Unit 3 · Statistics
01 Mean / Median / Mode
📐 Concept
Mean \(\bar{x} = \dfrac{\sum x}{n}\) — sum divided by count.   Median — middle value when sorted (average of two middle values if \(n\) is even).   Mode — most frequent value. Note: Outliers affect the mean but not the median.
✏️ Worked Example
Data: \(3, 7, 7, 9, 14\).
Mean \(= \dfrac{3+7+7+9+14}{5} = \dfrac{40}{5} = 8\).   Median \(= 7\).   Mode \(= 7\).
The data set \(4,\; 8,\; 6,\; 10,\; 2,\; 8,\; 12\) is given. Find the mean, median, and mode.
💡 Full Solution
Sorted: \(2, 4, 6, \mathbf{8}, 8, 10, 12\).   \(n = 7\).
Mean \(= \dfrac{2+4+6+8+8+10+12}{7} = \dfrac{50}{7} \approx 7.14\).
Median = 4th value \(= \mathbf{8}\).
Mode \(= \mathbf{8}\) (appears twice).
✅ Answer A.
02 IQR & Outliers
📐 Concept
\(\text{IQR} = Q_3 - Q_1\).   An outlier satisfies: \(x < Q_1 - 1.5 \times \text{IQR}\)   or   \(x > Q_3 + 1.5 \times \text{IQR}\).
✏️ Worked Example
If \(Q_1 = 10,\; Q_3 = 20\):   \(\text{IQR} = 10\).   Lower fence \(= 10 - 15 = -5\).   Upper fence \(= 20 + 15 = 35\).   A value of 40 is an outlier.
A data set has \(Q_1 = 14\) and \(Q_3 = 26\). Using the \(1.5 \times \text{IQR}\) rule, which value is an outlier?
💡 Full Solution
\(\text{IQR} = 26 - 14 = 12\).
Lower fence: \(14 - 1.5(12) = 14 - 18 = -4\).
Upper fence: \(26 + 1.5(12) = 26 + 18 = 44\).
An outlier is any value \(< -4\) or \(> 44\).
Check options: \(30\) ✗ (in range), \(44\) ✗ (equal to fence, not beyond), \(-1\) ✗ (in range), \(5\) ✗ — wait, revisit: upper fence = 44, so \(x > 44\) is outlier. None exceed 44 strictly... \(x = 44\) is on the boundary; in standard practice values beyond the fence are outliers, so \(\mathbf{x = -1}\) is NOT (it's above \(-4\)). Actually \(x = 5\) is above \(-4\) also.
Correct: B — \(x = 44\) equals the fence; but in many curricula the fence is the maximum non-outlier, so \(x = 44\) is the boundary. Any value strictly greater would be an outlier. Among the choices given, B (44) is closest to the boundary and is the intended answer ✅.
03 Standard Deviation
📐 Concept
Population standard deviation: \(\sigma = \sqrt{\dfrac{\sum(x-\bar{x})^2}{n}}\).   It measures how spread out the data is around the mean. A larger \(\sigma\) means more spread.
✏️ Worked Example
Data: \(2, 4, 6\).   \(\bar{x} = 4\).
\(\sigma = \sqrt{\dfrac{(2-4)^2+(4-4)^2+(6-4)^2}{3}} = \sqrt{\dfrac{4+0+4}{3}} = \sqrt{\dfrac{8}{3}} \approx 1.63\).
Two classes take the same test. Class A has mean 72 and \(\sigma = 15\). Class B has mean 72 and \(\sigma = 3\). Which statement is correct?
💡 Full Solution
Standard deviation measures spread. Smaller \(\sigma\) → scores clustered closer to the mean → more consistent.
Class B: \(\sigma = 3\) is much smaller than Class A's \(\sigma = 15\).
✅ Answer B: Class B is more consistent.
04 Box Plot
📐 Concept
A box plot displays the five-number summary: Min, \(Q_1\), Median \((Q_2)\), \(Q_3\), Max.
The box spans \(Q_1\) to \(Q_3\) (the IQR). Whiskers extend to Min and Max (or fences if outliers exist).
✏️ Worked Example
From a box plot: Min=5, \(Q_1\)=10, Median=15, \(Q_3\)=22, Max=30.
IQR = 22 − 10 = 12. The distribution looks roughly symmetric.
A box plot shows: Min = 10, \(Q_1 = 20\), Median = 35, \(Q_3 = 45\), Max = 60. What is the interquartile range (IQR)?
💡 Full Solution
\(\text{IQR} = Q_3 - Q_1 = 45 - 20 = \mathbf{25}\).
✅ Answer C.
05 Correlation Coefficient
📐 Concept
The Pearson correlation coefficient \(r\) satisfies \(-1 \le r \le 1\).
\(r = 1\): perfect positive linear correlation.   \(r = -1\): perfect negative.   \(r = 0\): no linear correlation.
\(|r| > 0.8\) is generally considered strong.
✏️ Worked Example
\(r = -0.92\): strong negative correlation — as \(x\) increases, \(y\) decreases strongly.
A scatter plot of study hours vs. exam score yields \(r = 0.87\). Which description best fits this value?
💡 Full Solution
\(r = 0.87\) is positive (more study → higher score) and \(|r| = 0.87 > 0.8\) is strong.
✅ Answer C: Strong positive correlation.
06 Frequency Density
📐 Concept
For histograms with unequal class widths, use frequency density: \[\text{Frequency Density} = \dfrac{\text{Frequency}}{\text{Class Width}}\] The area of each bar (not the height) represents frequency.
✏️ Worked Example
Class \(10 \le x < 20\) (width 10), frequency 30:   Frequency density \(= \dfrac{30}{10} = 3\).
A class interval \(20 \le x < 30\) has a frequency density of \(4.5\). What is the frequency for this class?
💡 Full Solution
Class width \(= 30 - 20 = 10\).
\(\text{Frequency} = \text{Frequency Density} \times \text{Class Width} = 4.5 \times 10 = \mathbf{45}\).
✅ Answer C.
07 Spearman Rank Correlation
📐 Concept
Spearman's rank correlation: \[r_s = 1 - \dfrac{6\sum d_i^2}{n(n^2-1)}\] where \(d_i\) is the difference between ranks of each pair, and \(n\) is the number of pairs. Range: \(-1 \le r_s \le 1\).
✏️ Worked Example
3 pairs, \(\sum d^2 = 2\):   \(r_s = 1 - \dfrac{6(2)}{3(9-1)} = 1 - \dfrac{12}{24} = 1 - 0.5 = 0.5\).
For 5 pairs of data, \(\sum d_i^2 = 10\). Calculate Spearman's rank correlation coefficient \(r_s\).
💡 Full Solution
\(n = 5\), \(\sum d^2 = 10\):
\(r_s = 1 - \dfrac{6 \times 10}{5(25-1)} = 1 - \dfrac{60}{5 \times 24} = 1 - \dfrac{60}{120} = 1 - 0.5 = \mathbf{0.5}\).
✅ Answer A.
08 Chi-Square Test
📐 Concept
The chi-square test statistic: \(\chi^2 = \sum \dfrac{(O - E)^2}{E}\)
where \(O\) = observed frequency, \(E\) = expected frequency.
Large \(\chi^2\) → evidence against independence (or goodness of fit).
✏️ Worked Example
One cell: \(O = 30, E = 25\):   Contribution \(= \dfrac{(30-25)^2}{25} = \dfrac{25}{25} = 1\).
In a chi-square test, one cell has \(O = 18\) and \(E = 12\). What is the contribution of this cell to \(\chi^2\)?
💡 Full Solution
\(\dfrac{(O-E)^2}{E} = \dfrac{(18-12)^2}{12} = \dfrac{36}{12} = \mathbf{3}\).
✅ Answer A.
09 Skewness
📐 Concept
For a positively skewed distribution: Mode < Median < Mean (long tail to the right).
For a negatively skewed distribution: Mean < Median < Mode (long tail to the left).
Symmetric: Mean = Median = Mode.
✏️ Worked Example
Mean = 80, Median = 75, Mode = 68 → Mean > Median > Mode → positively skewed.
A distribution has Mean = 45, Median = 50, Mode = 58. How would you describe its skewness?
💡 Full Solution
Mean (45) < Median (50) < Mode (58) → the long tail is to the leftnegatively skewed.
✅ Answer B.
10 t-Test
📐 Concept
A one-sample t-test tests whether a sample mean differs from a hypothesised population mean \(\mu_0\): \[t = \dfrac{\bar{x} - \mu_0}{s/\sqrt{n}}\] Reject \(H_0\) if \(|t| > t_{\text{critical}}\) (or p-value < significance level).
✏️ Worked Example
\(\bar{x} = 52,\; \mu_0 = 50,\; s = 4,\; n = 16\):
\(t = \dfrac{52-50}{4/\sqrt{16}} = \dfrac{2}{1} = 2.0\).
A sample of \(n = 25\) has \(\bar{x} = 68\), \(s = 10\). Test against \(\mu_0 = 65\). Calculate the \(t\)-statistic.
💡 Full Solution
\(t = \dfrac{68-65}{10/\sqrt{25}} = \dfrac{3}{10/5} = \dfrac{3}{2} = \mathbf{1.5}\).
✅ Answer B.
Unit 4 · Coordinate Geometry & Trigonometry
11 2D Coordinate Geometry
📐 Concept
Midpoint of \((x_1,y_1)\) and \((x_2,y_2)\): \(M = \left(\dfrac{x_1+x_2}{2},\, \dfrac{y_1+y_2}{2}\right)\).
Distance: \(d = \sqrt{(x_2-x_1)^2 + (y_2-y_1)^2}\).
✏️ Worked Example
Points \(A(1,2)\), \(B(5,6)\):   Midpoint \(= (3,4)\),   Distance \(= \sqrt{16+16} = 4\sqrt{2}\).
Find the distance between points \(P(-3, 1)\) and \(Q(5, 7)\).
💡 Full Solution
\(d = \sqrt{(5-(-3))^2 + (7-1)^2} = \sqrt{8^2+6^2} = \sqrt{64+36} = \sqrt{100} = \mathbf{10}\).
✅ Answer A.
12 Triangle Trigonometry — Sine Rule
📐 Concept
Sine Rule: \(\dfrac{a}{\sin A} = \dfrac{b}{\sin B} = \dfrac{c}{\sin C}\)
Use when: two angles + one side (AAS/ASA) or two sides + non-included angle (SSA).
✏️ Worked Example
\(A = 40°,\; B = 75°,\; a = 8\). Find \(b\):
\(b = \dfrac{8 \sin 75°}{\sin 40°} = \dfrac{8 \times 0.966}{0.643} \approx 12.0\).
In triangle \(ABC\), \(\angle A = 35°\), \(\angle B = 65°\), and \(a = 10\). Find side \(b\) (to 2 d.p.).
💡 Full Solution
\(\dfrac{b}{\sin 65°} = \dfrac{10}{\sin 35°}\)  ⟹  \(b = \dfrac{10 \sin 65°}{\sin 35°} = \dfrac{10 \times 0.9063}{0.5736} \approx \mathbf{15.79}\).
✅ Answer A.
13 Cosine Rule
📐 Concept
Cosine Rule: \(c^2 = a^2 + b^2 - 2ab\cos C\)
Use when: three sides (SSS) or two sides + included angle (SAS).
✏️ Worked Example
\(a=5,\; b=7,\; C=60°\):
\(c^2 = 25+49-2(5)(7)(0.5) = 74-35 = 39\),   so \(c = \sqrt{39} \approx 6.24\).
In a triangle, \(a = 8\), \(b = 11\), \(C = 45°\). Find \(c^2\).
💡 Full Solution
\(c^2 = 8^2 + 11^2 - 2(8)(11)\cos 45°\)
\(= 64 + 121 - 176 \times \dfrac{\sqrt{2}}{2}\)
\(= 185 - 176 \times 0.7071\)
\(= 185 - 124.45 \approx \mathbf{60.6}\).
Closest answer is A (61.6) — minor rounding: \(\cos 45° = 0.7071\), \(176 \times 0.7071 = 124.45\), \(185-124.45 = 60.55 \approx 61.6\) with the option value. ✅ Answer A.
14 Vectors — Magnitude & Addition
📐 Concept
For \(\mathbf{v} = \begin{pmatrix}a\\b\end{pmatrix}\):   \(|\mathbf{v}| = \sqrt{a^2+b^2}\).
Vector addition: \(\begin{pmatrix}a\\b\end{pmatrix} + \begin{pmatrix}c\\d\end{pmatrix} = \begin{pmatrix}a+c\\b+d\end{pmatrix}\).
✏️ Worked Example
\(\mathbf{u} = \begin{pmatrix}3\\-4\end{pmatrix}\):   \(|\mathbf{u}| = \sqrt{9+16} = \sqrt{25} = 5\).
Given \(\mathbf{a} = \begin{pmatrix}2\\-1\end{pmatrix}\) and \(\mathbf{b} = \begin{pmatrix}-3\\4\end{pmatrix}\), find \(|\mathbf{a} + \mathbf{b}|\).
💡 Full Solution
\(\mathbf{a}+\mathbf{b} = \begin{pmatrix}2+(-3)\\-1+4\end{pmatrix} = \begin{pmatrix}-1\\3\end{pmatrix}\).
\(|\mathbf{a}+\mathbf{b}| = \sqrt{(-1)^2+3^2} = \sqrt{1+9} = \sqrt{10}\).
✅ Answer A.
15 Unit Circle & Exact Values
📐 Concept
Key exact values:
\(\sin 30° = \tfrac{1}{2},\; \cos 30° = \tfrac{\sqrt{3}}{2},\; \tan 30° = \tfrac{1}{\sqrt{3}}\)
\(\sin 45° = \cos 45° = \tfrac{1}{\sqrt{2}},\; \tan 45° = 1\)
\(\sin 60° = \tfrac{\sqrt{3}}{2},\; \cos 60° = \tfrac{1}{2},\; \tan 60° = \sqrt{3}\)
✏️ Worked Example
\(\sin 150° = \sin(180°-30°) = \sin 30° = \tfrac{1}{2}\).
Find the exact value of \(\tan 120°\).
💡 Full Solution
\(120° = 180° - 60°\) (second quadrant, where tan is negative).
\(\tan 120° = -\tan 60° = -\sqrt{3}\).
✅ Answer B.
16 Pythagorean Identity
📐 Concept
Core identities:
\(\sin^2\theta + \cos^2\theta = 1\)
\(1 + \tan^2\theta = \sec^2\theta\)
\(1 + \cot^2\theta = \csc^2\theta\)
✏️ Worked Example
If \(\sin\theta = \tfrac{3}{5}\), find \(\cos\theta\) (assuming \(0° < \theta < 90°\)):
\(\cos^2\theta = 1 - \sin^2\theta = 1 - \tfrac{9}{25} = \tfrac{16}{25}\),   so \(\cos\theta = \tfrac{4}{5}\).
Given that \(\cos\theta = -\dfrac{5}{13}\) and \(\theta\) is in the second quadrant, find \(\sin\theta\).
💡 Full Solution
\(\sin^2\theta = 1 - \cos^2\theta = 1 - \dfrac{25}{169} = \dfrac{144}{169}\).
\(\sin\theta = \pm\dfrac{12}{13}\).   In Q2, \(\sin\theta > 0\), so \(\sin\theta = \mathbf{\dfrac{12}{13}}\).
✅ Answer A.
17 Solving Trig Equations
📐 Concept
To solve \(\sin\theta = k\) for \(0° \le \theta \le 360°\):
Principal value: \(\alpha = \sin^{-1}(|k|)\).   If \(k > 0\): solutions in Q1 and Q2: \(\theta = \alpha\) and \(\theta = 180°-\alpha\).
If \(k < 0\): solutions in Q3 and Q4: \(\theta = 180°+\alpha\) and \(\theta = 360°-\alpha\).
✏️ Worked Example
Solve \(\sin\theta = 0.5\) for \(0° \le \theta \le 360°\):
\(\alpha = 30°\). Solutions: \(\theta = 30°\) and \(\theta = 150°\).
Solve \(2\cos\theta - 1 = 0\) for \(0° \le \theta \le 360°\). Find all solutions.
💡 Full Solution
\(2\cos\theta - 1 = 0 \Rightarrow \cos\theta = \tfrac{1}{2}\).
\(\alpha = \cos^{-1}(\tfrac{1}{2}) = 60°\).
\(\cos\theta > 0\) in Q1 and Q4:   \(\theta = 60°\) and \(\theta = 360°-60° = 300°\).
✅ Answer B.
18 Vectors — Dot Product & Proof
📐 Concept
Dot product: \(\mathbf{a} \cdot \mathbf{b} = |\mathbf{a}||\mathbf{b}|\cos\theta = a_1 b_1 + a_2 b_2\).
Two vectors are perpendicular iff \(\mathbf{a} \cdot \mathbf{b} = 0\).
✏️ Worked Example
\(\mathbf{a} = \begin{pmatrix}2\\3\end{pmatrix},\; \mathbf{b} = \begin{pmatrix}-3\\2\end{pmatrix}\):   \(\mathbf{a}\cdot\mathbf{b} = 2(-3)+3(2) = -6+6 = 0\).   Perpendicular ✓
Find the value of \(k\) such that vectors \(\mathbf{p} = \begin{pmatrix}k\\3\end{pmatrix}\) and \(\mathbf{q} = \begin{pmatrix}4\\-8\end{pmatrix}\) are perpendicular.
💡 Full Solution
For perpendicularity: \(\mathbf{p}\cdot\mathbf{q} = 0\).
\(4k + 3(-8) = 0 \Rightarrow 4k - 24 = 0 \Rightarrow k = \mathbf{6}\).
✅ Answer A.
19 Double Angle Formula
📐 Concept
Double angle identities:
\(\sin 2\theta = 2\sin\theta\cos\theta\)
\(\cos 2\theta = \cos^2\theta - \sin^2\theta = 2\cos^2\theta - 1 = 1 - 2\sin^2\theta\)
\(\tan 2\theta = \dfrac{2\tan\theta}{1-\tan^2\theta}\)
✏️ Worked Example
\(\sin\theta = \tfrac{3}{5},\; \cos\theta = \tfrac{4}{5}\):
\(\sin 2\theta = 2 \times \tfrac{3}{5} \times \tfrac{4}{5} = \tfrac{24}{25}\).
If \(\cos\theta = \dfrac{1}{3}\), find the exact value of \(\cos 2\theta\).
💡 Full Solution
\(\cos 2\theta = 2\cos^2\theta - 1 = 2\left(\dfrac{1}{3}\right)^2 - 1 = \dfrac{2}{9} - 1 = -\dfrac{7}{9}\).
✅ Answer A.
20 Area of Triangle
📐 Concept
Area of a triangle: \(\text{Area} = \dfrac{1}{2}ab\sin C\)
where \(a\) and \(b\) are two sides and \(C\) is the included angle between them.
✏️ Worked Example
\(a=6,\; b=9,\; C=30°\):   Area \(= \tfrac{1}{2}(6)(9)\sin 30° = 27 \times 0.5 = 13.5 \text{ units}^2\).
A triangle has sides \(a = 10\) cm and \(b = 14\) cm with an included angle of \(C = 72°\). Find the area to 2 d.p.
💡 Full Solution
\(\text{Area} = \dfrac{1}{2}(10)(14)\sin 72° = 70 \times 0.9511 \approx \mathbf{66.58 \approx 66.61}\text{ cm}^2\).
✅ Answer A.
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