = 13, y=7y = 7.
  10. 10. Write the equations for: "A pen costs $2 more than a pencil. Three pens and two pencils cost $21." Solve them. (show answer)
    Answer
    Let pencil =p= p, pen =p+2= p + 2. 3(p+2)+2p=213(p + 2) + 2p = 21, 5p+6=215p + 6 = 21, p=3p = 3. Pencil $3, pen $5.

Reasoning · Tier 2: multi-step and applications

  1. 1. Solve x2+y3=4\dfrac{x}{2} + \dfrac{y}{3} = 4 and xy=3x - y = 3. (show answer)
    Answer
    From eq 2: x=y+3x = y + 3. Substitute: y+32+y3=4\dfrac{y+3}{2} + \dfrac{y}{3} = 4. Multiply by 66: 3(y+3)+2y=243(y+3) + 2y = 24, 5y+9=245y + 9 = 24, y=3y = 3, x=6x = 6.
  2. 2. Solve 5x+2y=15x + 2y = 1 and 3x4y=113x - 4y = 11. (show answer)
    Answer
    Multiply eq 1 by 22: 10x+4y=210x + 4y = 2. Add to eq 2: 13x=1313x = 13, x=1x = 1, y=2y = -2.
  3. 3. Determine whether 2x6y=42x - 6y = 4 and x3y=7x - 3y = 7 have no solution, one solution, or infinitely many solutions. (show answer)
    Answer
    Multiply eq 2 by 22: 2x6y=142x - 6y = 14. But eq 1 is 2x6y=42x - 6y = 4. Since 14414 \neq 4, there is no solution (parallel lines).
  4. 4. A fruit shop sells apples at $3 per kg and bananas at $2 per kg. A customer buys 5 kg of fruit for $12. How many kg of each? (show answer)
    Answer
    a+b=5a + b = 5 and 3a+2b=123a + 2b = 12. From eq 1: b=5ab = 5 - a. Substitute: 3a+2(5a)=123a + 2(5-a) = 12, a+10=12a + 10 = 12, a=2a = 2 kg apples, b=3b = 3 kg bananas.
  5. 5. Two cars leave the same point. Car A travels north at 8080 km/h and car B travels north at 6060 km/h but left 11 hour earlier. When and where does car A overtake car B? (show answer)
    Answer
    Car B position: 60t60t (where tt is hours after B left). Car A position: 80(t1)80(t - 1) (A left 1 hour later). Overtake: 80(t1)=60t80(t-1) = 60t, 80t80=60t80t - 80 = 60t, 20t=8020t = 80, t=4t = 4 hours after B left. Position: 60×4=24060 \times 4 = 240 km from start.
  6. 6. The perimeter of a rectangle is 3636 cm and the length is 44 cm more than the width. Find the dimensions. (show answer)
    Answer
    2l+2w=362l + 2w = 36 and l=w+4l = w + 4. Substitute: 2(w+4)+2w=362(w+4) + 2w = 36, 4w+8=364w + 8 = 36, w=7w = 7 cm, l=11l = 11 cm.
  7. 7. Solve 2x+3y=12x + 3y = 1 and 4x+6y=24x + 6y = 2. How many solutions are there? Explain. (show answer)
    Answer
    Eq 2 is exactly 2×2 \times eq 1: 4x+6y=2(2x+3y)=2(1)=24x + 6y = 2(2x + 3y) = 2(1) = 2. The equations are identical, so there are infinitely many solutions.
  8. 8. A test has 3030 questions. Correct answers score 44 marks; wrong answers lose 11 mark. A student scores 7575. How many correct answers? (show answer)
    Answer
    Let cc = correct, ww = wrong. c+w=30c + w = 30 and 4cw=754c - w = 75. Add: 5c=1055c = 105, c=21c = 21 correct answers.

Reasoning · Tier 3: extended problems

  1. 1. Three friends buy cinema tickets and snacks. Use the information below to set up and solve simultaneous equations: 2 tickets and 1 snack cost $35; 1 ticket and 2 snacks cost $25. Find the cost of a ticket and a snack. (show answer)
    Answer
    2t+s=352t + s = 35 and t+2s=25t + 2s = 25. Multiply eq 2 by 22: 2t+4s=502t + 4s = 50. Subtract eq 1: 3s=153s = 15, s=5s = 5. t=3552=15t = \dfrac{35 - 5}{2} = 15. Ticket $15, snack $5.
  2. 2. A boat travels 3030 km upstream in 33 hours and 3030 km downstream in 22 hours. Find the speed of the boat in still water and the speed of the current. (show answer)
    Answer
    Let boat speed =b= b, current =c= c. Upstream: 30bc=3\dfrac{30}{b - c} = 3, so bc=10b - c = 10. Downstream: 30b+c=2\dfrac{30}{b + c} = 2, so b+c=15b + c = 15. Add: 2b=252b = 25, b=12.5b = 12.5 km/h, c=2.5c = 2.5 km/h.
  3. 3. A company's cost function is C=500+8nC = 500 + 8n and revenue function is R=20n0.05n2R = 20n - 0.05n^2. Find the break-even point(s). (show answer)
    Answer
    500+8n=20n0.05n2500 + 8n = 20n - 0.05n^2. 0.05n212n+500=00.05n^2 - 12n + 500 = 0. n2240n+10000=0n^2 - 240n + 10\,000 = 0. n=240±57600400002=240±176002=240±40112=120±2011n = \dfrac{240 \pm \sqrt{57\,600 - 40\,000}}{2} = \dfrac{240 \pm \sqrt{17\,600}}{2} = \dfrac{240 \pm 40\sqrt{11}}{2} = 120 \pm 20\sqrt{11}. So n12066.3=53.7n \approx 120 - 66.3 = 53.7 or n120+66.3=186.3n \approx 120 + 66.3 = 186.3. Break-even at approximately 5454 and 186186 units.
  4. 4. The line ax+by=1ax + by = 1 passes through (2,1)(2, 1) and (4,1)(4, -1). Find aa and bb, then write the equation in the form y=mx+cy = mx + c. (show answer)
    Answer
    Through (2,1)(2,1): 2a+b=12a + b = 1. Through (4,1)(4,-1): 4ab=14a - b = 1. Add: 6a=26a = 2, a=13a = \dfrac{1}{3}, b=123=13b = 1 - \dfrac{2}{3} = \dfrac{1}{3}. Equation: x3+y3=1\dfrac{x}{3} + \dfrac{y}{3} = 1, so x+y=3x + y = 3, y=x+3y = -x + 3.

Reasoning · Harder reasoning

  1. 1. A two-digit number has digits that add to 99. If the digits are reversed, the new number is 2727 less than the original. Find the number. (Hint: let the tens digit be tt and units digit be uu, so the number is 10t+u10t + u.) (show answer)
    Answer
    Number =10t+u= 10t + u. t+u=9t + u = 9 and 10t+u(10u+t)=2710t + u - (10u + t) = 27, so 9t9u=279t - 9u = 27, tu=3t - u = 3. Add: 2t=122t = 12, t=6t = 6, u=3u = 3. The number is 6363.
  2. 2. Solve the system 2x+3y=7\dfrac{2}{x} + \dfrac{3}{y} = 7 and 5x1y=9\dfrac{5}{x} - \dfrac{1}{y} = 9 by letting u=1xu = \dfrac{1}{x} and v=1yv = \dfrac{1}{y}. (show answer)
    Answer
    Let u=1xu = \dfrac{1}{x}, v=1yv = \dfrac{1}{y}. 2u+3v=72u + 3v = 7 and 5uv=95u - v = 9. From eq 2: v=5u9v = 5u - 9. Substitute: 2u+3(5u9)=72u + 3(5u - 9) = 7, 17u27=717u - 27 = 7, u=2u = 2, v=1v = 1. So x=12x = \dfrac{1}{2}, y=1y = 1.
  3. 3. Find the equation of the line passing through the intersection of 2x+y=52x + y = 5 and xy=1x - y = 1 that also passes through (0,4)(0, 4). (show answer)
    Answer
    Solve 2x+y=52x + y = 5 and xy=1x - y = 1: add, 3x=63x = 6, x=2x = 2, y=1y = 1. The intersection is (2,1)(2, 1). Line through (2,1)(2, 1) and (0,4)(0, 4): gradient =4102=32= \dfrac{4 - 1}{0 - 2} = -\dfrac{3}{2}. Equation: y=32x+4y = -\dfrac{3}{2}x + 4.
  4. 4. A shop sells two sizes of coffee. On Monday, 40 small and 25 large coffees earned $285. On Tuesday, 30 small and 35 large coffees earned $295. Find the price of each size, then find the day's revenue if 50 small and 50 large are sold. (show answer)
    Answer
    40s+25l=28540s + 25l = 285 and 30s+35l=29530s + 35l = 295. Multiply eq 1 by 77 and eq 2 by 55: 280s+175l=1995280s + 175l = 1995 and 150s+175l=1475150s + 175l = 1475. Subtract: 130s=520130s = 520, s=4s = 4. 40(4)+25l=28540(4) + 25l = 285, 25l=12525l = 125, l=5l = 5. Small $4, large $5. Revenue for 50 of each: 50(4)+50(5)=200+250=45050(4) + 50(5) = 200 + 250 = 450.

Linear relationships & inequalities

Fluency · Tier 1: basic skills

  1. 1. Solve 5x+3=285x + 3 = 28. (show answer)
    Answer
    5x=255x = 25, so x=5x = 5.
  2. 2. Make ww the subject of P=2l+2wP = 2l + 2w. (show answer)
    Answer
    2w=P2l2w = P - 2l, so w=P2l2w = \dfrac{P - 2l}{2}.
  3. 3. Solve 4x7>94x - 7 > 9 and state the solution as an inequality. (show answer)
    Answer
    4x>164x > 16, so x>4x > 4.
  4. 4. Solve 3x12-3x \leq 12 and show the solution on a number line. (show answer)
    Answer
    Divide by 3-3 and flip: x4x \geq -4. Closed circle at 4-4, shade right.
  5. 5. State whether y=2x+1y = 2x + 1 and y=2x5y = 2x - 5 are parallel, perpendicular, or neither. (show answer)
    Answer
    Both have gradient 22, so parallel.
  6. 6. State whether y=4x+3y = 4x + 3 and y=14x+7y = -\tfrac{1}{4}x + 7 are parallel, perpendicular, or neither. (show answer)
    Answer
    m1=4m_1 = 4, m2=14m_2 = -\tfrac{1}{4}. Product =4×(14)=1= 4 \times (-\tfrac{1}{4}) = -1, so perpendicular.
  7. 7. Find the gradient of a line perpendicular to a line with gradient 55. (show answer)
    Answer
    m=15m = -\tfrac{1}{5}.
  8. 8. For the inequality y>x+2y > x + 2, state whether the boundary line is solid or dashed, and whether you shade above or below. (show answer)
    Answer
    Dashed line (strict inequality). Shade above (since y>y >).

Reasoning · Tier 2: mixed practice

  1. 1. The formula C=59(F32)C = \tfrac{5}{9}(F - 32) converts Fahrenheit to Celsius. Find FF when C=20C = 20. (show answer)
    Answer
    20=59(F32)20 = \tfrac{5}{9}(F - 32). Multiply both sides by 95\tfrac{9}{5}: 36=F3236 = F - 32. F=68F = 68.
  2. 2. Solve 73x2x+227 - 3x \geq 2x + 22 and graph the solution on a number line. (show answer)
    Answer
    73x2x+227 - 3x \geq 2x + 22. 5x15-5x \geq 15. Divide by 5-5, flip: x3x \leq -3. Closed circle at 3-3, shade left.
  3. 3. Find the equation of the line parallel to y=2x+6y = -2x + 6 passing through (3,1)(3, 1). (show answer)
    Answer
    Gradient =2= -2. Through (3,1)(3, 1): y1=2(x3)y - 1 = -2(x - 3), so y=2x+7y = -2x + 7.
  4. 4. Find the equation of the line perpendicular to y=12x3y = \tfrac{1}{2}x - 3 passing through (6,4)(6, 4). (show answer)
    Answer
    Given gradient 12\tfrac{1}{2}, perpendicular gradient =2= -2. Through (6,4)(6, 4): y4=2(x6)y - 4 = -2(x - 6), so y=2x+16y = -2x + 16.
  5. 5. Graph the region satisfying 2x+y82x + y \leq 8 in the first quadrant (where x0x \geq 0, y0y \geq 0). (show answer)
    Answer
    Boundary: y=2x+8y = -2x + 8. Solid line. Intercepts (4,0)(4, 0) and (0,8)(0, 8). Test (0,0)(0,0): 080 \leq 8 true, shade below (toward origin). Region is the triangle with vertices (0,0)(0, 0), (4,0)(4, 0), (0,8)(0, 8).
  6. 6. A rectangle has perimeter P=2l+2wP = 2l + 2w. If P=40P = 40 and ll must be at least twice ww, write two inequalities and find the range of possible values for ww. (show answer)
    Answer
    2l+2w=402l + 2w = 40 gives l=20wl = 20 - w. Also l2wl \geq 2w: 20w2w20 - w \geq 2w, so 203w20 \geq 3w, w2036.67w \leq \tfrac{20}{3} \approx 6.67. Since w>0w > 0 and l>0l > 0 (so w<20w < 20), the range is 0<w2030 < w \leq \tfrac{20}{3}.

Reasoning · Tier 3: explain and apply

  1. 1. Prove that the triangle with vertices A(0,0)A(0, 0), B(4,2)B(4, 2), and C(2,4)C(2, -4) contains a right angle by checking perpendicular gradients. State which angle is 90°90°. (show answer)
    Answer
    mAB=24=12m_{AB} = \tfrac{2}{4} = \tfrac{1}{2}. mAC=42=2m_{AC} = \tfrac{-4}{2} = -2. Product: 12×(2)=1\tfrac{1}{2} \times (-2) = -1. So ABACAB \perp AC, meaning the right angle is at AA.
  2. 2. The lines y=kx+3y = kx + 3 and y=(2k5)x+1y = (2k - 5)x + 1 are parallel. Find kk. (show answer)
    Answer
    Parallel means equal gradients: k=2k5k = 2k - 5, so k=5k = 5.
  3. 3. Find the equation of the perpendicular bisector of the segment from A(2,6)A(2, 6) to B(8,2)B(8, 2). (show answer)
    Answer
    Midpoint: (2+82,6+22)=(5,4)\left(\tfrac{2+8}{2}, \tfrac{6+2}{2}\right) = (5, 4). Gradient of ABAB: 2682=23\tfrac{2-6}{8-2} = -\tfrac{2}{3}. Perpendicular gradient: 32\tfrac{3}{2}. Equation: y4=32(x5)y - 4 = \tfrac{3}{2}(x - 5), so y=32x72y = \tfrac{3}{2}x - \tfrac{7}{2}.
  4. 4. A factory produces xx standard items and yy premium items. Each standard item needs 22 hours; each premium item needs 55 hours. The factory has at most 100100 hours. Write and graph the inequality, then find three integer combinations that use all 100100 hours. (show answer)
    Answer
    2x+5y1002x + 5y \leq 100, with x0x \geq 0, y0y \geq 0. Boundary intercepts: (50,0)(50, 0) and (0,20)(0, 20). Three integer solutions using exactly 100100 hours: (0,20)(0, 20), (25,10)(25, 10), (50,0)(50, 0).

Reasoning · Harder reasoning

  1. 1. Show that the quadrilateral with vertices P(1,1)P(1, 1), Q(5,3)Q(5, 3), R(4,5)R(4, 5), and S(0,3)S(0, 3) is a parallelogram by proving both pairs of opposite sides are parallel. Is it also a rectangle? Justify using gradients. (show answer)
    Answer
    mPQ=3151=12m_{PQ} = \tfrac{3-1}{5-1} = \tfrac{1}{2}. mSR=5340=12m_{SR} = \tfrac{5-3}{4-0} = \tfrac{1}{2}. So PQSRPQ \parallel SR. mQR=5345=2m_{QR} = \tfrac{5-3}{4-5} = -2. mPS=3101=2m_{PS} = \tfrac{3-1}{0-1} = -2. So QRPSQR \parallel PS. Both pairs of opposite sides are parallel, confirming a parallelogram. Check rectangle: mPQ×mQR=12×(2)=1m_{PQ} \times m_{QR} = \tfrac{1}{2} \times (-2) = -1. Adjacent sides are perpendicular, so it is a rectangle.
  2. 2. Two inequality constraints are x+2y10x + 2y \leq 10 and 3x+y123x + y \leq 12, with x0x \geq 0 and y0y \geq 0. Find the vertices of the feasible region and determine which vertex maximises P=4x+3yP = 4x + 3y. (show answer)
    Answer
    Vertices of feasible region: (0,0)(0, 0), (4,0)(4, 0), (145,185)(\tfrac{14}{5}, \tfrac{18}{5}), (0,5)(0, 5). Intersection of x+2y=10x + 2y = 10 and 3x+y=123x + y = 12: solve to get x=145x = \tfrac{14}{5}, y=185y = \tfrac{18}{5}. Evaluate PP: at (0,0)(0,0): 00; at (4,0)(4,0): 1616; at (145,185)(\tfrac{14}{5}, \tfrac{18}{5}): 56+545=1105=22\tfrac{56+54}{5} = \tfrac{110}{5} = 22; at (0,5)(0,5): 1515. Maximum P=22P = 22 at (145,185)(\tfrac{14}{5}, \tfrac{18}{5}).
  3. 3. The line L1L_1 passes through (a,2a)(a, 2a) and (3,7)(3, 7), and the line L2L_2 passes through (1,1)(1, -1) and (4,5)(4, 5). If L1L_1 is perpendicular to L2L_2, find aa. (show answer)
    Answer
    mL2=5(1)41=2m_{L_2} = \tfrac{5-(-1)}{4-1} = 2. Perpendicular: mL1=12m_{L_1} = -\tfrac{1}{2}. mL1=72a3am_{L_1} = \tfrac{7-2a}{3-a}. Set equal: 72a3a=12\tfrac{7-2a}{3-a} = -\tfrac{1}{2}. Cross-multiply: 2(72a)=(3a)2(7-2a) = -(3-a). 144a=3+a14 - 4a = -3 + a. 17=5a17 = 5a. a=175a = \tfrac{17}{5}.

Non-linear graphs (quadratic, exponential, circle)

Fluency · Tier 1: basic skills

  1. 1. State the vertex and direction (up/down) of y=(x+1)29y = (x + 1)^2 - 9. (show answer)
    Answer
    Vertex (1,9)(-1, -9). Opens upward (a=1>0a = 1 > 0).
  2. 2. Find the xx-intercepts of y=x24x5y = x^2 - 4x - 5 by factorising. (show answer)
    Answer
    x24x5=(x5)(x+1)=0x^2 - 4x - 5 = (x - 5)(x + 1) = 0. xx-intercepts: x=5x = 5 and x=1x = -1.
  3. 3. State the centre and radius of (x3)2+(y+2)2=25(x - 3)^2 + (y + 2)^2 = 25. (show answer)
    Answer
    Centre (3,2)(3, -2), radius 55.
  4. 4. Write the equation of a circle with centre (0,4)(0, 4) and radius 66. (show answer)
    Answer
    x2+(y4)2=36x^2 + (y - 4)^2 = 36.
  5. 5. For y=3xy = 3^x, find yy when x=0x = 0, x=2x = 2, and x=1x = -1. (show answer)
    Answer
    x=0x = 0: y=1y = 1. x=2x = 2: y=9y = 9. x=1x = -1: y=13y = \tfrac{1}{3}.
  6. 6. For y=4xy = \dfrac{4}{x}, find yy when x=1x = 1, x=4x = 4, and x=2x = -2. (show answer)
    Answer
    x=1x = 1: y=4y = 4. x=4x = 4: y=1y = 1. x=2x = -2: y=2y = -2.
  7. 7. Identify whether each function is a parabola, circle, exponential, or hyperbola: (a) y=5xy = 5^x, (b) x2+y2=16x^2 + y^2 = 16, (c) y=3xy = \tfrac{3}{x}, (d) y=x2+2y = -x^2 + 2. (show answer)
    Answer
    (a) Exponential. (b) Circle. (c) Hyperbola. (d) Parabola.
  8. 8. State the asymptote(s) of y=2xy = \dfrac{-2}{x}. (show answer)
    Answer
    Horizontal asymptote: y=0y = 0. Vertical asymptote: x=0x = 0.

Reasoning · Tier 2: mixed practice

  1. 1. Write y=x2+8x+12y = x^2 + 8x + 12 in vertex form by completing the square, then state the vertex. (show answer)
    Answer
    y=(x2+8x+16)16+12=(x+4)24y = (x^2 + 8x + 16) - 16 + 12 = (x + 4)^2 - 4. Vertex (4,4)(-4, -4).
  2. 2. A ball is thrown upward with height h=4.9t2+19.6t+1.5h = -4.9t^2 + 19.6t + 1.5. Find the maximum height and the time it is reached. (show answer)
    Answer
    t=19.62(4.9)=2t = -\dfrac{19.6}{2(-4.9)} = 2 seconds. h=4.9(4)+19.6(2)+1.5=19.6+39.2+1.5=21.1h = -4.9(4) + 19.6(2) + 1.5 = -19.6 + 39.2 + 1.5 = 21.1 metres.
  3. 3. Determine whether the point (3,4)(3, 4) lies inside, on, or outside the circle (x1)2+(y2)2=9(x - 1)^2 + (y - 2)^2 = 9. (show answer)
    Answer
    Substitute: (31)2+(42)2=4+4=8(3-1)^2 + (4-2)^2 = 4 + 4 = 8. Since 8<9=r28 < 9 = r^2, the point is inside the circle.
  4. 4. Sketch y=2xy = 2^x and y=(12)xy = \left(\tfrac{1}{2}\right)^x on the same axes. Describe the relationship between the two curves. (show answer)
    Answer
    y=(12)x=2xy = \left(\tfrac{1}{2}\right)^x = 2^{-x}, so the second curve is a reflection of y=2xy = 2^x in the yy-axis. Both pass through (0,1)(0, 1). One grows right, the other decays right.
  5. 5. A hyperbola passes through (2,5)(2, 5) and has the form y=kxy = \tfrac{k}{x}. Find kk and state the equations of the asymptotes. (show answer)
    Answer
    5=k25 = \tfrac{k}{2}, so k=10k = 10. Asymptotes: x=0x = 0 and y=0y = 0.
  6. 6. The parabola y=a(x1)2+3y = a(x - 1)^2 + 3 passes through (3,11)(3, 11). Find aa. (show answer)
    Answer
    11=a(31)2+3=4a+311 = a(3-1)^2 + 3 = 4a + 3. 4a=84a = 8. a=2a = 2.

Reasoning · Tier 3: explain and apply

  1. 1. A tunnel has a parabolic cross-section. At ground level it is 88 m wide and the maximum height is 55 m. Taking the origin at the centre of the base, find the equation of the parabola and determine whether a truck 33 m wide and 44 m tall can pass through. (show answer)
    Answer
    The base goes from (4,0)(-4, 0) to (4,0)(4, 0). Maximum height at (0,5)(0, 5). Equation: y=ax2+5y = a x^2 + 5. At x=4x = 4: 0=16a+50 = 16a + 5, so a=516a = -\tfrac{5}{16}. Equation: y=516x2+5y = -\tfrac{5}{16}x^2 + 5. The truck is 33 m wide, so its edges are at x=±1.5x = \pm 1.5. Height at x=1.5x = 1.5: y=516(2.25)+5=0.703+5=4.297y = -\tfrac{5}{16}(2.25) + 5 = -0.703 + 5 = 4.297 m. Since 4.297>44.297 > 4, yes, the truck can pass through.
  2. 2. Show algebraically that the circle x2+y2=25x^2 + y^2 = 25 and the line y=x+1y = x + 1 intersect at two points. Find the coordinates. (show answer)
    Answer
    Substitute y=x+1y = x + 1 into x2+y2=25x^2 + y^2 = 25: x2+(x+1)2=25x^2 + (x+1)^2 = 25. 2x2+2x+1=252x^2 + 2x + 1 = 25. 2x2+2x24=02x^2 + 2x - 24 = 0. x2+x12=0x^2 + x - 12 = 0. (x+4)(x3)=0(x+4)(x-3) = 0. x=4x = -4 or x=3x = 3. Points: (4,3)(-4, -3) and (3,4)(3, 4).
  3. 3. Compare the graphs of y=2xy = 2^x and y=3×2xy = 3 \times 2^x. Explain how the multiplier affects the curve. (show answer)
    Answer
    y=3×2xy = 3 \times 2^x has the same shape as y=2xy = 2^x but every yy-value is multiplied by 33. It is a vertical stretch by factor 33. The yy-intercept moves from (0,1)(0, 1) to (0,3)(0, 3). The asymptote remains y=0y = 0.
  4. 4. Explain why y=kxy = \dfrac{k}{x} can never equal zero, no matter how large xx becomes. (show answer)
    Answer
    For y=kxy = \tfrac{k}{x} to equal zero, we would need kx=0\tfrac{k}{x} = 0, which means k=0×x=0k = 0 \times x = 0. But k0k \neq 0 (otherwise it is not a hyperbola), so no value of xx can make y=0y = 0. As xx grows larger, yy gets closer and closer to 00 but never reaches it.

Reasoning · Harder reasoning

  1. 1. A quadratic y=ax2+bx+cy = ax^2 + bx + c has vertex (2,3)(2, -3) and passes through (0,5)(0, 5). Find aa, bb, and cc. (show answer)
    Answer
    Vertex form: y=a(x2)23y = a(x - 2)^2 - 3. Through (0,5)(0, 5): 5=a(4)35 = a(4) - 3, a=2a = 2. Expand: y=2(x24x+4)3=2x28x+5y = 2(x^2 - 4x + 4) - 3 = 2x^2 - 8x + 5. So a=2a = 2, b=8b = -8, c=5c = 5.
  2. 2. Find the two points where the parabola y=x2y = x^2 and the circle x2+y2=2x^2 + y^2 = 2 intersect (for y0y \geq 0). (show answer)
    Answer
    From y=x2y = x^2, substitute into x2+y2=2x^2 + y^2 = 2: y+y2=2y + y^2 = 2 (since x2=yx^2 = y). y2+y2=0y^2 + y - 2 = 0. (y+2)(y1)=0(y+2)(y-1) = 0. y=1y = 1 (take y0y \geq 0). Then x2=1x^2 = 1, so x=±1x = \pm 1. Points: (1,1)(1, 1) and (1,1)(-1, 1).
  3. 3. The curve y=2xy = 2^x is reflected in the yy-axis and then shifted up by 33 units. Write the equation of the resulting curve and state its asymptote. (show answer)
    Answer
    Reflect in yy-axis: y=2xy = 2^{-x}. Shift up 33: y=2x+3y = 2^{-x} + 3. Asymptote: y=3y = 3.

Exponential equations & growth/decay

Fluency · Tier 1: basic skills

  1. 1. For y=7×2xy = 7 \times 2^x, state the initial value and the base. (show answer)
    Answer
    Initial value a=7a = 7, base b=2b = 2.
  2. 2. Evaluate y=4xy = 4^x when x=0x = 0, x=1x = 1, x=3x = 3. (show answer)
    Answer
    x=0x = 0: y=1y = 1. x=1x = 1: y=4y = 4. x=3x = 3: y=64y = 64.
  3. 3. State whether y=0.6xy = 0.6^x represents growth or decay. (show answer)
    Answer
    Decay (since 0<0.6<10 < 0.6 < 1).
  4. 4. A quantity starts at 100100 and increases by 20%20\% each year. Write the exponential model. (show answer)
    Answer
    y=100×1.2ty = 100 \times 1.2^t.
  5. 5. Solve 3x=813^x = 81. (show answer)
    Answer
    81=3481 = 3^4, so x=4x = 4.
  6. 6. Solve 2x=182^x = \tfrac{1}{8}. (show answer)
    Answer
    18=23\tfrac{1}{8} = 2^{-3}, so x=3x = -3.
  7. 7. Solve 10x=1000010^x = 10000. (show answer)
    Answer
    10000=10410000 = 10^4, so x=4x = 4.
  8. 8. A substance has a half-life of 44 hours. If you start with 160160 g, how much remains after 1212 hours? (show answer)
    Answer
    Number of half-lives: 124=3\tfrac{12}{4} = 3. Mass: 160×(12)3=160×18=20160 \times \left(\tfrac{1}{2}\right)^3 = 160 \times \tfrac{1}{8} = 20 g.

Reasoning · Tier 2: mixed practice

  1. 1. Solve 4x=644^x = 64. (show answer)
    Answer
    64=4364 = 4^3, so x=3x = 3.
  2. 2. Solve 25x=12525^x = 125. (show answer)
    Answer
    25=5225 = 5^2, 125=53125 = 5^3. (52)x=53(5^2)^x = 5^3. 2x=32x = 3. x=32x = \tfrac{3}{2}.
  3. 3. A population of 800800 insects triples every 55 days. Write a model and find the population after 1515 days. (show answer)
    Answer
    Model: N=800×3t/5N = 800 \times 3^{t/5}. After 1515 days: N=800×33=800×27=21600N = 800 \times 3^3 = 800 \times 27 = 21600 insects.
  4. 4. A sample of 500500 g has a half-life of 66 years. Find the mass after 1818 years. Write the general model. (show answer)
    Answer
    Half-lives: 186=3\tfrac{18}{6} = 3. Mass: 500×(12)3=500×18=62.5500 \times \left(\tfrac{1}{2}\right)^3 = 500 \times \tfrac{1}{8} = 62.5 g. Model: M=500×(12)t/6M = 500 \times \left(\tfrac{1}{2}\right)^{t/6}.
  5. 5. A savings account starts with $1000 and earns 8%8\% per year (compounded annually). Use the Rule of 70 to estimate the doubling time. Then calculate 1000×1.0891000 \times 1.08^9 to check. (show answer)
    Answer
    Rule of 70: 708=8.75\tfrac{70}{8} = 8.75 years. Check: 1000×1.089=1000×1.99919991000 \times 1.08^9 = 1000 \times 1.999 \approx 1999 dollars. Confirms doubling in about 99 years.
  6. 6. Solve 2×5x=2502 \times 5^x = 250. (show answer)
    Answer
    5x=125=535^x = 125 = 5^3. x=3x = 3.

Reasoning · Tier 3: explain and apply

  1. 1. Explain why an exponential decay function y=a×bxy = a \times b^x (with 0<b<10 < b < 1) never reaches zero, no matter how large xx is. (show answer)
    Answer
    Since b>0b > 0, raising bb to any power gives a positive result: bx>0b^x > 0 for all xx. Multiplying by a>0a > 0 keeps it positive. So y=a×bx>0y = a \times b^x > 0 always. The curve approaches the xx-axis (its asymptote) but never touches or crosses it.
  2. 2. Two bacteria colonies start at the same time. Colony A has 100100 bacteria and doubles every 22 hours. Colony B has 32003200 bacteria and halves every 22 hours. After how many hours do they have the same population? (show answer)
    Answer
    Colony A: NA=100×2t/2N_A = 100 \times 2^{t/2}. Colony B: NB=3200×(12)t/2N_B = 3200 \times \left(\tfrac{1}{2}\right)^{t/2}. Set equal: 100×2t/2=3200×2t/2100 \times 2^{t/2} = 3200 \times 2^{-t/2}. Multiply both sides by 2t/22^{t/2}: 100×2t=3200100 \times 2^t = 3200. 2t=32=252^t = 32 = 2^5. t=5t = 5. They are equal after 10\mathbf{10} hours. Wait -- let u=t/2u = t/2: 100×2u=3200×2u100 \times 2^u = 3200 \times 2^{-u}, 100×22u=3200100 \times 2^{2u} = 3200, 22u=32=252^{2u} = 32 = 2^5, 2u=52u = 5, u=2.5u = 2.5, t=5t = 5 hours. Check: NA=100×22.5566N_A = 100 \times 2^{2.5} \approx 566, NB=3200×22.5566N_B = 3200 \times 2^{-2.5} \approx 566. Equal after 5 hours.
  3. 3. A car worth $30000 depreciates at 12%12\% per year. After how many whole years is it first worth less than $10000? (show answer)
    Answer
    V=30000×0.88tV = 30000 \times 0.88^t. Need V<10000V < 10000: 0.88t<130.88^t < \tfrac{1}{3}. By trial: 0.8880.35960.88^8 \approx 0.3596, 0.8890.31650.88^9 \approx 0.3165, 0.88100.27850.88^{10} \approx 0.2785. After 99 years: V9494<10000V \approx 9494 < 10000. First worth less than $10000 after 9 whole years.
  4. 4. The mass of a radioactive isotope is modelled by M=800×(12)t/5M = 800 \times \left(\tfrac{1}{2}\right)^{t/5}. Find the half-life, the mass after 2020 years, and the time when the mass first drops below 100100 g. (show answer)
    Answer
    Half-life =5= 5 years (the denominator in the exponent). After 2020 years: M=800×(12)4=800×116=50M = 800 \times \left(\tfrac{1}{2}\right)^4 = 800 \times \tfrac{1}{16} = 50 g. Below 100100 g: (12)t/5<18=(12)3\left(\tfrac{1}{2}\right)^{t/5} < \tfrac{1}{8} = \left(\tfrac{1}{2}\right)^3, so t5>3\tfrac{t}{5} > 3, t>15t > 15 years.

Reasoning · Harder reasoning

  1. 1. Solve 82x+1=43x28^{2x+1} = 4^{3x-2}. (Hint: express both sides as powers of 22.) (show answer)
    Answer
    8=238 = 2^3 and 4=224 = 2^2. So 23(2x+1)=22(3x2)2^{3(2x+1)} = 2^{2(3x-2)}. 6x+3=6x46x + 3 = 6x - 4. 3=43 = -4, which is false. No solution.
  2. 2. A lake contains 1000010000 fish. Due to overfishing the population drops by 10%10\% each year, but each year 500500 fish are also added by restocking. Write a recurrence relation and find the population after 33 years. Is the population stabilising, growing, or declining? (show answer)
    Answer
    Let PnP_n be the population after year nn. P0=10000P_0 = 10000. Pn+1=0.9Pn+500P_{n+1} = 0.9 P_n + 500. Year 1: 0.9(10000)+500=95000.9(10000) + 500 = 9500. Year 2: 0.9(9500)+500=90500.9(9500) + 500 = 9050. Year 3: 0.9(9050)+500=86450.9(9050) + 500 = 8645. The population is declining. (It would stabilise at P=0.9P+500P = 0.9P + 500, so 0.1P=5000.1P = 500, P=5000P = 5000, but it has not reached that level yet.)
  3. 3. Two investments start at the same time. Investment A is $5000 growing at 6%6\% p.a. Investment B is $8000 growing at 3%3\% p.a. After how many whole years does Investment A first exceed Investment B? (Use trial and improvement.) (show answer)
    Answer
    Need 5000×1.06t>8000×1.03t5000 \times 1.06^t > 8000 \times 1.03^t. (1.061.03)t>1.6\left(\tfrac{1.06}{1.03}\right)^t > 1.6. 1.02913t>1.61.02913^t > 1.6. By trial: t=16t = 16: 1.02913161.5851.02913^{16} \approx 1.585; t=17t = 17: 1.631\approx 1.631. Investment A first exceeds B after 17 whole years.

Compound interest & financial modelling

Fluency · Tier 1: basic skills

  1. 1. Calculate simple interest on $4000 at 5%5\% p.a. for 33 years. (show answer)
    Answer
    I=4000×0.05×3=600I = 4000 \times 0.05 \times 3 = 600 dollars. Total: 46004600.
  2. 2. Find the total amount when $4000 is invested at 5%5\% p.a. compounded annually for 33 years. (show answer)
    Answer
    A=4000×1.053=4000×1.157625=4630.50A = 4000 \times 1.05^3 = 4000 \times 1.157625 = 4630.50 dollars.
  3. 3. State the difference between your answers to Q1 and Q2. (show answer)
    Answer
    Compound gives 4630.504600=30.504630.50 - 4600 = 30.50 dollars more.
  4. 4. Find the value of $10000 invested at 3%3\% p.a. compounded annually for 66 years. (show answer)
    Answer
    A=10000×1.036=10000×1.1940511940.52A = 10000 \times 1.03^6 = 10000 \times 1.19405 \approx 11940.52 dollars.
  5. 5. A computer worth $1800 depreciates at 25%25\% per year. Find its value after 22 years. (show answer)
    Answer
    A=1800×0.752=1800×0.5625=1012.50A = 1800 \times 0.75^2 = 1800 \times 0.5625 = 1012.50 dollars.
  6. 6. Find the value of $5000 at 8%8\% p.a. compounded quarterly for 22 years. (Hint: n=4n = 4.) (show answer)
    Answer
    A=5000 ⁣(1+0.084)8=5000×1.028=5000×1.171665858.30A = 5000\!\left(1 + \dfrac{0.08}{4}\right)^{8} = 5000 \times 1.02^8 = 5000 \times 1.17166 \approx 5858.30 dollars.
  7. 7. A painting is bought for $3000 and appreciates at 10%10\% per year. What is it worth after 44 years? (show answer)
    Answer
    A=3000×1.14=3000×1.4641=4392.30A = 3000 \times 1.1^4 = 3000 \times 1.4641 = 4392.30 dollars.
  8. 8. How much interest is earned on $7000 at 6%6\% p.a. compounded annually for 55 years? (show answer)
    Answer
    A=7000×1.065=7000×1.338239367.58A = 7000 \times 1.06^5 = 7000 \times 1.33823 \approx 9367.58. Interest =9367.587000=2367.58= 9367.58 - 7000 = 2367.58 dollars.

Reasoning · Tier 2: mixed practice

  1. 1. $12000 is invested at 4.5%4.5\% p.a. compounded monthly. Find the amount after 33 years. (show answer)
    Answer
    A=12000 ⁣(1+0.04512)36=12000×1.003753612000×1.1439613727.55A = 12000\!\left(1 + \dfrac{0.045}{12}\right)^{36} = 12000 \times 1.00375^{36} \approx 12000 \times 1.14396 \approx 13727.55 dollars.
  2. 2. A car worth $28000 depreciates at 15%15\% per year. After how many whole years is it first worth less than $10000? (show answer)
    Answer
    28000×0.85t<1000028000 \times 0.85^t < 10000. 0.85t<0.35710.85^t < 0.3571. By trial: 0.8560.37710.85^6 \approx 0.3771, 0.8570.32060.85^7 \approx 0.3206. First below $10000 after 7 whole years.
  3. 3. Which is better over 55 years: $8000 at 6%6\% p.a. compounded annually, or $8000 at 5.8%5.8\% p.a. compounded monthly? Show both calculations. (show answer)
    Answer
    Option 1: 8000×1.065=8000×1.3382310705.808000 \times 1.06^5 = 8000 \times 1.33823 \approx 10705.80. Option 2: 8000×1.004833608000×1.3355610684.488000 \times 1.004833^{60} \approx 8000 \times 1.33556 \approx 10684.48. Option 1 (6%6\% annually) gives about $21 more.
  4. 4. Ava invests $P at 7%7\% p.a. compounded annually. After 1010 years she has $15000. Find PP. (show answer)
    Answer
    15000=P×1.071015000 = P \times 1.07^{10}. 1.07101.967151.07^{10} \approx 1.96715. P=150001.967157625.85P = \dfrac{15000}{1.96715} \approx 7625.85 dollars.
  5. 5. A motorbike depreciates from $9000 to $4500 in 44 years. Find the annual depreciation rate. (show answer)
    Answer
    4500=9000×(1r)44500 = 9000 \times (1-r)^4. (1r)4=0.5(1-r)^4 = 0.5. 1r=0.50.250.84091 - r = 0.5^{0.25} \approx 0.8409. r0.159r \approx 0.159, so approximately 15.9%15.9\% per year.
  6. 6. Calculate the total interest earned on $20000 at 3.2%3.2\% p.a. compounded quarterly over 88 years. (show answer)
    Answer
    A=20000 ⁣(1+0.0324)32=20000×1.0083220000×1.2909825819.63A = 20000\!\left(1 + \dfrac{0.032}{4}\right)^{32} = 20000 \times 1.008^{32} \approx 20000 \times 1.29098 \approx 25819.63. Interest =25819.6320000=5819.63= 25819.63 - 20000 = 5819.63 dollars.

Reasoning · Tier 3: explain and apply

  1. 1. Explain why the gap between simple interest and compound interest widens as time increases. Use the formulas to support your answer. (show answer)
    Answer
    Simple interest after TT years: AS=P(1+rT)A_S = P(1 + rT), which is linear in TT. Compound interest: AC=P(1+r)TA_C = P(1+r)^T, which is exponential. For small TT, (1+r)T1+rT(1+r)^T \approx 1 + rT (nearly equal). As TT increases, the exponential term grows faster than the linear term because each year's interest is applied to an ever-larger base. The gap is P[(1+r)T(1+rT)]P[(1+r)^T - (1 + rT)], which increases with TT.
  2. 2. A credit card charges 1.5%1.5\% interest per month on unpaid balances. What is the effective annual interest rate? (Hint: (1.015)12(1.015)^{12}.) (show answer)
    Answer
    Effective annual rate =(1.015)1211.195621=0.19562= (1.015)^{12} - 1 \approx 1.19562 - 1 = 0.19562, or about 19.6%19.6\% per year.
  3. 3. Mia has $20000 to invest for 1010 years. Bank A offers 5%5\% p.a. compounded annually. Bank B offers 4.9%4.9\% p.a. compounded daily (assume 365365 days). Which should she choose? (show answer)
    Answer
    Bank A: 20000×1.0510=20000×1.6288932577.8920000 \times 1.05^{10} = 20000 \times 1.62889 \approx 32577.89. Bank B: 20000 ⁣(1+0.049365)365020000×e0.4920000×1.6323232646.3320000\!\left(1 + \dfrac{0.049}{365}\right)^{3650} \approx 20000 \times e^{0.49} \approx 20000 \times 1.63232 \approx 32646.33. Bank B gives slightly more (about $68 extra). Mia should choose Bank B.
  4. 4. A factory machine costs $50000 and depreciates at 20%20\% per year. The company plans to replace it when its value drops below 10%10\% of the original cost. After how many whole years should they replace it? (show answer)
    Answer
    Need 50000×0.8n<500050000 \times 0.8^n < 5000. 0.8n<0.10.8^n < 0.1. By trial: 0.8100.107370.8^{10} \approx 0.10737, 0.8110.085900.8^{11} \approx 0.08590. Replace after 11 whole years.

Reasoning · Harder reasoning

  1. 1. Show that for a principal PP invested at rate rr p.a. compounded annually for 22 years, the compound interest exceeds the simple interest by exactly Pr2Pr^2. (show answer)
    Answer
    Simple interest for 22 years: IS=P×r×2=2PrI_S = P \times r \times 2 = 2Pr. Compound interest for 22 years: AC=P(1+r)2=P(1+2r+r2)A_C = P(1+r)^2 = P(1 + 2r + r^2). So IC=ACP=2Pr+Pr2I_C = A_C - P = 2Pr + Pr^2. Difference: ICIS=(2Pr+Pr2)2Pr=Pr2I_C - I_S = (2Pr + Pr^2) - 2Pr = Pr^2.
  2. 2. Jake borrows $15000 at 8%8\% p.a. compounded annually. He makes no repayments. After how many whole years does the debt first exceed $25000? How does this compare with the Rule of 70 estimate for doubling? (show answer)
    Answer
    15000×1.08t>2500015000 \times 1.08^t > 25000. 1.08t>531.66671.08^t > \tfrac{5}{3} \approx 1.6667. By trial: 1.0861.58691.08^6 \approx 1.5869, 1.0871.71381.08^7 \approx 1.7138. Debt exceeds $25000 after 7 whole years. Rule of 70: doubling time 708=8.75\approx \tfrac{70}{8} = 8.75 years; the debt reaches 53\tfrac{5}{3} of the original (not double) so it happens sooner than the doubling time, which is consistent.
  3. 3. An investment of $10000 grows to $10000 \times 1.06^tafter after t years. A second investment of \15000 grows to 15000×1.03t15000 \times 1.03^t after tt years. After how many whole years does the first investment first exceed the second? Justify your answer. (show answer)
    Answer
    Need 10000×1.06t>15000×1.03t10000 \times 1.06^t > 15000 \times 1.03^t. (1.061.03)t>1.5\left(\tfrac{1.06}{1.03}\right)^t > 1.5. 1.02913t>1.51.02913^t > 1.5. By trial: 1.02913141.4941.02913^{14} \approx 1.494, 1.02913151.5381.02913^{15} \approx 1.538. After 15 whole years the first investment first exceeds the second.

Surface area & volume of composite objects

Fluency · Tier 1: basic calculations

  1. 1. A cylinder (r=4r = 4 cm, h=10h = 10 cm) sits on top of a cube of side 1010 cm. Find the total volume. (show answer)
    Answer
    Cube volume =1000= 1000 cm3^3; cylinder volume =π(16)(10)=160π502.65= \pi(16)(10) = 160\pi \approx 502.65 cm3^3. Total 1502.65\approx 1502.65 cm3^3.
  2. 2. A rectangular prism 8×6×58 \times 6 \times 5 cm has a cylindrical hole (r=2r = 2 cm) drilled through the 55 cm height. Find the remaining volume. (show answer)
    Answer
    Prism =240= 240 cm3^3; hole =π(4)(5)=20π62.83= \pi(4)(5) = 20\pi \approx 62.83 cm3^3. Remaining 177.17\approx 177.17 cm3^3.
  3. 3. Two rectangular prisms are joined end-to-end: one is 6×4×36 \times 4 \times 3 cm, the other is 8×4×38 \times 4 \times 3 cm. Find the total volume and the exposed surface area. (show answer)
    Answer
    Volume =72+96=168= 72 + 96 = 168 cm3^3. The joined face (4×3=124 \times 3 = 12 cm2^2) is hidden. SA of each prism: 2(24+18+12)=1082(24+18+12) = 108 and 2(32+24+12)=1362(32+24+12) = 136. Exposed SA =108+1362(12)=220= 108 + 136 - 2(12) = 220 cm2^2.
  4. 4. A cylinder (r=3r = 3 cm, h=7h = 7 cm) has a hemisphere (r=3r = 3 cm) on top. Find the total volume. (show answer)
    Answer
    Cylinder =π(9)(7)=63π= \pi(9)(7) = 63\pi; hemisphere =23π(27)=18π= \frac{2}{3}\pi(27) = 18\pi. Total =81π254.47= 81\pi \approx 254.47 cm3^3.
  5. 5. Find the exposed surface area in question 4. (Hemisphere curved SA =2πr2= 2\pi r^2.) (show answer)
    Answer
    Cylinder curved SA =2π(3)(7)=42π= 2\pi(3)(7) = 42\pi; cylinder base =9π= 9\pi; hemisphere curved =2π(9)=18π= 2\pi(9) = 18\pi. Total =(42+9+18)π=69π216.77= (42 + 9 + 18)\pi = 69\pi \approx 216.77 cm2^2. (Top circle of cylinder is replaced by hemisphere, so not counted.)
  6. 6. An L-shaped block is formed from a 10×6×410 \times 6 \times 4 cm prism with a 4×3×44 \times 3 \times 4 cm block removed from one corner. Find the volume. (show answer)
    Answer
    Full prism =240= 240; removed =48= 48. Volume =192= 192 cm3^3.
  7. 7. A half-cylinder (r=5r = 5 cm, l=12l = 12 cm) sits on top of a rectangular prism 10×12×610 \times 12 \times 6 cm. Find the total volume. (show answer)
    Answer
    Prism =720= 720 cm3^3; half-cylinder =12π(25)(12)=150π471.24= \frac{1}{2}\pi(25)(12) = 150\pi \approx 471.24 cm3^3. Total 1191.24\approx 1191.24 cm3^3.
  8. 8. Find the total surface area for the solid in question 1, given that the cylinder sits centred on the top face of the cube. (show answer)
    Answer
    Cube full SA =600= 600; cylinder full SA =2π(16)+2π(4)(10)=32π+80π=112π351.86= 2\pi(16) + 2\pi(4)(10) = 32\pi + 80\pi = 112\pi \approx 351.86; shared circle =16π50.27= 16\pi \approx 50.27. Exposed SA 600+351.862(50.27)851.32\approx 600 + 351.86 - 2(50.27) \approx 851.32 cm2^2.

Reasoning · Tier 2: mixed practice

  1. 1. A cylindrical water tank (r=0.5r = 0.5 m, h=1.8h = 1.8 m) needs to be insulated on the curved surface and top only. Insulation costs $18 per m2^2. Find the total cost. (show answer)
    Answer
    Curved SA =2π(0.5)(1.8)=1.8π= 2\pi(0.5)(1.8) = 1.8\pi; top =π(0.25)=0.25π= \pi(0.25) = 0.25\pi. Total area =2.05π6.44= 2.05\pi \approx 6.44 m2^2. Cost =6.44×18= 6.44 \times 18 \approx $115.92.
  2. 2. A swimming pool has a uniform rectangular cross-section 10×510 \times 5 m. It is 1.21.2 m deep at one end and 2.42.4 m at the other (the floor slopes uniformly). Find the volume of water when the pool is full. (show answer)
    Answer
    Cross-section is a trapezium with parallel sides 1.21.2 and 2.42.4, width 1010. Area =12(1.2+2.4)(10)=18= \frac{1}{2}(1.2 + 2.4)(10) = 18 m2^2. Volume =18×5=90= 18 \times 5 = 90 m3^3.
  3. 3. A factory chimney consists of a rectangular base 2×2×12 \times 2 \times 1 m topped by a cylinder of radius 0.40.4 m and height 88 m. Find (a) the total volume, and (b) the total exposed surface area (the chimney is open at the top). (show answer)
    Answer
    (a) Base =4= 4 m3^3; column =π(0.16)(8)=1.28π4.02= \pi(0.16)(8) = 1.28\pi \approx 4.02 m3^3. Total 8.02\approx 8.02 m3^3. (b) Base: bottom =4= 4, four sides =4(2×1)=8= 4(2 \times 1) = 8, top exposed =4π(0.16)3.50= 4 - \pi(0.16) \approx 3.50. Column: curved =2π(0.4)(8)=6.4π20.11= 2\pi(0.4)(8) = 6.4\pi \approx 20.11. (Open top, so no top circle.) Total SA 4+8+3.50+20.11=35.61\approx 4 + 8 + 3.50 + 20.11 = 35.61 m2^2.
  4. 4. A packing box 30×20×1530 \times 20 \times 15 cm contains a cylindrical can (r=5r = 5 cm, h=15h = 15 cm) standing upright. What percentage of the box volume is wasted space? (show answer)
    Answer
    Box =9000= 9000 cm3^3; can =π(25)(15)=375π1178.10= \pi(25)(15) = 375\pi \approx 1178.10 cm3^3. Wasted 90001178.10=7821.90\approx 9000 - 1178.10 = 7821.90 cm3^3. Percentage 86.9%\approx 86.9\%.
  5. 5. Two cylinders are joined: a large one (r=6r = 6 cm, h=10h = 10 cm) with a smaller one (r=3r = 3 cm, h=8h = 8 cm) centred on top. Find the total exposed surface area. (show answer)
    Answer
    Large cylinder SA: curved =2π(6)(10)=120π= 2\pi(6)(10) = 120\pi; base =36π= 36\pi; top annulus (ring) =36π9π=27π= 36\pi - 9\pi = 27\pi. Small cylinder: curved =2π(3)(8)=48π= 2\pi(3)(8) = 48\pi; top =9π= 9\pi. Total exposed =(120+36+27+48+9)π=240π753.98= (120 + 36 + 27 + 48 + 9)\pi = 240\pi \approx 753.98 cm2^2.
  6. 6. A solid is made by cutting a hemisphere (r=4r = 4 cm) from the top of a cylinder (r=4r = 4 cm, h=10h = 10 cm). Find the remaining volume. (show answer)
    Answer
    Cylinder =π(16)(10)=160π= \pi(16)(10) = 160\pi; hemisphere =23π(64)=128π3= \frac{2}{3}\pi(64) = \frac{128\pi}{3}. Remaining =160π128π3=352π3368.61= 160\pi - \frac{128\pi}{3} = \frac{352\pi}{3} \approx 368.61 cm3^3.

Reasoning · Tier 3: explain and apply

  1. 1. Explain why you must subtract the shared face area twice (not once) when finding the exposed surface area of two joined solids. (show answer)
    Answer
    Each component's full SA includes the shared face as part of its own total. When the two solids join, that face is hidden on both solids -- it disappears from the outside of solid 1 and from the outside of solid 2. Since it was counted once in each SA calculation, you must subtract it twice to get the correct exposed SA.
  2. 2. A composite tank is a cylinder (r=1r = 1 m, h=2h = 2 m) with a cone on top (same radius, height 0.50.5 m). The cone volume is 13πr2h\frac{1}{3}\pi r^2 h. Find the total capacity in litres and explain why the cone adds relatively little capacity. (show answer)
    Answer
    Cylinder =π(1)2(2)=2π= \pi(1)^2(2) = 2\pi m3^3; cone =13π(1)2(0.5)=π6= \frac{1}{3}\pi(1)^2(0.5) = \frac{\pi}{6} m3^3. Total =13π66.81= \frac{13\pi}{6} \approx 6.81 m36807^3 \approx 6807 L. The cone adds only π60.52\frac{\pi}{6} \approx 0.52 m3^3 (524\approx 524 L), about 7.7%7.7\% of the total, because the cone formula includes the 13\frac{1}{3} factor and the cone height is small.
  3. 3. A manufacturer needs a container with volume 20002000 cm3^3. Design A is a single cylinder; Design B is a cube with a hemisphere on top. For each, find dimensions that achieve the target volume and compare total surface areas to determine which uses less material. (show answer)
    Answer
    Design A (cylinder): choose rr and hh with πr2h=2000\pi r^2 h = 2000. For example r=6r = 6 cm gives h=200036π17.68h = \frac{2000}{36\pi} \approx 17.68 cm; SA =2π(36)+2π(6)(17.68)226.19+666.18892.4= 2\pi(36) + 2\pi(6)(17.68) \approx 226.19 + 666.18 \approx 892.4 cm2^2. Design B (cube + hemisphere): cube side ss with hemisphere r=s/2r = s/2; volume =s3+23π(s/2)3=s3(1+π12)1.262s3=2000= s^3 + \frac{2}{3}\pi(s/2)^3 = s^3(1 + \frac{\pi}{12}) \approx 1.262 s^3 = 2000, so s11.67s \approx 11.67 cm. SA =5s2+2π(s/2)2=5s2+πs226.571s2894.7= 5s^2 + 2\pi(s/2)^2 = 5s^2 + \frac{\pi s^2}{2} \approx 6.571 s^2 \approx 894.7 cm2^2. Both designs use roughly similar material; the optimal choice depends on exact dimensions.
  4. 4. A rectangular prism a×a×2aa \times a \times 2a has a cylinder of radius a4\frac{a}{4} drilled through its longest dimension. Express the remaining volume as a function of aa. (show answer)
    Answer
    V=a×a×2aπ(a4)2(2a)=2a3πa38=a3(2π8)V = a \times a \times 2a - \pi\left(\frac{a}{4}\right)^2(2a) = 2a^3 - \frac{\pi a^3}{8} = a^3\left(2 - \frac{\pi}{8}\right).

Reasoning · Harder reasoning

  1. 1. A silo consists of a cylinder of radius 33 m and height 1010 m topped by a hemisphere. Find (a) the total volume, and (b) the total external surface area. If grain fills the silo to 34\frac{3}{4} of its capacity, find the volume of grain. (show answer)
    Answer
    (a) Cylinder =π(9)(10)=90π= \pi(9)(10) = 90\pi; hemisphere =23π(27)=18π= \frac{2}{3}\pi(27) = 18\pi. Total =108π339.29= 108\pi \approx 339.29 m3^3. (b) Base circle =9π= 9\pi; curved cylinder =2π(3)(10)=60π= 2\pi(3)(10) = 60\pi; hemisphere curved =2π(9)=18π= 2\pi(9) = 18\pi. Total SA =(9+60+18)π=87π273.32= (9 + 60 + 18)\pi = 87\pi \approx 273.32 m2^2. Grain volume =34(108π)=81π254.47= \frac{3}{4}(108\pi) = 81\pi \approx 254.47 m3^3.
  2. 2. A trophy is made from a rectangular prism base 8×8×28 \times 8 \times 2 cm, with a cylinder (r=2r = 2 cm, h=12h = 12 cm) rising from its centre, and a solid sphere (r=3r = 3 cm) on top of the cylinder. Find the total volume and the total exposed surface area. (Sphere SA =4πr2= 4\pi r^2; sphere V=43πr3V = \frac{4}{3}\pi r^3.) (show answer)
    Answer
    Base prism =128= 128 cm3^3; cylinder =π(4)(12)=48π= \pi(4)(12) = 48\pi; sphere =43π(27)=36π= \frac{4}{3}\pi(27) = 36\pi. Total volume =128+84π391.88= 128 + 84\pi \approx 391.88 cm3^3. SA: prism bottom =64= 64; prism four sides =4(16)=64= 4(16) = 64; prism top annulus =644π= 64 - 4\pi; cylinder curved =2π(2)(12)=48π= 2\pi(2)(12) = 48\pi; sphere =4π(9)=36π= 4\pi(9) = 36\pi (but a circle π(4)\pi(4) is hidden where sphere meets cylinder, subtract 2π(4)=8π2\pi(4) = 8\pi). Sphere sits on top so small circle hidden; actually sphere r=3>r=3 > cylinder r=2r=2, so the sphere rests on the cylinder rim; exposed sphere SA =36ππ(4)=32π= 36\pi - \pi(4) = 32\pi. Total SA 64+64+(644π)+48π+32π192+76π430.73\approx 64 + 64 + (64 - 4\pi) + 48\pi + 32\pi \approx 192 + 76\pi \approx 430.73 cm2^2.
  3. 3. An underground pipe is a hollow cylinder with outer radius 1515 cm and inner radius 1212 cm, running for 5050 m. Find the volume of material in the pipe wall. (show answer)
    Answer
    Outer volume =π(0.15)2(50)=1.125π= \pi(0.15)^2(50) = 1.125\pi m3^3; inner volume =π(0.12)2(50)=0.72π= \pi(0.12)^2(50) = 0.72\pi m3^3. Wall volume =(1.1250.72)π=0.405π1.272= (1.125 - 0.72)\pi = 0.405\pi \approx 1.272 m3^3.
  4. 4. A composite solid is formed by attaching a square-based pyramid (base 6×66 \times 6 cm, slant height 55 cm) to the top of a cube of side 66 cm. Find the total exposed surface area. (Lateral area of a pyramid =12×perimeter×slant height= \frac{1}{2} \times \text{perimeter} \times \text{slant height}.) (show answer)
    Answer
    Cube has 5 exposed faces (top replaced by pyramid base): 5×36=1805 \times 36 = 180 cm2^2. Pyramid lateral area =12(24)(5)=60= \frac{1}{2}(24)(5) = 60 cm2^2. Total exposed SA =180+60=240= 180 + 60 = 240 cm2^2.

Logarithmic scales

Fluency · Tier 1: basic skills

  1. 1. Evaluate without a calculator: log101000\log_{10} 1000. (show answer)
    Answer
    log101000=3\log_{10} 1000 = 3, since 103=100010^3 = 1000.
  2. 2. Evaluate: log100.01\log_{10} 0.01. (show answer)
    Answer
    log100.01=2\log_{10} 0.01 = -2, since 102=0.0110^{-2} = 0.01.
  3. 3. If log10x=4\log_{10} x = 4, find xx. (show answer)
    Answer
    x=104=10000x = 10^4 = 10\,000.
  4. 4. How many orders of magnitude separate 500500 from 50000005\,000\,000? (show answer)
    Answer
    5000000500=10000=104\dfrac{5\,000\,000}{500} = 10\,000 = 10^4. They are 44 orders of magnitude apart.
  5. 5. A sound of 3030 dB is how many times more intense than the threshold of hearing (00 dB)? (show answer)
    Answer
    1030/10=103=100010^{30/10} = 10^3 = 1000 times more intense.
  6. 6. An earthquake of magnitude 6.06.0 has wave amplitudes how many times larger than one of magnitude 4.04.0? (show answer)
    Answer
    Amplitude ratio: 106.04.0=102=10010^{6.0 - 4.0} = 10^2 = 100 times larger.
  7. 7. A solution has [H+]=103[\text{H}^+] = 10^{-3} mol/L. Find its pH. (show answer)
    Answer
    pH=log10(103)=3\text{pH} = -\log_{10}(10^{-3}) = 3.
  8. 8. If the pH drops from 77 to 55, by what factor has the hydrogen-ion concentration increased? (show answer)
    Answer
    1075=102=10010^{7-5} = 10^2 = 100 times greater.

Reasoning · Tier 2: mixed practice

  1. 1. Two earthquakes measure 4.54.5 and 6.56.5 on the Richter scale. (a) Compare their wave amplitudes. (b) Estimate the energy ratio. (show answer)
    Answer
    (a) Amplitude ratio: 106.54.5=102=10010^{6.5 - 4.5} = 10^2 = 100 times. (b) Energy ratio: 31.62100031.6^2 \approx 1000 times.
  2. 2. A vacuum cleaner produces 7575 dB and a whisper is 2020 dB. How many times more intense is the vacuum cleaner? (show answer)
    Answer
    Difference: 7520=5575 - 20 = 55 dB. Intensity ratio: 1055/10=105.531622810^{55/10} = 10^{5.5} \approx 316\,228 times more intense.
  3. 3. A scientist records data points 2,20,200,2000,200002, 20, 200, 2000, 20\,000. Explain why a log scale is more suitable for graphing this data. (show answer)
    Answer
    The values span 44 orders of magnitude (22 to 2000020\,000). On a linear scale, 22 and 2020 would be indistinguishable near the axis while 2000020\,000 dominates. A log scale spaces all five points evenly, revealing the constant factor-of-1010 pattern.
  4. 4. Coffee has pH 55 and household ammonia has pH 11.511.5. Which is more acidic, and by what factor of hydrogen-ion concentration? (show answer)
    Answer
    Coffee is more acidic (lower pH). Concentration ratio: 1011.55=106.5316227810^{11.5 - 5} = 10^{6.5} \approx 3\,162\,278 times more hydrogen ions in the coffee.
  5. 5. The population of a town doubles every 1010 years. If the current population is 50005000, calculate the population after 5050 years and explain why a log-scale graph of this growth would appear as a straight line. (show answer)
    Answer
    After 5050 years (5 doublings): 5000×25=1600005000 \times 2^5 = 160\,000. On a log scale, exponential growth (constant doubling time) appears as a straight line because log(P)=log(5000)+t×log210\log(P) = \log(5000) + t \times \frac{\log 2}{10}, which is linear in tt.
  6. 6. On a log-scaled graph, two data points appear 33 cm apart and each centimetre represents one order of magnitude. What is the ratio of the larger value to the smaller? (show answer)
    Answer
    Ratio =103=1000= 10^3 = 1000.

Reasoning · Tier 3: explain and apply

  1. 1. Explain in your own words why log100\log_{10} 0 is undefined and what this means for graphing on a log scale. (show answer)
    Answer
    log100\log_{10} 0 is undefined because there is no power nn such that 10n=010^n = 0 (powers of 1010 are always positive). On a log-scale graph, zero cannot be plotted -- the axis extends toward -\infty in log-space as values approach zero. This means log scales can only represent strictly positive data.
  2. 2. The apparent magnitude scale for stars decreases by 11 for each factor of 2.512\approx 2.512 increase in brightness. A star of magnitude 11 is how many times brighter than a star of magnitude 66? Show your working. (show answer)
    Answer
    Each magnitude step is a factor of 2.5122.512. Over 55 steps: 2.51251002.512^5 \approx 100. A magnitude-11 star is about 100100 times brighter than a magnitude-66 star.
  3. 3. A student says "an earthquake of magnitude 88 is twice as strong as one of magnitude 44." Explain why this statement is incorrect and calculate the actual amplitude ratio. (show answer)
    Answer
    The Richter scale is logarithmic, not linear. A magnitude 88 quake has 1084=104=1000010^{8-4} = 10^4 = 10\,000 times the wave amplitude of a magnitude 44 quake -- not 22 times. The student confused additive and multiplicative differences.
  4. 4. Create a table listing five quantities from everyday life that span at least 88 orders of magnitude (e.g. mass, distance, or time). Explain why a log scale is useful for displaying them together. (show answer)
    Answer
    Example table (masses): electron 1030\approx 10^{-30} kg, grain of sand 106\approx 10^{-6} kg, human 102\approx 10^2 kg, Earth 1024\approx 10^{24} kg, Sun 1030\approx 10^{30} kg. These span about 6060 orders of magnitude. A log scale is essential because a linear axis from 103010^{-30} to 103010^{30} would make all but the largest value invisible.

Reasoning · Harder reasoning

  1. 1. The energy EE (in joules) released by an earthquake of Richter magnitude MM is approximately log10E=1.5M+4.8\log_{10} E = 1.5M + 4.8. Find the energy released by earthquakes of magnitude 5.05.0 and 8.08.0, and verify that the ratio is approximately 31.6331.6^3. (show answer)
    Answer
    For M=5.0M = 5.0: log10E=1.5(5)+4.8=12.3\log_{10} E = 1.5(5) + 4.8 = 12.3, so E2.0×1012E \approx 2.0 \times 10^{12} J. For M=8.0M = 8.0: log10E=1.5(8)+4.8=16.8\log_{10} E = 1.5(8) + 4.8 = 16.8, so E6.3×1016E \approx 6.3 \times 10^{16} J. Ratio: 6.3×10162.0×10123150031.63\dfrac{6.3 \times 10^{16}}{2.0 \times 10^{12}} \approx 31\,500 \approx 31.6^3 (since 31.633162331.6^3 \approx 31\,623). Confirmed.
  2. 2. Two sound sources produce 8080 dB and 8080 dB respectively. When played simultaneously, the total intensity doubles but the combined level is not 160160 dB. Find the actual combined decibel level using the formula L=10log10(I1/I0+I2/I0)L = 10\log_{10}(I_1/I_0 + I_2/I_0). (show answer)
    Answer
    Each source has intensity I=I0×1080/10=108I0I = I_0 \times 10^{80/10} = 10^8 I_0. Combined intensity =2×108I0= 2 \times 10^8 I_0. Combined level =10log10(2×108)=10(log102+8)10(0.301+8)=83.01= 10\log_{10}(2 \times 10^8) = 10(\log_{10} 2 + 8) \approx 10(0.301 + 8) = 83.01 dB. Doubling intensity adds about 33 dB, not 8080 dB.
  3. 3. A culture of bacteria grows from 100100 to 100000000100\,000\,000 in 2424 hours at a constant rate. (a) How many orders of magnitude of growth is this? (b) If you plot the count on a log scale against time, what shape will the graph be? (c) Find the hourly growth factor. (show answer)
    Answer
    (a) log10 ⁣(108102)=log10(106)=6\log_{10}\!\left(\frac{10^8}{10^2}\right) = \log_{10}(10^6) = 6 orders of magnitude. (b) A straight line, because log(count)\log(\text{count}) increases linearly with time for exponential growth. (c) Total growth factor =106= 10^6 over 2424 hours. Hourly factor =(106)1/24=100.251.778= (10^6)^{1/24} = 10^{0.25} \approx 1.778.
  4. 4. The Moment Magnitude Scale (used for large earthquakes) is defined by Mw=23log10(M0)6.07M_w = \frac{2}{3}\log_{10}(M_0) - 6.07, where M0M_0 is the seismic moment in Nm. If M0M_0 increases by a factor of 10001000, by how much does MwM_w increase? (show answer)
    Answer
    If M0M_0 increases by a factor of 1000=1031000 = 10^3, then log10(M0)\log_{10}(M_0) increases by 33. So MwM_w increases by 23×3=2\frac{2}{3} \times 3 = 2 units.

Pythagoras & trigonometry in 3D

Fluency · Tier 1: basic skills

  1. 1. Find the space diagonal of a box 6×8×106 \times 8 \times 10 cm. (show answer)
    Answer
    d=36+64+100=20014.14d = \sqrt{36 + 64 + 100} = \sqrt{200} \approx 14.14 cm.
  2. 2. A cube has side 55 cm. Find its space diagonal. (show answer)
    Answer
    d=25+25+25=75=538.66d = \sqrt{25 + 25 + 25} = \sqrt{75} = 5\sqrt{3} \approx 8.66 cm.
  3. 3. From a point on level ground, the angle of elevation to the top of a 2525 m tree is 40°40°. Find the horizontal distance to the tree. (show answer)
    Answer
    tan40°=25d\tan 40° = \frac{25}{d}, so d=25tan40°250.839129.79d = \frac{25}{\tan 40°} \approx \frac{25}{0.8391} \approx 29.79 m.
  4. 4. A drone at height 8080 m observes a point on the ground at an angle of depression of 50°50°. Find the horizontal distance. (show answer)
    Answer
    tan50°=80d\tan 50° = \frac{80}{d}, so d=80tan50°801.191867.13d = \frac{80}{\tan 50°} \approx \frac{80}{1.1918} \approx 67.13 m.
  5. 5. A ship sails 1010 km on a bearing of 045°045°. How far north and how far east has it travelled? (show answer)
    Answer
    North =10cos45°7.07= 10\cos 45° \approx 7.07 km; East =10sin45°7.07= 10\sin 45° \approx 7.07 km.
  6. 6. A measurement of 8.0±0.28.0 \pm 0.2 cm is squared. Find the percentage error in the original measurement and the approximate percentage error in the squared value. (show answer)
    Answer
    Percentage error =0.28.0×100=2.5%= \frac{0.2}{8.0} \times 100 = 2.5\%. Squared value error 2×2.5%=5%\approx 2 \times 2.5\% = 5\%.
  7. 7. Find the length of the longest rod that fits inside a rectangular box 12×5×412 \times 5 \times 4 cm. (show answer)
    Answer
    d=144+25+16=18513.60d = \sqrt{144 + 25 + 16} = \sqrt{185} \approx 13.60 cm.
  8. 8. A pyramid has a square base of side 1010 cm and a vertical height of 1212 cm. Find the slant edge length (from a base corner to the apex). (show answer)
    Answer
    Half-diagonal of base =1022=527.071= \frac{10\sqrt{2}}{2} = 5\sqrt{2} \approx 7.071 cm. Slant edge =122+(52)2=144+50=19413.93= \sqrt{12^2 + (5\sqrt{2})^2} = \sqrt{144 + 50} = \sqrt{194} \approx 13.93 cm.

Reasoning · Tier 2: mixed practice

  1. 1. A rectangular room is 6×4×36 \times 4 \times 3 m. A spider at one top corner wants to reach the opposite bottom corner by walking along walls. Find the shortest path. (Hint: unfold two walls into a flat net.) (show answer)
    Answer
    Unfold the 6×36 \times 3 wall and the 4×34 \times 3 wall into a single rectangle 10×310 \times 3. The spider walks diagonally: 102+32=10910.44\sqrt{10^2 + 3^2} = \sqrt{109} \approx 10.44 m. (Other unfoldings give longer paths; the shortest is (6+3)2+42=979.85\sqrt{(6+3)^2 + 4^2} = \sqrt{97} \approx 9.85 m by unfolding the 6×36 \times 3 wall with the floor. Check all configurations; the minimum is approximately 9.859.85 m.)
  2. 2. A hiker walks 55 km on bearing 030°030° then 88 km on bearing 120°120°. Find the distance and bearing from start to finish. (show answer)
    Answer
    Leg 1: N =5cos30°4.33= 5\cos 30° \approx 4.33 km, E =5sin30°=2.5= 5\sin 30° = 2.5 km. Leg 2: N =8cos60°=4= -8\cos 60° = -4 km (south), E =8sin60°6.93= 8\sin 60° \approx 6.93 km. Total: N 0.33\approx 0.33 km, E 9.43\approx 9.43 km. Distance =0.332+9.4329.44= \sqrt{0.33^2 + 9.43^2} \approx 9.44 km. Bearing =tan1(9.43/0.33)88°= \tan^{-1}(9.43/0.33) \approx 88°.
  3. 3. From the top of a 6060 m cliff, the angles of depression to two boats in a line directly out to sea are 45°45° and 30°30°. Find the distance between the boats. (show answer)
    Answer
    Boat 1: d1=60tan45°=60d_1 = \frac{60}{\tan 45°} = 60 m from cliff base. Boat 2: d2=60tan30°103.92d_2 = \frac{60}{\tan 30°} \approx 103.92 m. Distance between boats 103.9260=43.92\approx 103.92 - 60 = 43.92 m.
  4. 4. A surveyor measures the angle of elevation to a mountain peak as 22°22° from point A and 15°15° from point B, which is 500500 m further away on level ground in a direct line from the peak. Find the height of the mountain. (show answer)
    Answer
    Let height =h= h and distance from A to the base =x= x. From A: tan22°=h/x\tan 22° = h/x. From B: tan15°=h/(x+500)\tan 15° = h/(x + 500). So x=h/tan22°x = h/\tan 22° and x+500=h/tan15°x + 500 = h/\tan 15°. Subtracting: 500=h(1/tan15°1/tan22°)=h(3.7322.475)=1.257h500 = h(1/\tan 15° - 1/\tan 22°) = h(3.732 - 2.475) = 1.257h. So h397.8h \approx 397.8 m.
  5. 5. A cylinder has r=10.0±0.3r = 10.0 \pm 0.3 cm and h=20.0±0.5h = 20.0 \pm 0.5 cm. Calculate the volume and estimate the maximum percentage error. (show answer)
    Answer
    V=π(100)(20)=2000π6283.19V = \pi(100)(20) = 2000\pi \approx 6283.19 cm3^3. Error in rr: 0.310=3%\frac{0.3}{10} = 3\%, doubled for r2r^2: 6%6\%. Error in hh: 0.520=2.5%\frac{0.5}{20} = 2.5\%. Total 8.5%\approx 8.5\%.
  6. 6. A tent pole 2.52.5 m tall is supported by guy ropes pegged 1.51.5 m from the base. Find (a) the length of each rope, and (b) the angle each rope makes with the ground. (show answer)
    Answer
    (a) Rope =2.52+1.52=8.52.92= \sqrt{2.5^2 + 1.5^2} = \sqrt{8.5} \approx 2.92 m. (b) tanθ=2.51.5\tan\theta = \frac{2.5}{1.5}, so θ=tan1(1.667)59.0°\theta = \tan^{-1}(1.667) \approx 59.0°.

Reasoning · Tier 3: explain and apply

  1. 1. Explain why the space diagonal formula d=l2+w2+h2d = \sqrt{l^2 + w^2 + h^2} works by describing the two right-angled triangles used in its derivation. (show answer)
    Answer
    First, in the base rectangle, we form a right triangle with legs ll and ww to get the base diagonal db=l2+w2d_b = \sqrt{l^2 + w^2}. Second, this base diagonal becomes one leg of a new right triangle whose other leg is the height hh and whose hypotenuse is the space diagonal. Applying Pythagoras again: d=db2+h2=l2+w2+h2d = \sqrt{d_b^2 + h^2} = \sqrt{l^2 + w^2 + h^2}.
  2. 2. A pilot flies from airport A on bearing 070°070° for 200200 km to point B, then on bearing 160°160° for 150150 km to airport C. Find the bearing and distance for the direct return flight from C to A. (show answer)
    Answer
    Leg 1 (A to B): N =200cos70°68.40= 200\cos 70° \approx 68.40 km, E =200sin70°187.94= 200\sin 70° \approx 187.94 km. Leg 2 (B to C): N =150cos20°140.95= -150\cos 20° \approx -140.95 km, E =150sin20°51.30= 150\sin 20° \approx 51.30 km. C relative to A: N 72.55\approx -72.55 km, E 239.24\approx 239.24 km. Return C to A: N 72.55\approx 72.55, W 239.24\approx 239.24. Distance =72.552+239.242250.0= \sqrt{72.55^2 + 239.24^2} \approx 250.0 km. Bearing from C to A: θ=tan1(239.24/72.55)73.1°\theta = \tan^{-1}(239.24/72.55) \approx 73.1° west of north =360°73.1°=286.9°= 360° - 73.1° = 286.9°.
  3. 3. A building casts a shadow 3030 m long when the sun's angle of elevation is 55°55°. An hour later the shadow is 4545 m long. Find the new angle of elevation and determine whether the sun rose or fell during this hour. (show answer)
    Answer
    Building height hh. When shadow =30= 30: tan55°=h/30\tan 55° = h/30, so h=30tan55°42.84h = 30\tan 55° \approx 42.84 m. When shadow =45= 45: tanα=42.84/45\tan\alpha = 42.84/45, so α=tan1(0.952)43.6°\alpha = \tan^{-1}(0.952) \approx 43.6°. The angle decreased from 55°55° to 43.6°43.6°, so the sun fell (moved lower in the sky).
  4. 4. Discuss why percentage error in a calculated volume based on measured radius is approximately double the percentage error of the radius itself, using the formula V=43πr3V = \frac{4}{3}\pi r^3 as an example. (What multiplier applies here instead of double?) (show answer)
    Answer
    For V=43πr3V = \frac{4}{3}\pi r^3, the radius is cubed, so the percentage error in VV is approximately 33 times the percentage error in rr (not double). For example, a 1%1\% error in rr gives roughly a 3%3\% error in volume. The multiplier equals the exponent of the variable in the formula.

Reasoning · Harder reasoning

  1. 1. A right square pyramid has base side 1212 cm and slant height 1010 cm. Find (a) the vertical height, (b) the angle between a slant face and the base, and (c) the angle between a slant edge and the base. (show answer)
    Answer
    Base half-diagonal =1222=62= \frac{12\sqrt{2}}{2} = 6\sqrt{2}. Slant height =10= 10 (distance from midpoint of base edge to apex). Half base edge =6= 6. Vertical height from base edge midpoint: hface=10262=8h_{\text{face}} = \sqrt{10^2 - 6^2} = 8 cm. (a) Vertical height of pyramid: the midpoint of a base edge is 66 cm from the centre (for a 12×1212 \times 12 base). So H=10262=8H = \sqrt{10^2 - 6^2} = 8 cm. (Alternatively, using the half-diagonal: H=102(62)2H = \sqrt{10^2 - (6\sqrt{2})^2}... but slant height goes from base edge midpoint, not corner. Let's recalculate. Slant height l=10l = 10 is from midpoint of a base edge to apex. Half base =6= 6. Distance from centre to midpoint of edge =6= 6. H=l262=10036=8H = \sqrt{l^2 - 6^2} = \sqrt{100 - 36} = 8 cm.) (b) Angle between slant face and base: tanα=H/6=8/6\tan\alpha = H/6 = 8/6, so α=tan1(4/3)53.1°\alpha = \tan^{-1}(4/3) \approx 53.1°. (c) Slant edge (corner to apex): distance from centre to corner =62= 6\sqrt{2}. Slant edge =82+(62)2=64+72=13611.66= \sqrt{8^2 + (6\sqrt{2})^2} = \sqrt{64 + 72} = \sqrt{136} \approx 11.66 cm. Angle with base: tanβ=8/(62)=8/8.485\tan\beta = 8/(6\sqrt{2}) = 8/8.485, so β43.3°\beta \approx 43.3°.
  2. 2. Two observers A and B are 300300 m apart on level ground. Both observe the same drone. Observer A measures the angle of elevation as 40°40° and the bearing to the drone as 060°060°. Observer B (due east of A) measures the angle of elevation as 55°55°. Find the height of the drone. (show answer)
    Answer
    Let A be at the origin, B at (300,0)(300, 0). Drone bearing 060°060° from A means the drone's horizontal position is along direction 060°060° from A. Let horizontal distance from A to point below drone =dA= d_A. Then dAtan40°...d_A \tan 40°... -- actually the drone is at some point (x,y,h)(x, y, h). From A: bearing 060°060° means x=dAsin60°x = d_A \sin 60°, y=dAcos60°y = d_A \cos 60° and tan40°=h/dA\tan 40° = h/d_A. From B at (300,0)(300, 0): tan55°=h/dB\tan 55° = h/d_B where dBd_B is horizontal distance from B to drone. Using dA=h/tan40°d_A = h/\tan 40° and dB=h/tan55°d_B = h/\tan 55°, and the geometry: x=dAsin60°=hsin60°/tan40°x = d_A \sin 60° = h\sin 60°/\tan 40°, y=dAcos60°=hcos60°/tan40°y = d_A \cos 60° = h\cos 60°/\tan 40°. Also dB2=(x300)2+y2=h2/tan255°d_B^2 = (x - 300)^2 + y^2 = h^2/\tan^2 55°. Substituting and solving numerically gives h218h \approx 218 m. (Accept reasonable numerical solutions with clear working.)
  3. 3. A sphere of radius rr fits exactly inside a cube. Show that the ratio of the space diagonal of the cube to the diameter of the sphere is 3:1\sqrt{3}:1. (show answer)
    Answer
    Cube side =2r= 2r (the sphere diameter equals the cube side). Space diagonal of cube =2r3= 2r\sqrt{3}. Diameter of sphere =2r= 2r. Ratio =2r32r=3:1= \frac{2r\sqrt{3}}{2r} = \sqrt{3}:1.
  4. 4. A surveyor measures two sides of a triangle as a=50.0±0.5a = 50.0 \pm 0.5 m and b=80.0±0.5b = 80.0 \pm 0.5 m, with the included angle C=60°±1°C = 60° \pm 1°. Using the area formula A=12absinCA = \frac{1}{2}ab\sin C, estimate the area and discuss how the angle error and the length errors each contribute to the total error in the area. (show answer)
    Answer
    Nominal area =12(50)(80)sin60°=2000×0.86601732= \frac{1}{2}(50)(80)\sin 60° = 2000 \times 0.8660 \approx 1732 m2^2. Length errors: 0.550=1%\frac{0.5}{50} = 1\% and 0.580=0.625%\frac{0.5}{80} = 0.625\%. Since each length appears to the first power, their contributions are 1%1\% and 0.625%0.625\%. Angle error: 1° in 60°60°. The sensitivity factor is ddC(sinC)CsinC\frac{d}{dC}(\sin C) \cdot \frac{C}{\sin C}. At C=60°C = 60°: cos60°sin60°×1°×π1800.577×0.017451.007%\frac{\cos 60°}{\sin 60°} \times 1° \times \frac{\pi}{180} \approx 0.577 \times 0.01745 \approx 1.007\%. Total error 1+0.625+1.0072.6%\approx 1 + 0.625 + 1.007 \approx 2.6\%, i.e. ±45\pm 45 m2^2. The angle error contributes roughly as much as the length errors combined.

Geometric proofs & deductive reasoning

Fluency · Tier 1: basic skills

  1. 1. Name the four congruence tests and for each, state what must be equal. (show answer)
    Answer
    SSS: three pairs of corresponding sides equal. SAS: two sides and the included angle equal. AAS: two angles and a corresponding side equal. RHS: right angle, hypotenuse, and one other side equal.
  2. 2. In ABC\triangle ABC and DEF\triangle DEF: AB=DEAB = DE, BC=EFBC = EF, B=E\angle B = \angle E. Which congruence test applies? (show answer)
    Answer
    SAS (two sides and the included angle between them).
  3. 3. Triangle PQRPQR has PQ=PRPQ = PR and QPR=70°\angle QPR = 70°. Find PQR\angle PQR and PRQ\angle PRQ. (show answer)
    Answer
    PQR=PRQ=180°70°2=55°\angle PQR = \angle PRQ = \frac{180° - 70°}{2} = 55°.
  4. 4. Lines l1l2l_1 \parallel l_2 are cut by a transversal. One alternate angle is 55°55°. Find the other alternate angle and the co-interior angle on the same side. (show answer)
    Answer
    The other alternate angle is 55°55°. The co-interior angle on the same side is 180°55°=125°180° - 55° = 125°.
  5. 5. In XYZ\triangle XYZ, the exterior angle at ZZ is 130°130°. If X=80°\angle X = 80°, find Y\angle Y. (show answer)
    Answer
    Exterior angle =X+Y= \angle X + \angle Y, so 130°=80°+Y130° = 80° + \angle Y, giving Y=50°\angle Y = 50°.
  6. 6. Explain the difference between a demonstration and a deductive proof using an example. (show answer)
    Answer
    A demonstration checks specific cases (e.g. measuring angles in three triangles and finding they sum to 180°180°). A deductive proof uses logical steps from axioms to show the result holds for all cases. The demonstration could fail for an untested case; the proof cannot.
  7. 7. ABCDABCD is a parallelogram. State two properties of its diagonals that can be proven using congruent triangles. (show answer)
    Answer
    The diagonals of a parallelogram bisect each other (proven by showing two pairs of congruent triangles using SAS with vertically opposite angles).
  8. 8. Triangle ABCABC has A=90°\angle A = 90°, AB=6AB = 6, AC=8AC = 8, BC=10BC = 10. Triangle DEFDEF has D=90°\angle D = 90°, DE=6DE = 6, DF=8DF = 8. Are the triangles congruent? State the test. (show answer)
    Answer
    Yes, by RHS: right angle, hypotenuse BC=36+64=10=BC = \sqrt{36 + 64} = 10 = hypotenuse of DEF\triangle DEF, and AB=DE=6AB = DE = 6.

Reasoning · Tier 2: structured proofs

  1. 1. In ABC\triangle ABC, MM is the midpoint of BCBC. AMAM is drawn and AM=12BCAM = \frac{1}{2}BC. Prove that BAC=90°\angle BAC = 90°. (Hint: show ABM\triangle ABM and ACM\triangle ACM are both isosceles.) (show answer)
    Answer
    Since AM=12BCAM = \frac{1}{2}BC and MM is the midpoint, BM=MC=AMBM = MC = AM. So ABM\triangle ABM is isosceles (AM=BMAM = BM) and ACM\triangle ACM is isosceles (AM=CMAM = CM). Let ABM=α\angle ABM = \alpha and ACM=β\angle ACM = \beta. In ABM\triangle ABM: BAM=180°2α\angle BAM = 180° - 2\alpha. In ACM\triangle ACM: CAM=180°2β\angle CAM = 180° - 2\beta. Also α+β=AMB\alpha + \beta = \angle AMB or more directly: BAC=BAM+CAM=(180°2α)+(180°2β)=360°2(α+β)\angle BAC = \angle BAM + \angle CAM = (180° - 2\alpha) + (180° - 2\beta) = 360° - 2(\alpha + \beta). But α+β=ABC+ACB=180°BAC\alpha + \beta = \angle ABC + \angle ACB = 180° - \angle BAC. So BAC=360°2(180°BAC)=360°360°+2BAC\angle BAC = 360° - 2(180° - \angle BAC) = 360° - 360° + 2\angle BAC, giving BAC=2BAC0\angle BAC = 2\angle BAC - 0... Let us redo cleanly. In ABC\triangle ABC: A+α+β=180°\angle A + \alpha + \beta = 180°, so α+β=180°A\alpha + \beta = 180° - \angle A. In ABM\triangle ABM (isosceles with AM=BMAM = BM): BAM=α\angle BAM = \alpha, so AMB=180°2α\angle AMB = 180° - 2\alpha. In ACM\triangle ACM (isosceles with AM=CMAM = CM): CAM=β\angle CAM = \beta, so AMC=180°2β\angle AMC = 180° - 2\beta. But AMB+AMC=180°\angle AMB + \angle AMC = 180° (straight line). So (180°2α)+(180°2β)=180°(180° - 2\alpha) + (180° - 2\beta) = 180°, giving 360°2(α+β)=180°360° - 2(\alpha + \beta) = 180°, so α+β=90°\alpha + \beta = 90°. Therefore A=180°90°=90°\angle A = 180° - 90° = 90°.
  2. 2. ABCDABCD is a kite with AB=ADAB = AD and CB=CDCB = CD. Prove that diagonal ACAC bisects diagonal BDBD at right angles. (show answer)
    Answer
    In kite ABCDABCD with AB=ADAB = AD and CB=CDCB = CD, let diagonals meet at OO. In ABC\triangle ABC and ADC\triangle ADC: AB=ADAB = AD, CB=CDCB = CD, ACAC common. By SSS, ABCADC\triangle ABC \cong \triangle ADC. So BAC=DAC\angle BAC = \angle DAC. Now in ABO\triangle ABO and ADO\triangle ADO: AB=ADAB = AD, BAO=DAO\angle BAO = \angle DAO, AOAO common. By SAS, ABOADO\triangle ABO \cong \triangle ADO. So BO=DOBO = DO (diagonal bisected) and AOB=AOD=90°\angle AOB = \angle AOD = 90° (supplementary and equal).
  3. 3. Two circles of equal radius intersect at points PP and QQ. Prove that the line joining the centres is the perpendicular bisector of PQPQ. (show answer)
    Answer
    Let the centres be O1O_1 and O2O_2 with equal radius rr. Then O1P=O1Q=rO_1P = O_1Q = r and O2P=O2Q=rO_2P = O_2Q = r. So O1O_1 and O2O_2 are each equidistant from PP and QQ, meaning both lie on the perpendicular bisector of PQPQ. The line O1O2O_1O_2 is therefore the perpendicular bisector of PQPQ.
  4. 4. In ABC\triangle ABC, DD is on BCBC such that ADBCAD \perp BC. If AB=13AB = 13 cm, AD=12AD = 12 cm, and DC=4DC = 4 cm, find BDBD and ACAC. (show answer)
    Answer
    BD=AB2AD2=169144=5BD = \sqrt{AB^2 - AD^2} = \sqrt{169 - 144} = 5 cm. AC=AD2+DC2=144+16=160=41012.65AC = \sqrt{AD^2 + DC^2} = \sqrt{144 + 16} = \sqrt{160} = 4\sqrt{10} \approx 12.65 cm.
  5. 5. Prove that the diagonals of a rhombus bisect each other at right angles. (show answer)
    Answer
    In rhombus ABCDABCD, all sides equal. Diagonals ACAC and BDBD meet at OO. In AOB\triangle AOB and COB\triangle COB: AB=CBAB = CB (rhombus), OBOB common, AO=OCAO = OC (to prove). Instead: in ABD\triangle ABD and CBD\triangle CBD: AB=CBAB = CB, AD=CDAD = CD, BDBD common. By SSS, ABDCBD\triangle ABD \cong \triangle CBD. So ABD=CBD\angle ABD = \angle CBD. Now in ABO\triangle ABO and CBO\triangle CBO: AB=CBAB = CB, ABO=CBO\angle ABO = \angle CBO, BOBO common. By SAS, congruent. So AO=COAO = CO and AOB=COB=90°\angle AOB = \angle COB = 90°.
  6. 6. ABC\triangle ABC has AB=ACAB = AC. DD and EE are points on ABAB and ACAC respectively such that BD=CEBD = CE. Prove that DEBCDE \parallel BC. (show answer)
    Answer
    Let AD=AEAD = AE (since BD=CEBD = CE and AB=ACAB = AC, we have AD=ABBD=ACCE=AEAD = AB - BD = AC - CE = AE). In ADE\triangle ADE: AD=AEAD = AE, so ADE\triangle ADE is isosceles with ADE=AED\angle ADE = \angle AED. Also ADE+AED+A=180°\angle ADE + \angle AED + \angle A = 180°. In ABC\triangle ABC: ABC=ACB\angle ABC = \angle ACB (isosceles) and ABC+ACB+A=180°\angle ABC + \angle ACB + \angle A = 180°. So ADE=ABC\angle ADE = \angle ABC. Since these are corresponding angles with transversal ABAB cutting DEDE and BCBC, we get DEBCDE \parallel BC.

Reasoning · Tier 3: explain and apply

  1. 1. A student claims that if two triangles have three pairs of equal angles, they must be congruent. Is this correct? Explain your reasoning with an example. (show answer)
    Answer
    Incorrect. Three equal angle pairs (AAA) guarantee similarity, not congruence. For example, an equilateral triangle with side 33 cm and an equilateral triangle with side 66 cm both have all angles =60°= 60° but are clearly not congruent. AAA does not fix the size of the triangle.
  2. 2. Prove that the angle in a semicircle is 90°90°. (Hint: let OO be the centre, and use the isosceles triangle property for OAB\triangle OAB and OAC\triangle OAC where BCBC is the diameter.) (show answer)
    Answer
    Let BCBC be a diameter with centre OO, and AA a point on the circle. Then OA=OB=OC=rOA = OB = OC = r. In OAB\triangle OAB: OA=OBOA = OB, so OAB=OBA=α\angle OAB = \angle OBA = \alpha. In OAC\triangle OAC: OA=OCOA = OC, so OAC=OCA=β\angle OAC = \angle OCA = \beta. In ABC\triangle ABC: BAC=α+β\angle BAC = \alpha + \beta and ABC+BCA+BAC=180°\angle ABC + \angle BCA + \angle BAC = 180°, i.e. α+β+(α+β)=180°\alpha + \beta + (\alpha + \beta) = 180°, so 2(α+β)=180°2(\alpha + \beta) = 180°, giving BAC=90°\angle BAC = 90°.
  3. 3. In quadrilateral ABCDABCD, AB=CDAB = CD and ABCDAB \parallel CD. Prove that ABCDABCD is a parallelogram. (show answer)
    Answer
    In ABC\triangle ABC and CDA\triangle CDA: AB=CDAB = CD (given), ACAC common, BAC=DCA\angle BAC = \angle DCA (alternate angles since ABCDAB \parallel CD). By SAS, ABCCDA\triangle ABC \cong \triangle CDA. Therefore BC=DABC = DA and BCA=DAC\angle BCA = \angle DAC (alternate angles), so BCADBC \parallel AD. Both pairs of opposite sides are parallel, hence ABCDABCD is a parallelogram.
  4. 4. Explain why SSA (two sides and a non-included angle) is not a valid congruence test. Illustrate with two non-congruent triangles that satisfy SSA. (show answer)
    Answer
    SSA is ambiguous because the given angle is not between the two known sides. For example: 1\triangle_1 has a=5a = 5, b=7b = 7, A=30°\angle A = 30°; 2\triangle_2 has a=5a = 5, b=7b = 7, A=30°\angle A = 30° but B\angle B can be either acute or obtuse (since sinB=7sin30°5=0.7\sin B = \frac{7\sin 30°}{5} = 0.7 gives B44.4°B \approx 44.4° or B135.6°B \approx 135.6°). Two different triangles satisfy the same SSA conditions.

Reasoning · Harder reasoning

  1. 1. In ABC\triangle ABC, A=60°\angle A = 60°, AB=AC=10AB = AC = 10 cm. Point PP lies inside the triangle such that PA=PB=PCPA = PB = PC. Find PAPA. (Hint: PP is the circumcentre; use the circumradius formula for a triangle.) (show answer)
    Answer
    In ABC\triangle ABC with A=60°\angle A = 60° and AB=AC=10AB = AC = 10, the triangle is isosceles. By the cosine rule: BC2=100+1002(100)cos60°=200100=100BC^2 = 100 + 100 - 2(100)\cos 60° = 200 - 100 = 100, so BC=10BC = 10. The triangle is equilateral. The circumradius R=a2sinA=102sin60°=103=10335.77R = \frac{a}{2\sin A} = \frac{10}{2\sin 60°} = \frac{10}{\sqrt{3}} = \frac{10\sqrt{3}}{3} \approx 5.77 cm. So PA=1033PA = \frac{10\sqrt{3}}{3} cm.
  2. 2. Prove that the medians of a triangle are concurrent. (Hint: let two medians meet at GG and show GG divides each in the ratio 2:12:1, then prove the third median also passes through GG.) (show answer)
    Answer
    Let medians from AA and BB meet at GG. The median from AA to midpoint MM of BCBC: by the vector approach, G=A+23(MA)=A+2M3=A+B+C3G = A + \frac{2}{3}(M - A) = \frac{A + 2M}{3} = \frac{A + B + C}{3}. Similarly, the median from BB to midpoint NN of ACAC gives the same point G=A+B+C3G = \frac{A + B + C}{3}. The third median from CC to midpoint PP of ABAB also passes through A+B+C3\frac{A + B + C}{3}. Since all three medians yield the same intersection point, they are concurrent, and GG divides each median in the ratio 2:12:1 from vertex.
  3. 3. In a cyclic quadrilateral ABCDABCD, prove that opposite angles sum to 180°180°. Use the fact that the angle at the centre is twice the angle at the circumference. (show answer)
    Answer
    Let AOB=2α\angle AOB = 2\alpha and AOD=2β\angle AOD = 2\beta where OO is the centre (central angles subtended by arcs ABAB and ADAD). Then ACB=α\angle ACB = \alpha and ACD=β\angle ACD = \beta (angle at circumference = half central angle). Opposite angle B=\angle B = angle subtended by arc ADCADC at circumference. Arc ADCADC has central angle 2β+2γ2\beta + 2\gamma (where 2γ2\gamma is the central angle for arc DCDC). The key result: B+D\angle B + \angle D corresponds to arcs that together make a full circle (360°360°), so the sum of the half-angles is 180°180°.
  4. 4. Two triangles ABC\triangle ABC and ABC\triangle A'B'C' have AB=ABAB = A'B', AC=ACAC = A'C', and A>A\angle A > \angle A'. Prove that BC>BCBC > B'C' (the hinge theorem). You may use the cosine rule. (show answer)
    Answer
    By the cosine rule in ABC\triangle ABC: BC2=AB2+AC22ABACcosABC^2 = AB^2 + AC^2 - 2 \cdot AB \cdot AC \cos A. Similarly BC2=AB2+AC22ABACcosAB'C'^2 = A'B'^2 + A'C'^2 - 2 \cdot A'B' \cdot A'C' \cos A'. Since AB=ABAB = A'B' and AC=ACAC = A'C', and A>A\angle A > \angle A', we have cosA<cosA\cos A < \cos A' (cosine is decreasing on [0°,180°][0°, 180°]). Therefore 2ABACcosA>2ABACcosA-2 \cdot AB \cdot AC \cos A > -2 \cdot A'B' \cdot A'C' \cos A', so BC2>BC2BC^2 > B'C'^2, hence BC>BCBC > B'C'.

Networks & network diagrams

Fluency · Tier 1: basic skills

  1. 1. A network has 44 vertices with degrees 2,3,3,42, 3, 3, 4. How many edges does it have? (show answer)
    Answer
    Sum of degrees =2+3+3+4=12= 2 + 3 + 3 + 4 = 12. Number of edges =122=6= \dfrac{12}{2} = 6.
  2. 2. Draw a network with 44 vertices where every vertex has degree 22. (show answer)
    Answer
    A square (cycle graph C4C_4): four vertices arranged in a loop, each connected to its two neighbours.
  3. 3. A connected planar graph has 44 vertices and 66 edges. How many faces does it have? (show answer)
    Answer
    F+V=E+2F + V = E + 2, so F+4=6+2=8F + 4 = 6 + 2 = 8, giving F=4F = 4.
  4. 4. A network has vertices with degrees 2,2,4,42, 2, 4, 4. Does an Eulerian circuit exist? Explain. (show answer)
    Answer
    Yes. All vertex degrees (2,2,4,42, 2, 4, 4) are even, so an Eulerian circuit exists.
  5. 5. A network has vertices with degrees 1,2,2,31, 2, 2, 3. Does an Eulerian path exist? Explain. (show answer)
    Answer
    Vertices with odd degree: the vertex with degree 11 and the vertex with degree 33 (two odd-degree vertices). So an Eulerian path exists (but not a circuit). It must start at one odd-degree vertex and end at the other.
  6. 6. True or false: a connected graph with 55 vertices must have at least 44 edges. (show answer)
    Answer
    True. A connected graph with nn vertices needs at least n1n - 1 edges (a spanning tree). For n=5n = 5, at least 44 edges.
  7. 7. State Euler's formula and define each variable. (show answer)
    Answer
    F+V=E+2F + V = E + 2, where FF = number of faces (regions), VV = number of vertices, EE = number of edges. Applies to connected planar graphs.
  8. 8. A network has 88 edges. What is the sum of all vertex degrees? (show answer)
    Answer
    Sum of degrees =2×8=16= 2 \times 8 = 16.

Reasoning · Tier 2: mixed practice

  1. 1. A connected planar graph has 55 faces and 88 edges. How many vertices does it have? (show answer)
    Answer
    F+V=E+2F + V = E + 2, so 5+V=8+2=105 + V = 8 + 2 = 10, giving V=5V = 5.
  2. 2. Draw a network representing the direct flights between four cities: Melbourne, Sydney, Brisbane, and Perth. Melbourne has direct flights to all three cities; Sydney and Brisbane are connected; Perth has no direct flight to Brisbane or Sydney. How many edges does your network have? (show answer)
    Answer
    Edges: Melbourne--Sydney, Melbourne--Brisbane, Melbourne--Perth, Sydney--Brisbane. Total =4= 4 edges.
  3. 3. A postman must walk along every street in a neighbourhood. The network has vertex degrees: 2,2,2,4,4,42, 2, 2, 4, 4, 4. Can the postman complete an Eulerian circuit? Justify your answer. (show answer)
    Answer
    Yes. All degrees (2,2,2,4,4,42, 2, 2, 4, 4, 4) are even, so an Eulerian circuit exists. The postman can walk every street exactly once and return to the starting point.
  4. 4. A network has 66 vertices and 1010 edges. Verify that it cannot be planar using the inequality E3V6E \leq 3V - 6 for simple planar graphs. (show answer)
    Answer
    For a simple planar graph: E3V6E \leq 3V - 6. Here 3×66=123 \times 6 - 6 = 12 and E=1012E = 10 \leq 12, so this test alone does not prove non-planarity. In fact, a graph with 66 vertices and 1010 edges could be planar. (The complete graph K4K_4 has 66 edges; K5K_5 has 1010 edges and is not planar.) Since K5K_5 is the unique simple graph on 55 vertices with 1010 edges, but we have 66 vertices, a graph with 66 vertices and 1010 edges may or may not be planar depending on its structure. The inequality is necessary but not sufficient.
  5. 5. Three houses and three utilities (water, gas, electricity) must each be connected to every utility. Draw this as a bipartite network. How many edges are there? Is this graph planar? (show answer)
    Answer
    Three houses and three utilities: each house connects to each utility, giving 3×3=93 \times 3 = 9 edges. This is the complete bipartite graph K3,3K_{3,3}, which is not planar (by Kuratowski's theorem).

Reasoning · Tier 3: explain and apply

  1. 1. A council wants to inspect every road in a town. The town's network has 66 intersections. Four intersections have degree 33 and two have degree 44. Explain why an Eulerian path does not exist, and describe a strategy the council could use to inspect all roads. (show answer)
    Answer
    Four vertices have odd degree (33). Since more than 22 vertices have odd degree, no Eulerian path (or circuit) exists. Strategy: the council could identify pairs of odd-degree vertices and add duplicate edges (roads walked twice) to make all degrees even, minimising the total extra distance. This is the Chinese Postman approach.
  2. 2. Prove that in any network, the number of vertices with odd degree is always even. (Hint: use the handshaking lemma.) (show answer)
    Answer
    The handshaking lemma states degrees=2E\sum \text{degrees} = 2E. The left side is the sum of all degrees. Suppose kk vertices have odd degree. Each odd degree contributes an odd number to the sum, and each even degree contributes an even number. The total must be 2E2E (even). The sum of the even degrees is even. So the sum of the odd degrees must also be even, which requires kk to be even. Therefore the number of odd-degree vertices is always even.
  3. 3. A connected planar graph has 1010 vertices, each of degree 33. Find the number of edges and faces. (show answer)
    Answer
    Edges: sum of degrees =10×3=30= 10 \times 3 = 30, so E=302=15E = \dfrac{30}{2} = 15. Faces: F+V=E+2F + V = E + 2, so F+10=15+2=17F + 10 = 15 + 2 = 17, giving F=7F = 7.
  4. 4. Explain the difference between a Hamiltonian path and an Eulerian path. Give an example of a graph that has an Eulerian circuit but no Hamiltonian circuit. (show answer)
    Answer
    An Eulerian path visits every edge exactly once. A Hamiltonian path visits every vertex exactly once. Example: consider a graph shaped like a "bowtie" (two triangles sharing a single vertex). It has 55 vertices and 66 edges. The central vertex has degree 44 and all others have degree 22 -- all even, so an Eulerian circuit exists. However, no Hamiltonian circuit exists because the graph is not 22-connected (removing the central vertex disconnects it).

Reasoning · Harder reasoning

  1. 1. The complete graph K5K_5 has 55 vertices, each connected to every other vertex. Calculate the number of edges, the degree of each vertex, and determine whether an Eulerian circuit exists. (show answer)
    Answer
    K5K_5: each vertex connects to 44 others, so each has degree 44. Number of edges =(52)=10= \dbinom{5}{2} = 10. All degrees are even (44), so an Eulerian circuit exists.
  2. 2. A network has VV vertices and is a tree (connected with no cycles). Prove that it has exactly V1V - 1 edges. (show answer)
    Answer
    Base case: V=1V = 1, edges =0=11= 0 = 1 - 1. Inductive step: a tree with V>1V > 1 vertices has at least one leaf (vertex of degree 11). Remove the leaf and its edge: the remaining graph is a connected tree with V1V - 1 vertices and (by hypothesis) V2V - 2 edges. Adding the leaf back gives V1V - 1 edges. So a tree on VV vertices has V1V - 1 edges.
  3. 3. Seven bridges connect four land masses. The vertex degrees are 3,3,3,53, 3, 3, 5. Show that it is impossible to walk a route crossing each bridge exactly once. (This is the Konigsberg bridge problem.) (show answer)
    Answer
    The vertex degrees are 3,3,3,53, 3, 3, 5 -- all four are odd. Since there are 44 odd-degree vertices (more than 22), no Eulerian path or circuit exists. It is impossible to cross each bridge exactly once.
  4. 4. A delivery driver must visit 66 locations. The distances (km) between each pair are given. The driver starts and ends at the depot (location A). Outline how you would use a network to find an efficient route, and explain why finding the absolute shortest route is computationally difficult for large networks. (show answer)
    Answer
    Model locations as vertices and distances as weighted edges. An efficient route visiting all locations and returning to the start is a Hamiltonian circuit. You can try nearest-neighbour or other heuristics. Finding the absolute shortest Hamiltonian circuit (the Travelling Salesman Problem) is computationally difficult because the number of possible routes grows factorially: for nn locations there are (n1)!2\dfrac{(n-1)!}{2} distinct routes. For large nn, checking all routes is impractical, so heuristic or approximation methods are used.

Boxplots & comparing distributions

Fluency · Tier 1: basic skills

  1. 1. Find the five-number summary for: 5,8,12,15,18,20,22,25,305, 8, 12, 15, 18, 20, 22, 25, 30. (show answer)
    Answer
    Min =5= 5, Q1=10Q_1 = 10 (median of 5,8,12,155, 8, 12, 15: average of 88 and 1212), median =18= 18 (5th value), Q3=23.5Q_3 = 23.5 (median of 20,22,25,3020, 22, 25, 30: average of 2222 and 2525), max =30= 30.
  2. 2. Calculate the IQR for the data in Q1. (show answer)
    Answer
    IQR =Q3Q1=23.510=13.5= Q_3 - Q_1 = 23.5 - 10 = 13.5.
  3. 3. A data set has Q1=10Q_1 = 10, Q3=30Q_3 = 30. Find the upper and lower fences for outlier detection. (show answer)
    Answer
    IQR =3010=20= 30 - 10 = 20. Lower fence =101.5×20=1030=20= 10 - 1.5 \times 20 = 10 - 30 = -20. Upper fence =30+1.5×20=30+30=60= 30 + 1.5 \times 20 = 30 + 30 = 60.
  4. 4. The five-number summary for a data set is: 2,8,14,20,282, 8, 14, 20, 28. Sketch a boxplot. (show answer)
    Answer
    Boxplot with whisker at 22, box from 88 to 2020, median line at 1414, whisker to 2828.
  5. 5. A boxplot has its median closer to Q1Q_1 than to Q3Q_3. Is the distribution positively or negatively skewed? (show answer)
    Answer
    Positively skewed (the data is more spread out above the median than below).
  6. 6. In a two-way table, 4040 out of 100100 people surveyed are left-handed. What proportion is left-handed? (show answer)
    Answer
    40100=0.4\dfrac{40}{100} = 0.4 or 40%40\%.
  7. 7. A data set has Q1=25Q_1 = 25 and IQR =12= 12. What is Q3Q_3? (show answer)
    Answer
    Q3=Q1+IQR=25+12=37Q_3 = Q_1 + \text{IQR} = 25 + 12 = 37.
  8. 8. True or false: the median always lies exactly in the centre of the box in a boxplot. (show answer)
    Answer
    False. The median is only centred if the distribution is symmetric. In a skewed distribution, the median is closer to one quartile.

Reasoning · Tier 2: mixed practice

  1. 1. The heights (cm) of 1515 students are: 152,155,158,160,162,164,165,167,170,172,175,178,180,195,198152, 155, 158, 160, 162, 164, 165, 167, 170, 172, 175, 178, 180, 195, 198. Find the five-number summary, identify any outliers, and sketch a boxplot. (show answer)
    Answer
    Five-number summary: min =152= 152, Q1=160Q_1 = 160 (median of positions 1--7), median =167= 167 (8th value), Q3=178Q_3 = 178 (median of positions 9--15), max =198= 198. IQR =178160=18= 178 - 160 = 18. Upper fence =178+1.5×18=178+27=205= 178 + 1.5 \times 18 = 178 + 27 = 205. Lower fence =16027=133= 160 - 27 = 133. Both 195195 and 198198 are below 205205, so there are no outliers.
  2. 2. Two classes have the following five-number summaries for a maths test (out of 5050): - Class X: 15,28,35,40,4815, 28, 35, 40, 48. - Class Y: 20,25,30,42,5020, 25, 30, 42, 50. Draw parallel boxplots and write two comparison statements. (show answer)
    Answer
    Class X has a higher median (3535 vs 3030) and a smaller IQR (4028=1240 - 28 = 12 vs 4225=1742 - 25 = 17). Class X performed better overall and more consistently. Class Y has a higher maximum (5050) but also a lower minimum (2020 vs 1515 -- actually Class Y min is higher). Both classes have similar ranges.
  3. 3. A two-way table shows transport mode and year level:

    | | Bus | Car | Walk | Total | |--|-----|-----|------|-------| | Year 9 | 30 | 20 | 10 | 60 | | Year 10 | 15 | 35 | 10 | 60 | | Total | 45 | 55 | 20 | 120 |

    Find P(busYear 9)P(\text{bus} \mid \text{Year 9}) and P(busYear 10)P(\text{bus} \mid \text{Year 10}). What do you notice?
    (show answer)
    Answer
    P(busYear 9)=3060=0.5P(\text{bus} \mid \text{Year 9}) = \dfrac{30}{60} = 0.5. P(busYear 10)=1560=0.25P(\text{bus} \mid \text{Year 10}) = \dfrac{15}{60} = 0.25. Year 9 students are twice as likely to catch the bus as Year 10 students.
  4. 4. A newspaper reports "Average house prices rose by 20%20\%." Explain why the median might be a better measure than the mean for house prices, and how a few expensive sales could distort the mean. (show answer)
    Answer
    House prices are often positively skewed: most houses cluster around a typical value, but a few very expensive properties pull the mean upward. The median is resistant to extreme values and better represents the "typical" house price. A few multi-million-dollar sales can raise the mean significantly without affecting most buyers' experience.
  5. 5. A data set has values: 3,5,7,8,10,12,14,15,503, 5, 7, 8, 10, 12, 14, 15, 50. Show that 5050 is an outlier using the 1.5×IQR1.5 \times \text{IQR} rule. (show answer)
    Answer
    Ordered: 3,5,7,8,10,12,14,15,503, 5, 7, 8, 10, 12, 14, 15, 50. Q1=5+72=6Q_1 = \dfrac{5 + 7}{2} = 6. Q3=14+152=14.5Q_3 = \dfrac{14 + 15}{2} = 14.5. IQR =14.56=8.5= 14.5 - 6 = 8.5. Upper fence =14.5+1.5×8.5=14.5+12.75=27.25= 14.5 + 1.5 \times 8.5 = 14.5 + 12.75 = 27.25. Since 50>27.2550 > 27.25, the value 5050 is an outlier.

Reasoning · Tier 3: explain and apply

  1. 1. A study claims students who eat breakfast score higher on tests. The data shows a correlation. Explain why this does not prove causation and suggest a confounding variable. (show answer)
    Answer
    Correlation does not prove causation because a third variable could explain both. For example, students from families with higher socioeconomic status may be more likely to eat breakfast and have access to tutoring, quiet study spaces, and parental support. The breakfast itself may not cause higher scores; the underlying variable (family resources) may drive both outcomes.
  2. 2. Two factories produce bolts. Factory A: median length 50.250.2 mm, IQR =0.8= 0.8 mm. Factory B: median length 50.050.0 mm, IQR =2.5= 2.5 mm. Which factory produces more consistent bolts? Which is closer to the target of 50.050.0 mm? Discuss trade-offs. (show answer)
    Answer
    Factory A is more consistent (IQR =0.8= 0.8 mm vs 2.52.5 mm). Factory B has a median closer to the target of 50.050.0 mm. Trade-off: Factory A produces bolts of very uniform length but slightly above target; Factory B hits the target on average but with much greater variability. If precision matters (e.g. safety-critical components), Factory A is preferable despite the slight offset, which could be corrected by recalibrating.
  3. 3. A survey of 200200 people finds that 60%60\% support a new policy. The survey was conducted online and only advertised on one social media platform. Identify two sources of potential bias and explain how each could affect the results. (show answer)
    Answer
    Sources of bias: (i) Self-selection bias -- only people who chose to respond are counted; those with strong opinions may be overrepresented. (ii) Platform bias -- users of that particular social media platform may not be representative of the general population (e.g. younger demographic, specific political leanings). Both could overestimate or underestimate true support depending on the platform's user base.
  4. 4. Explain the difference between the range and the IQR as measures of spread. Give an example where the range is misleading but the IQR is not. (show answer)
    Answer
    Range uses only the two most extreme values, so a single outlier can make the range very large. IQR uses the middle 50%50\% and is resistant to outliers. Example: {10,12,14,15,16,18,100}\{10, 12, 14, 15, 16, 18, 100\}. Range =10010=90= 100 - 10 = 90 (misleadingly large). IQR =1812=6= 18 - 12 = 6 (reflects the actual spread of most data).

Reasoning · Harder reasoning

  1. 1. A data set of 2020 values has Q1=15Q_1 = 15, median =22= 22, Q3=30Q_3 = 30. If the value 6060 is added to the data set, explain qualitatively how each part of the five-number summary might change and whether 6060 would be classified as an outlier. (show answer)
    Answer
    Adding 6060: the minimum stays at 1515 (or whatever it was), the maximum becomes 6060. IQR =3015=15= 30 - 15 = 15. Upper fence =30+1.5×15=52.5= 30 + 1.5 \times 15 = 52.5. Since 60>52.560 > 52.5, yes, 6060 is an outlier. The median may shift slightly upward (from the average of the 10th and 11th values to the 11th value of the new 21-value set). Q1Q_1 and Q3Q_3 may shift slightly but the effect is small.
  2. 2. Two data sets both have median =50= 50 and IQR =10= 10, but one is symmetric and the other is positively skewed. Sketch boxplots for both and explain how the whisker lengths differ. (show answer)
    Answer
    Symmetric: both whiskers are approximately equal length, extending evenly from the box. Positively skewed: the right whisker is much longer than the left; data extends further above Q3Q_3 than below Q1Q_1. Both have the same box size (IQR =10= 10) and median (5050), but the skewed version has the median closer to Q1Q_1.
  3. 3. A researcher collects data from 500500 people and presents a boxplot showing no outliers. A critic argues that with 500500 data points, some outliers are expected. Evaluate this argument. (show answer)
    Answer
    The argument has some merit: in a normal distribution, about 0.7%0.7\% of values lie beyond Q11.5×IQRQ_1 - 1.5 \times \text{IQR} or Q3+1.5×IQRQ_3 + 1.5 \times \text{IQR}, so we might expect roughly 0.007×50030.007 \times 500 \approx 3--44 outliers. However, if the data is truly free of measurement errors and follows a tight distribution, it is possible (though unlikely) to have no outliers. The researcher should report the distribution shape and explain why outliers are absent.
  4. 4. Design a two-way table for 8080 students that shows an association between "plays sport" and "gets more than 88 hours of sleep." Then modify it so there is no association. Explain the difference. (show answer)
    Answer
    With association: Sport-yes/Sleep-yes =30= 30, Sport-yes/Sleep-no =10= 10, Sport-no/Sleep-yes =15= 15, Sport-no/Sleep-no =25= 25. P(sleepsport)=3040=0.75P(\text{sleep} \mid \text{sport}) = \dfrac{30}{40} = 0.75, P(sleepno sport)=1540=0.375P(\text{sleep} \mid \text{no sport}) = \dfrac{15}{40} = 0.375. These differ, showing an association. No association: Sport-yes/Sleep-yes =22.5= 22.5, Sport-yes/Sleep-no =17.5= 17.5, Sport-no/Sleep-yes =22.5= 22.5, Sport-no/Sleep-no =17.5= 17.5 (using whole numbers: 23,17,22,1823, 17, 22, 18). Now P(sleepsport)P(sleepno sport)0.5625P(\text{sleep} \mid \text{sport}) \approx P(\text{sleep} \mid \text{no sport}) \approx 0.5625, so the variables are approximately independent.

Scatterplots & bivariate data

Fluency · Tier 1: basic skills

  1. 1. Define bivariate data and give an example of two variables you might investigate. (show answer)
    Answer
    Bivariate data consists of pairs of measurements on two variables for each individual. Example: height (cm) and weight (kg) for each student in a class.
  2. 2. Which variable goes on the horizontal axis: the explanatory variable or the response variable? (show answer)
    Answer
    The explanatory (independent) variable goes on the horizontal axis.
  3. 3. A scatterplot shows points rising steeply from left to right with little scatter. Describe the association. (show answer)
    Answer
    Strong, positive, linear association.
  4. 4. A scatterplot shows points scattered randomly with no pattern. Describe the association. (show answer)
    Answer
    No association (no pattern).
  5. 5. A line of good fit passes through (2,10)(2, 10) and (8,28)(8, 28). Find the gradient. (show answer)
    Answer
    Gradient =281082=186=3= \dfrac{28 - 10}{8 - 2} = \dfrac{18}{6} = 3.
  6. 6. Using the line from Q5, find the equation and predict yy when x=5x = 5. (show answer)
    Answer
    Using (2,10)(2, 10): 10=3×2+c10 = 3 \times 2 + c, so c=4c = 4. Equation: y=3x+4y = 3x + 4. When x=5x = 5: y=3×5+4=19y = 3 \times 5 + 4 = 19.
  7. 7. Is predicting yy for x=5x = 5 (data range 22--88) interpolation or extrapolation? (show answer)
    Answer
    Interpolation (5 is within the range 2--8).
  8. 8. Is predicting yy for x=12x = 12 interpolation or extrapolation? (show answer)
    Answer
    Extrapolation (12 is outside the range 2--8).
  9. 9. State whether each is positive or negative association: (a) height and shoe size, (b) altitude and temperature, (c) practice hours and error count. (show answer)
    Answer
    (a) Positive. (b) Negative. (c) Negative.
  10. 10. True or false: a strong correlation between two variables proves that one causes the other. (show answer)
    Answer
    False. Correlation does not prove causation.

Reasoning · Tier 2: mixed practice

  1. 1. Plot the following data on a scatterplot and describe the association:

    | xx | 2 | 4 | 6 | 8 | 10 | 12 | |-----|---|---|---|---|----|----| | yy | 35 | 30 | 24 | 20 | 14 | 10 |
    (show answer)
    Answer
    The scatterplot shows a strong, negative, linear association. As xx increases, yy decreases steadily.
  2. 2. Draw a line of good fit for the data in Q1, find its equation, and predict yy when x=7x = 7. (show answer)
    Answer
    A line of good fit through approximately (2,35)(2, 35) and (12,10)(12, 10) gives gradient =1035122=2510=2.5= \dfrac{10 - 35}{12 - 2} = \dfrac{-25}{10} = -2.5. Using (2,35)(2, 35): 35=2.5×2+c35 = -2.5 \times 2 + c, so c=40c = 40. Equation: y=2.5x+40y = -2.5x + 40. When x=7x = 7: y=2.5×7+40=17.5+40=22.5y = -2.5 \times 7 + 40 = -17.5 + 40 = 22.5.
  3. 3. A researcher finds a strong positive correlation between the number of firefighters at a fire and the amount of damage caused. Does this mean firefighters cause damage? Explain. (show answer)
    Answer
    No, firefighters do not cause damage. The confounding variable is the size of the fire. Larger fires cause more damage and also require more firefighters. The number of firefighters and the damage are both consequences of the fire's severity.
  4. 4. Data on advertising spend ($'000) and sales ($'000) for 66 months is:

    | Advertising | 5 | 10 | 15 | 20 | 25 | 30 | |------------|---|----|----|----|----|-----| | Sales | 40 | 55 | 65 | 80 | 90 | 100 |

    Find the equation of the line of good fit and predict sales for an advertising spend of $18,000.
    (show answer)
    Answer
    Line through (5,40)(5, 40) and (30,100)(30, 100): gradient =10040305=6025=2.4= \dfrac{100 - 40}{30 - 5} = \dfrac{60}{25} = 2.4. Using (5,40)(5, 40): 40=2.4×5+c40 = 2.4 \times 5 + c, so c=28c = 28. Equation: y=2.4x+28y = 2.4x + 28. For x=18x = 18: y=2.4×18+28=43.2+28=71.2y = 2.4 \times 18 + 28 = 43.2 + 28 = 71.2. Predicted sales: $71,200.
  5. 5. Explain why extrapolating the line from Q4 to predict sales for $100,000 in advertising is unreliable. (show answer)
    Answer
    At x=100x = 100: y=2.4×100+28=268y = 2.4 \times 100 + 28 = 268, predicting $268,000 in sales. This is extrapolation far beyond the data range (55--3030). The linear trend may not continue: there could be diminishing returns on advertising, market saturation, or budget constraints. The prediction is unreliable.

Reasoning · Tier 3: explain and apply

  1. 1. A scatterplot of study hours vs exam mark shows a strong positive linear association for 00--66 hours, but the points flatten out beyond 66 hours. Explain this pattern and discuss the limitations of using a single straight line for the entire data set. (show answer)
    Answer
    The flattening suggests diminishing returns: beyond a certain point, additional study hours produce smaller improvements (perhaps due to fatigue or already knowing the material). A single straight line would overestimate marks at high hours and underestimate them in the middle range. A curve or two separate line segments would better fit the data.
  2. 2. Two scatterplots are shown: (A) shows a strong linear pattern; (B) shows a moderate curved pattern. A student claims that (A) always provides better predictions. Evaluate this claim. (show answer)
    Answer
    The claim is not always correct. If the true relationship is curved, a straight line in (A) may give poor predictions at the extremes despite appearing strong. Plot (B), if fitted with an appropriate curve, could give better predictions than a straight line forced onto (A). The best model matches the form of the data, not just the apparent strength.
  3. 3. Explain the difference between an observed association, a confounding variable, and a causal relationship. Use a real-world example to illustrate all three concepts. (show answer)
    Answer
    Observed association: data shows that students who eat breakfast tend to score higher on tests. Confounding variable: family income -- wealthier families may provide both regular meals and better educational resources. Causal relationship: to establish that breakfast causes higher scores, you would need a controlled experiment where students are randomly assigned to eat or skip breakfast, with other factors held constant. Without this, the association may be driven by the confounding variable.
  4. 4. A line of good fit has the equation y=2.5x+80y = -2.5x + 80. The data ranges from x=5x = 5 to x=25x = 25. For what values of xx does the line predict negative yy values? Explain why these predictions are meaningless. (show answer)
    Answer
    y=0y = 0 when 2.5x+80=0-2.5x + 80 = 0, so x=32x = 32. For x>32x > 32, the line predicts negative yy values. Since x=32x = 32 is outside the data range (55 to 2525), these predictions are extrapolations. Negative values may be physically meaningless (e.g. you cannot have negative sales, negative height, etc.), confirming that extrapolation beyond the data range is unreliable.

Reasoning · Harder reasoning

  1. 1. Two students draw different lines of good fit for the same scatterplot. Student A's line passes through (5,20)(5, 20) and (15,50)(15, 50). Student B's line passes through (3,14)(3, 14) and (17,56)(17, 56). Show that both lines have the same gradient but different yy-intercepts. Which line would you trust more and why? (show answer)
    Answer
    Student A: gradient =5020155=3010=3= \dfrac{50 - 20}{15 - 5} = \dfrac{30}{10} = 3. Equation: y=3x+5y = 3x + 5. Student B: gradient =5614173=4214=3= \dfrac{56 - 14}{17 - 3} = \dfrac{42}{14} = 3. Equation: y=3x+5y = 3x + 5. Both lines have gradient 33 and yy-intercept 55 -- they are actually the same line. If the yy-intercepts differed, you would trust the line whose reference points are closer to the centre of the data cloud, as it is less influenced by extreme points.
  2. 2. A data set of 1212 points has a strong positive linear association. One additional point is added far from the trend (an outlier). Describe how this outlier could affect (a) the position of the line of good fit, (b) the strength of the association, and (c) predictions made using the line. (show answer)
    Answer
    (a) The outlier can "pull" the line of good fit toward it, tilting or shifting the line. (b) The strength of association decreases because the outlier increases the scatter around the line. (c) Predictions near the outlier become less reliable, and the line may give poorer predictions for the rest of the data if it has been pulled off course.
  3. 3. A study finds that countries with more mobile phones per person also have higher life expectancy. A journalist writes "Mobile phones increase life expectancy." Write a critique of this claim, identifying at least two confounding variables and explaining why a controlled experiment would be needed. (show answer)
    Answer
    The claim confuses correlation with causation. Confounding variables include: (i) GDP per capita -- wealthier countries can afford both more mobile phones and better healthcare, nutrition, and sanitation. (ii) Education levels -- higher education leads to both greater technology adoption and healthier lifestyles. A controlled experiment (randomly assigning mobile phones and measuring life expectancy) is impractical and ethically complex. Without controlling for confounders, we cannot conclude that mobile phones increase life expectancy.
  4. 4. The residual for a data point is defined as residual=observed ypredicted y\text{residual} = \text{observed } y - \text{predicted } y. For the data (3,22),(5,30),(7,35),(9,44)(3, 22), (5, 30), (7, 35), (9, 44) and the line y=3x+12y = 3x + 12, calculate each residual. What does the pattern of residuals tell you about the fit? (show answer)
    Answer
    Predicted values: y(3)=3×3+12=21y(3) = 3 \times 3 + 12 = 21; y(5)=27y(5) = 27; y(7)=33y(7) = 33; y(9)=39y(9) = 39. Residuals: (2221)=1(22 - 21) = 1; (3027)=3(30 - 27) = 3; (3533)=2(35 - 33) = 2; (4439)=5(44 - 39) = 5. All residuals are positive and increasing, suggesting the line slightly underestimates yy values, and the underestimation grows for larger xx. This may indicate a slight curve (non-linearity) in the data, or that the gradient of the line is slightly too small.

Conditional probability & independence

Fluency · Tier 1: basic skills

  1. 1. In a class of 3030 students, 1212 play basketball. What is P(basketball)P(\text{basketball})? (show answer)
    Answer
    P(basketball)=1230=25=0.4P(\text{basketball}) = \dfrac{12}{30} = \dfrac{2}{5} = 0.4.
  2. 2. Of the 1212 basketball players, 55 are also in the swim team. What is P(swimbasketball)P(\text{swim} \mid \text{basketball})? (show answer)
    Answer
    P(swimbasketball)=5120.417P(\text{swim} \mid \text{basketball}) = \dfrac{5}{12} \approx 0.417.
  3. 3. A bag has 66 red and 44 blue marbles. One marble is drawn and not replaced. If the first marble was red, what is P(red on 2nd draw)P(\text{red on 2nd draw})? (show answer)
    Answer
    After removing a red marble: 55 red and 44 blue remain out of 99. P(red on 2nd draw)=59P(\text{red on 2nd draw}) = \dfrac{5}{9}.
  4. 4. Events AA and BB satisfy P(A)=0.3P(A) = 0.3, P(B)=0.5P(B) = 0.5, P(A and B)=0.15P(A \text{ and } B) = 0.15. Find P(AB)P(A \mid B). (show answer)
    Answer
    P(AB)=P(A and B)P(B)=0.150.5=0.3P(A \mid B) = \dfrac{P(A \text{ and } B)}{P(B)} = \dfrac{0.15}{0.5} = 0.3.
  5. 5. Are AA and BB in Q4 independent? Justify. (show answer)
    Answer
    Yes, AA and BB are independent because P(AB)=0.3=P(A)P(A \mid B) = 0.3 = P(A). Knowing BB occurred does not change the probability of AA.
  6. 6. A two-way table shows: 2020 males own a pet, 1515 males do not, 2525 females own a pet, 1010 females do not. Find P(petmale)P(\text{pet} \mid \text{male}). (show answer)
    Answer
    P(petmale)=2020+15=2035=470.571P(\text{pet} \mid \text{male}) = \dfrac{20}{20 + 15} = \dfrac{20}{35} = \dfrac{4}{7} \approx 0.571.
  7. 7. Using the same table, find P(malepet)P(\text{male} \mid \text{pet}). (show answer)
    Answer
    P(malepet)=2020+25=2045=490.444P(\text{male} \mid \text{pet}) = \dfrac{20}{20 + 25} = \dfrac{20}{45} = \dfrac{4}{9} \approx 0.444.
  8. 8. A coin is tossed and a die is rolled. Are the events "heads" and "rolling a 6" independent? Explain. (show answer)
    Answer
    Yes, they are independent. The outcome of the coin does not affect the die, and vice versa. P(heads and 6)=12×16=112=P(heads)×P(6)P(\text{heads and 6}) = \dfrac{1}{2} \times \dfrac{1}{6} = \dfrac{1}{12} = P(\text{heads}) \times P(\text{6}).
  9. 9. Two cards are drawn without replacement from a deck of 5252. Find P(2nd card is heart1st card is heart)P(\text{2nd card is heart} \mid \text{1st card is heart}). (show answer)
    Answer
    After removing one heart, 1212 hearts remain out of 5151 cards. P(2nd heart1st heart)=1251=417P(\text{2nd heart} \mid \text{1st heart}) = \dfrac{12}{51} = \dfrac{4}{17}.
  10. 10. State the formula for P(AB)P(A \mid B). (show answer)
    Answer
    P(AB)=P(A and B)P(B)P(A \mid B) = \dfrac{P(A \text{ and } B)}{P(B)}, where P(B)>0P(B) > 0.

Reasoning · Tier 2: mixed practice

  1. 1. A box contains 55 green and 33 yellow balls. Two balls are drawn without replacement. Draw a tree diagram with conditional probabilities on each branch, and find P(both green)P(\text{both green}). (show answer)
    Answer
    First draw: P(G)=58P(G) = \dfrac{5}{8}, P(Y)=38P(Y) = \dfrac{3}{8}. If 1st is green: P(G)=47P(G) = \dfrac{4}{7}, P(Y)=37P(Y) = \dfrac{3}{7}. If 1st is yellow: P(G)=57P(G) = \dfrac{5}{7}, P(Y)=27P(Y) = \dfrac{2}{7}. P(both green)=58×47=2056=514P(\text{both green}) = \dfrac{5}{8} \times \dfrac{4}{7} = \dfrac{20}{56} = \dfrac{5}{14}.
  2. 2. In a school of 400400 students, 240240 study French, 180180 study German, and 8080 study both. Find: (a) P(GermanFrench)P(\text{German} \mid \text{French}), (b) P(FrenchGerman)P(\text{French} \mid \text{German}). (show answer)
    Answer
    (a) P(GermanFrench)=80240=130.333P(\text{German} \mid \text{French}) = \dfrac{80}{240} = \dfrac{1}{3} \approx 0.333. (b) P(FrenchGerman)=80180=490.444P(\text{French} \mid \text{German}) = \dfrac{80}{180} = \dfrac{4}{9} \approx 0.444.
  3. 3. A survey finds:

    | | Supports policy | Opposes policy | Total | |--|----------------|---------------|-------| | Under 30 | 45 | 30 | 75 | | 30 and over | 35 | 40 | 75 | | Total | 80 | 70 | 150 |

    (a) Find P(supportsunder 30)P(\text{supports} \mid \text{under 30}) and P(supports30 and over)P(\text{supports} \mid \text{30 and over}). (b) Is there an association between age group and opinion? Justify.
    (show answer)
    Answer
    (a) P(supportsunder 30)=4575=0.6P(\text{supports} \mid \text{under 30}) = \dfrac{45}{75} = 0.6. P(supports30 and over)=35750.467P(\text{supports} \mid \text{30 and over}) = \dfrac{35}{75} \approx 0.467. (b) Yes, there is an association. The conditional probabilities differ: younger respondents are more likely to support the policy (60%60\% vs 47%47\%). If there were no association, both groups would have the same support rate of 801500.533\dfrac{80}{150} \approx 0.533.
  4. 4. Events AA and BB are such that P(A)=0.6P(A) = 0.6, P(B)=0.4P(B) = 0.4, and P(AB)=0.75P(A \mid B) = 0.75. Find P(A and B)P(A \text{ and } B) and determine whether AA and BB are independent. (show answer)
    Answer
    P(A and B)=P(AB)×P(B)=0.75×0.4=0.3P(A \text{ and } B) = P(A \mid B) \times P(B) = 0.75 \times 0.4 = 0.3. For independence: P(A)×P(B)=0.6×0.4=0.24P(A) \times P(B) = 0.6 \times 0.4 = 0.24. Since 0.30.240.3 \neq 0.24, AA and BB are not independent.
  5. 5. Three machines produce items. Machine X makes 50%50\% of items with a 2%2\% defect rate. Machine Y makes 30%30\% with a 3%3\% defect rate. Machine Z makes 20%20\% with a 5%5\% defect rate. An item is selected at random. Find the probability it is defective. (show answer)
    Answer
    P(defective)=0.50×0.02+0.30×0.03+0.20×0.05=0.010+0.009+0.010=0.029P(\text{defective}) = 0.50 \times 0.02 + 0.30 \times 0.03 + 0.20 \times 0.05 = 0.010 + 0.009 + 0.010 = 0.029. The probability that a randomly selected item is defective is 2.9%2.9\%.

Reasoning · Tier 3: explain and apply

  1. 1. Using the machine data from Tier 2 Q5, an item is found to be defective. Find the probability it came from Machine Z. (show answer)
    Answer
    P(Z and defective)=0.20×0.05=0.010P(\text{Z and defective}) = 0.20 \times 0.05 = 0.010. P(Zdefective)=P(Z and defective)P(defective)=0.0100.0290.345P(\text{Z} \mid \text{defective}) = \dfrac{P(\text{Z and defective})}{P(\text{defective})} = \dfrac{0.010}{0.029} \approx 0.345. There is about a 34.5%34.5\% chance the defective item came from Machine Z.
  2. 2. Explain, with a numerical example, why P(AB)P(BA)P(A \mid B) \neq P(B \mid A) in general. Why is confusing these two a common and dangerous error in medical or legal contexts? (show answer)
    Answer
    Example: P(diseasepositive test)P(positive testdisease)P(\text{disease} \mid \text{positive test}) \neq P(\text{positive test} \mid \text{disease}). A test might detect 95%95\% of sick people (P(T+D)=0.95P(T^+ \mid D) = 0.95), but if the disease is rare, P(DT+)P(D \mid T^+) could be much lower (e.g. 0.160.16). Confusing the two -- called the "prosecutor's fallacy" in legal contexts -- leads to wildly wrong conclusions. In medicine, it means overestimating how likely a patient is to have the disease after a positive test.
  3. 3. A jar contains 44 red and 66 blue marbles. Three marbles are drawn without replacement. Find P(all three are blue)P(\text{all three are blue}) using a chain of conditional probabilities. (show answer)
    Answer
    P(1st blue)=610P(\text{1st blue}) = \dfrac{6}{10}. P(2nd blue1st blue)=59P(\text{2nd blue} \mid \text{1st blue}) = \dfrac{5}{9}. P(3rd bluefirst two blue)=48=12P(\text{3rd blue} \mid \text{first two blue}) = \dfrac{4}{8} = \dfrac{1}{2}. P(all three blue)=610×59×12=30180=16P(\text{all three blue}) = \dfrac{6}{10} \times \dfrac{5}{9} \times \dfrac{1}{2} = \dfrac{30}{180} = \dfrac{1}{6}.
  4. 4. Two events satisfy P(AB)=0.5P(A \mid B) = 0.5 and P(BA)=0.25P(B \mid A) = 0.25. If P(B)=0.4P(B) = 0.4, find P(A)P(A). (show answer)
    Answer
    P(A and B)=P(AB)×P(B)=0.5×0.4=0.2P(A \text{ and } B) = P(A \mid B) \times P(B) = 0.5 \times 0.4 = 0.2. Also P(A and B)=P(BA)×P(A)P(A \text{ and } B) = P(B \mid A) \times P(A), so 0.2=0.25×P(A)0.2 = 0.25 \times P(A), giving P(A)=0.20.25=0.8P(A) = \dfrac{0.2}{0.25} = 0.8.

Reasoning · Harder reasoning

  1. 1. A game show has three doors. Behind one door is a prize; behind the other two, nothing. You pick a door. The host, who knows what is behind each door, opens a different door to reveal no prize. You are offered the chance to switch. Using conditional probability, show that switching gives you a 23\dfrac{2}{3} chance of winning. (show answer)
    Answer
    Label the doors 1,2,31, 2, 3. Suppose the prize is behind door 11 (by symmetry, the argument is the same for any door). You pick door 11: host opens door 22 or 33; switching loses. You pick door 22: host must open door 33; switching wins. You pick door 33: host must open door 22; switching wins. So switching wins 22 out of 33 times. Formally: let WW = prize behind your door. P(W)=13P(W) = \dfrac{1}{3}. Given the host reveals a losing door, P(prize behind other doorhost reveals)=23P(\text{prize behind other door} \mid \text{host reveals}) = \dfrac{2}{3}.
  2. 2. In a population, 0.5%0.5\% use a certain drug. A drug test has a 99%99\% true positive rate and a 2%2\% false positive rate. Find the probability that a person who tests positive actually uses the drug. Comment on the usefulness of the test. (show answer)
    Answer
    P(uses drug)=0.005P(\text{uses drug}) = 0.005. P(T+user)=0.99P(T^+ \mid \text{user}) = 0.99. P(T+non-user)=0.02P(T^+ \mid \text{non-user}) = 0.02. P(T+)=0.005×0.99+0.995×0.02=0.00495+0.0199=0.02485P(T^+) = 0.005 \times 0.99 + 0.995 \times 0.02 = 0.00495 + 0.0199 = 0.02485. P(userT+)=0.004950.024850.199P(\text{user} \mid T^+) = \dfrac{0.00495}{0.02485} \approx 0.199. Only about 20%20\% of positive results are true positives. The test produces many false positives because the user base is so small. A confirmatory (more specific) test is essential.
  3. 3. Prove that if AA and BB are independent, then AA and B\overline{B} (the complement of BB) are also independent. (show answer)
    Answer
    P(A and B)=P(A)P(A and B)=P(A)P(A)P(B)P(A \text{ and } \overline{B}) = P(A) - P(A \text{ and } B) = P(A) - P(A) \cdot P(B) (using independence) =P(A)(1P(B))=P(A)P(B)= P(A)(1 - P(B)) = P(A) \cdot P(\overline{B}). Since P(A and B)=P(A)P(B)P(A \text{ and } \overline{B}) = P(A) \cdot P(\overline{B}), events AA and B\overline{B} are independent.
  4. 4. Five cards are dealt from a standard deck of 5252. Find the probability that all five are spades, using a chain of conditional probabilities. (show answer)
    Answer
    P(all 5 spades)=1352×1251×1150×1049×948=13×12×11×10×952×51×50×49×48=154440311875200=33666400.000495P(\text{all 5 spades}) = \dfrac{13}{52} \times \dfrac{12}{51} \times \dfrac{11}{50} \times \dfrac{10}{49} \times \dfrac{9}{48} = \dfrac{13 \times 12 \times 11 \times 10 \times 9}{52 \times 51 \times 50 \times 49 \times 48} = \dfrac{154440}{311875200} = \dfrac{33}{66640} \approx 0.000495.