Analysis & Approaches · Higher Level

Core Concept
Master Quiz

20 exam-style questions · All major topics · IB style difficulty

📐 Algebra ∫ Calculus 📊 Statistics i Complex ⃗ Vectors

Key Concepts & Formulae

Topic 1 · Algebra
Binomial Theorem
\((a+b)^n = \displaystyle\sum_{r=0}^{n} \binom{n}{r} a^{n-r}b^r\)
General term: \(T_{r+1} = \binom{n}{r}a^{n-r}b^r\)
💡 To find the term containing \(x^k\), set the power of \(x\) equal to \(k\) and solve for \(r\).
Topic 2 · Functions
Inverse & Composite Functions
\(f^{-1}(x)\): swap \(x \leftrightarrow y\), then solve for \(y\)
\((f \circ g)(x) = f(g(x))\)
💡 Domain of \(f^{-1}\) = Range of \(f\). Always verify with \(f(f^{-1}(x))=x\).
Topic 3 · Trigonometry
Key Identities & Equations
\(\sin^2\theta + \cos^2\theta = 1\)
\(\sin 2\theta = 2\sin\theta\cos\theta\)
\(\cos 2\theta = 1 - 2\sin^2\theta\)
💡 Quadratic in \(\sin\theta\): factor or use quadratic formula. Check all solutions in the given domain.
Topic 5 · Calculus
Differentiation Rules
Product: \(\frac{d}{dx}[uv] = u'v + uv'\)
Chain: \(\frac{d}{dx}[f(g(x))] = f'(g(x))\cdot g'(x)\)
💡 \(\frac{d}{dx}[\ln x] = \frac{1}{x}\), \(\frac{d}{dx}[e^x] = e^x\)
Topic 5 · Calculus
Integration by Parts
\(\displaystyle\int u\,dv = uv - \int v\,du\)
LIATE priority: Log, Inverse trig, Algebraic, Trig, Exponential
💡 Choose \(u\) using LIATE; \(dv\) is the rest. Definite integral: apply bounds to final result.
Topic 1 · Complex Numbers
Polar Form & De Moivre
\(z = r(\cos\theta + i\sin\theta) = re^{i\theta}\)
De Moivre: \(z^n = r^n(\cos n\theta + i\sin n\theta)\)
💡 \(|z| = r = \sqrt{a^2+b^2}\), \(\arg(z)=\theta=\arctan(b/a)\). Check quadrant!
Topic 4 · Vectors
Dot Product & Angle
\(\mathbf{a}\cdot\mathbf{b} = |\mathbf{a}||\mathbf{b}|\cos\theta\)
\(\mathbf{a}\times\mathbf{b}\) = normal to both vectors
Plane: \(\mathbf{n}\cdot(\mathbf{r}-\mathbf{a})=0\)
💡 Lines intersect if direction vectors not parallel and a common point exists.
Topic 4 · Statistics & Probability
Distributions at a Glance
Normal: \(X \sim N(\mu,\sigma^2)\), standardize \(Z = \frac{X-\mu}{\sigma}\)
Binomial: \(P(X=r) = \binom{n}{r}p^r(1-p)^{n-r}\)
💡 For normal distribution problems, always draw a sketch and identify the shaded region first.
Topic 1 · Sequences
Geometric Series
\(S_\infty = \dfrac{a}{1-r}\), \(|r|<1\)
\(S_n = \dfrac{a(1-r^n)}{1-r}\), \(u_n = ar^{n-1}\)
💡 Common ratio \(r = u_{n+1}/u_n\). Infinite sum exists only when \(|r| < 1\).
Topic 1 · Logarithms
Log Laws
\(\log_a(xy) = \log_a x + \log_a y\)
\(\log_a\!\left(\tfrac{x}{y}\right) = \log_a x - \log_a y\)
\(\log_a(x^n) = n\log_a x\)
💡 Change of base: \(\log_a b = \frac{\ln b}{\ln a}\). After solving, always check domain restrictions.

Worked Examples

Example 1 — Binomial Theorem:
Find the term independent of \(x\) in \(\left(x^2 + \dfrac{1}{x}\right)^6\).
▶ General term: \(T_{r+1} = \binom{6}{r}(x^2)^{6-r}\left(\frac{1}{x}\right)^r = \binom{6}{r}x^{12-2r-r} = \binom{6}{r}x^{12-3r}\)
Set \(12-3r=0 \Rightarrow r=4\). Answer: \(\binom{6}{4} = \mathbf{15}\)
Example 2 — Integration by Parts:
Evaluate \(\displaystyle\int_0^1 xe^x\,dx\).
▶ Let \(u=x\), \(dv=e^x dx \Rightarrow du=dx\), \(v=e^x\)
\(= \left[xe^x\right]_0^1 - \int_0^1 e^x\,dx = e - [e^x]_0^1 = e - (e-1) = \mathbf{1}\)
Example 3 — Complex Numbers:
Express \(z = -1 + i\) in polar form, and compute \(z^6\).
▶ \(|z|=\sqrt{2}\), \(\arg(z)=\frac{3\pi}{4}\) (2nd quadrant). So \(z=\sqrt{2}\,e^{i3\pi/4}\)
\(z^6 = (\sqrt{2})^6 e^{i\cdot9\pi/2} = 8\cdot e^{i\pi/2} = 8i\) ✓
Practice Questions · Exam Style

20 Multiple Choice Questions

0 / 20 answered
Q 01 Algebra · Binomial Theorem
Find the coefficient of \(x^3\) in the expansion of \(\left(2x - \dfrac{1}{x}\right)^{\!5}\).
Solution
General term: \(T_{r+1} = \binom{5}{r}(2x)^{5-r}\!\left(-\tfrac{1}{x}\right)^{\!r} = \binom{5}{r}2^{5-r}(-1)^r\,x^{5-2r}\)
For \(x^3\): set \(5-2r=3 \Rightarrow r=1\)
Coefficient \(= \binom{5}{1}\cdot 2^4 \cdot(-1)^1 = 5 \times 16 \times (-1) = \mathbf{-80}\)
Q 02 Functions · Inverse
Given \(f(x) = \dfrac{3x+2}{x-1}\), \(x \ne 1\), find \(f^{-1}(x)\).
Solution
Let \(y = \dfrac{3x+2}{x-1}\). Swap \(x\) and \(y\):
\(x(y-1) = 3y+2 \Rightarrow xy - x = 3y+2 \Rightarrow y(x-3) = x+2\)
\(\therefore\; f^{-1}(x) = \dfrac{x+2}{x-3}\), \(x \ne 3\)
Verify: \(f\!\left(\tfrac{7}{2}\right) = \dfrac{3(3.5)+2}{3.5-1} = \dfrac{12.5}{2.5} = 5 = f(f^{-1}(5))\) ✓
Q 03 Trigonometry · Equations
Solve \(2\sin^2 x - \sin x - 1 = 0\) for \(x \in [0,\, 2\pi]\). How many solutions are there?
Solution
Let \(u = \sin x\): \(2u^2 - u - 1 = 0 \Rightarrow (2u+1)(u-1) = 0\)
• \(\sin x = 1 \Rightarrow x = \dfrac{\pi}{2}\) (1 solution)
• \(\sin x = -\dfrac{1}{2} \Rightarrow x = \dfrac{7\pi}{6},\;\dfrac{11\pi}{6}\) (2 solutions)
Total: \(\mathbf{3}\) solutions: \(\dfrac{\pi}{2},\;\dfrac{7\pi}{6},\;\dfrac{11\pi}{6}\)
Q 04 Calculus · Differentiation
Given \(y = x^2 \ln x\), find \(\dfrac{dy}{dx}\) in its simplest factored form.
Solution
Product rule with \(u = x^2\), \(v = \ln x\):
\(\dfrac{dy}{dx} = 2x \cdot \ln x + x^2 \cdot \dfrac{1}{x} = 2x\ln x + x = \mathbf{x(2\ln x + 1)}\)
Check at \(x=e\): \(e(2 \cdot 1 + 1) = 3e \approx 8.15\) ✓
Q 05 Calculus · Integration by Parts
Evaluate \(\displaystyle\int_0^1 x\,e^x\,dx\).
Solution
Integration by parts: \(u = x\), \(dv = e^x\,dx \Rightarrow du = dx\), \(v = e^x\)
\(\displaystyle\int_0^1 xe^x\,dx = \left[xe^x\right]_0^1 - \int_0^1 e^x\,dx = e - \left[e^x\right]_0^1\)
\(= e - (e - 1) = \mathbf{1}\)
Q 06 Complex Numbers · Polar Form
A complex number \(z\) has modulus 2 and argument \(\dfrac{\pi}{3}\). Express \(z\) in the form \(a + bi\).
Solution
\(z = 2\!\left(\cos\tfrac{\pi}{3} + i\sin\tfrac{\pi}{3}\right) = 2\!\left(\tfrac{1}{2} + i\cdot\tfrac{\sqrt{3}}{2}\right) = \mathbf{1 + \sqrt{3}\,i}\)
Verify: \(|z| = \sqrt{1^2 + (\sqrt{3})^2} = \sqrt{4} = 2\) ✓, \(\arg(z) = \arctan(\sqrt{3}/1) = \pi/3\) ✓
Q 07 Vectors · Angle Between Lines
Two lines have direction vectors \(\mathbf{d}_1 = (1,-1,2)\) and \(\mathbf{d}_2 = (2,1,-1)\). Find the acute angle between the lines.
Solution
\(\mathbf{d}_1 \cdot \mathbf{d}_2 = (1)(2)+(-1)(1)+(2)(-1) = 2-1-2 = -1\)
\(|\mathbf{d}_1| = \sqrt{1+1+4} = \sqrt{6}\), \(|\mathbf{d}_2| = \sqrt{4+1+1} = \sqrt{6}\)
\(\cos\theta = \dfrac{|\mathbf{d}_1\cdot\mathbf{d}_2|}{|\mathbf{d}_1||\mathbf{d}_2|} = \dfrac{1}{\sqrt{6}\cdot\sqrt{6}} = \dfrac{1}{6}\)
Acute angle \(= \mathbf{\arccos\!\left(\dfrac{1}{6}\right) \approx 80.4°}\)
Q 08 Statistics · Normal Distribution
\(X \sim N(50,\, 16)\). Find \(P(X > 54)\), giving your answer to 4 significant figures.
Solution
\(\sigma^2 = 16 \Rightarrow \sigma = 4\). Standardize: \(Z = \dfrac{54-50}{4} = 1\)
\(P(X>54) = P(Z>1) = 1 - \Phi(1) = 1 - 0.8413 = \mathbf{0.1587}\)
Note: \(N(50, 16)\) means variance = 16, standard deviation = 4 (IB notation).
Q 09 Sequences · Geometric Series
A geometric series has first term \(a = 3\) and common ratio \(r = \dfrac{1}{2}\). Find the sum to infinity \(S_\infty\).
Solution
Since \(|r| = \dfrac{1}{2} < 1\), the infinite sum exists:
\(S_\infty = \dfrac{a}{1-r} = \dfrac{3}{1-\tfrac{1}{2}} = \dfrac{3}{\tfrac{1}{2}} = \mathbf{6}\)
Check: \(3 + \tfrac{3}{2} + \tfrac{3}{4} + \cdots\) clearly converges to 6. ✓
Q 10 Algebra · Logarithms
Solve \(\log_2 x + \log_2(x-2) = 3\) for \(x \in \mathbb{R}\).
Solution
\(\log_2[x(x-2)] = 3 \Rightarrow x(x-2) = 8 \Rightarrow x^2-2x-8=0\)
\((x-4)(x+2)=0 \Rightarrow x=4\) or \(x=-2\)
Domain check: both \(x>0\) and \(x>2\) required, so \(x>2\).
\(x=-2\) is rejected. Answer: \(\mathbf{x=4}\)
Verify: \(\log_2 4 + \log_2 2 = 2+1 = 3\) ✓
Q 11 Calculus · Optimization
A cylinder has height equal to twice its radius. If its volume is \(16\pi\) cm³, find its radius.
Solution
Volume of cylinder: \(V = \pi r^2 h\). Given \(h = 2r\):
\(V = \pi r^2(2r) = 2\pi r^3 = 16\pi\)
\(r^3 = 8 \Rightarrow r = \mathbf{2}\text{ cm}\)
Note: \(\sqrt[3]{8} = 2\), so option D is equivalent to option C. The answer is \(\mathbf{2}\) cm.
Q 12 Probability · Conditional Probability
Events \(A\) and \(B\) satisfy \(P(A) = 0.4\), \(P(B) = 0.5\), \(P(A \cap B) = 0.2\). Find \(P(A \mid B)\) and state whether \(A\) and \(B\) are independent.
Solution
\(P(A|B) = \dfrac{P(A\cap B)}{P(B)} = \dfrac{0.2}{0.5} = \mathbf{0.4}\)
Independence test: \(P(A)\cdot P(B) = 0.4 \times 0.5 = 0.2 = P(A\cap B)\) ✓
Since \(P(A|B) = P(A)\) (both equal 0.4), \(A\) and \(B\) are independent.
Q 13 Algebra · Determinants
Find the value of \(a\) such that \(\det\!\begin{pmatrix} a & 2 \\ 3 & 1 \end{pmatrix} = 5\).
Solution
\(\det\begin{pmatrix}a&2\\3&1\end{pmatrix} = a(1) - 2(3) = a - 6\)
Set equal to 5: \(a - 6 = 5 \Rightarrow \mathbf{a = 11}\)
Verify: \(\det\begin{pmatrix}11&2\\3&1\end{pmatrix} = 11 - 6 = 5\) ✓
Q 14 Calculus · Differential Equations
Solve the differential equation \(\dfrac{dy}{dx} = 2xy\) with initial condition \(y(0) = 3\). Find \(y(1)\).
Solution
Separate variables: \(\dfrac{dy}{y} = 2x\,dx\)
Integrate: \(\ln|y| = x^2 + C \Rightarrow y = Ae^{x^2}\)
Apply \(y(0)=3\): \(3 = Ae^0 = A\), so \(y = 3e^{x^2}\)
At \(x=1\): \(y(1) = 3e^{1^2} = \mathbf{3e}\)
Q 15 Calculus · Maclaurin Series
Using the Maclaurin series for \(e^x\), write down the first four non-zero terms of the series for \(e^{-x^2}\).
Solution
Start with: \(e^u = 1 + u + \dfrac{u^2}{2!} + \dfrac{u^3}{3!} + \cdots\)
Substitute \(u = -x^2\):
\(e^{-x^2} = 1 + (-x^2) + \dfrac{(-x^2)^2}{2!} + \dfrac{(-x^2)^3}{3!} + \cdots\)
\(= \mathbf{1 - x^2 + \dfrac{x^4}{2} - \dfrac{x^6}{6} + \cdots}\)
Q 16 Algebra · Proof & Induction
In a proof by induction that \(\displaystyle\sum_{k=1}^n k = \dfrac{n(n+1)}{2}\), after assuming the result holds for \(n = p\), the next step requires showing the result holds for \(n = p+1\). What expression must be shown to equal \(\dfrac{(p+1)(p+2)}{2}\)?
Solution
The sum for \(n = p+1\) is: \(\displaystyle\sum_{k=1}^{p+1} k = \sum_{k=1}^{p} k + (p+1) = \dfrac{p(p+1)}{2} + (p+1)\)
Now verify this equals \(\dfrac{(p+1)(p+2)}{2}\):
\(\dfrac{p(p+1)}{2} + (p+1) = (p+1)\!\left(\dfrac{p}{2}+1\right) = \dfrac{(p+1)(p+2)}{2}\) ✓
Answer: \(\mathbf{\dfrac{p(p+1)}{2} + (p+1)}\)
Q 17 Complex Numbers · De Moivre's Theorem
Use De Moivre's Theorem to find \((1+i)^8\).
Solution
Write \(1+i = \sqrt{2}\,e^{i\pi/4}\) (since \(|1+i|=\sqrt{2}\), \(\arg=\pi/4\))
By De Moivre: \((1+i)^8 = (\sqrt{2})^8\cdot e^{i\cdot 8\cdot\pi/4} = 16\cdot e^{i2\pi}\)
\(e^{i2\pi} = \cos 2\pi + i\sin 2\pi = 1\)
Therefore \((1+i)^8 = 16 \times 1 = \mathbf{16}\)
Q 18 Statistics · Binomial Distribution
\(X \sim B(10,\, 0.3)\). Find \(P(X = 3)\), giving your answer to 4 significant figures.
Solution
\(P(X=3) = \binom{10}{3}(0.3)^3(0.7)^7\)
\(= 120 \times 0.027 \times 0.0823543\)
\(= 120 \times 0.002223566 = \mathbf{0.2668}\)
(to 4 s.f.)
Q 19 Calculus · Area Between Curves
Find the area of the region enclosed between \(y = x^2\) and \(y = x + 2\).
Solution
Intersections: \(x^2 = x+2 \Rightarrow x^2-x-2=0 \Rightarrow (x-2)(x+1)=0\)
Limits: \(x=-1\) to \(x=2\)
\(\text{Area} = \displaystyle\int_{-1}^{2}(x+2-x^2)\,dx = \left[\dfrac{x^2}{2}+2x-\dfrac{x^3}{3}\right]_{-1}^{2}\)
At \(x=2\): \(2+4-\tfrac{8}{3} = \tfrac{10}{3}\). At \(x=-1\): \(\tfrac{1}{2}-2+\tfrac{1}{3} = -\tfrac{7}{6}\)
Area \(= \dfrac{10}{3} - \left(-\dfrac{7}{6}\right) = \dfrac{20}{6}+\dfrac{7}{6} = \dfrac{27}{6} = \mathbf{\dfrac{9}{2}}\)
Q 20 Vectors · Equation of a Plane
Find the equation of the plane passing through points \(A(1,0,0)\), \(B(0,1,0)\), and \(C(0,0,1)\).
Solution
\(\overrightarrow{AB} = (-1,1,0)\), \(\overrightarrow{AC} = (-1,0,1)\)
Normal vector: \(\mathbf{n} = \overrightarrow{AB}\times\overrightarrow{AC} = \begin{vmatrix}\mathbf{i}&\mathbf{j}&\mathbf{k}\\-1&1&0\\-1&0&1\end{vmatrix}\)
\(= \mathbf{i}(1\cdot1-0\cdot0) - \mathbf{j}((-1)(1)-0(-1)) + \mathbf{k}(0-(-1)) = (1,1,1)\)
Plane: \(1(x-1)+1(y-0)+1(z-0)=0 \Rightarrow \mathbf{x+y+z=1}\)
Verify: \(A\!:\!1{+}0{+}0=1\)✓, \(B\!:\!0{+}1{+}0=1\)✓, \(C\!:\!0{+}0{+}1=1\)✓
Complete Answer Key & Full Solutions

Answer Key & Full Solutions

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