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What is the coefficient in standard form?
It is the front number in a × 10ⁿ. In valid standard form, it must be at least 1 but smaller than 10.
Front number only.
What two rules must a × 10ⁿ satisfy to be valid standard form?
1. The coefficient must be at least 1 but smaller than 10. 2. The exponent must be an integer.
Coefficient range + integer exponent.
How do you convert a large ordinary number to standard form?
Move the decimal so only the first non-zero digit stays before it. Count how many places it moved left. That count becomes the positive exponent.
Move · count · positive.
Write 5 840 000 in standard form.
5.84 × 10⁶. The decimal moves 6 places left, so the exponent is +6.
Large number means positive exponent.
How do you convert a small decimal to standard form?
Move the decimal so only the first non-zero digit stays before it. Count how many places it moved right. That count becomes the negative exponent.
Move · count · negative.
Write 0.00052 in standard form.
5.2 × 10⁻⁴. The decimal moves 4 places right to make 5.2, so the exponent is −4.
Small decimal means negative exponent.
What should you check before finalising any standard form answer?
Check that the coefficient is at least 1 but smaller than 10, the exponent sign matches the size of the number, and the question asks for standard form rather than ordinary form.
Coefficient · sign · instruction.
Write 73 900 000 in standard form.
7.39 × 10⁷. Move the decimal 7 places left to get a coefficient between 1 and 10.
Large number -> move left -> positive exponent.
Write 12 050 000 000 in standard form.
1.205 × 10¹⁰. Move the decimal 10 places left and keep all significant digits in the coefficient.
Count decimal moves carefully.
Write 0.000084 in standard form.
8.4 × 10⁻⁵. Move the decimal 5 places right to make 8.4, so the exponent is −5.
Small decimal -> negative exponent.
Write 0.000000302 in standard form.
3.02 × 10⁻⁷. Move the decimal 7 places right so the coefficient is between 1 and 10.
Move right for tiny numbers.
Write 0.0096 in standard form.
9.6 × 10⁻³. Move the decimal 3 places right to get 9.6, so the exponent is −3.
Keep coefficient between 1 and 10.
7.2 × 10⁻³ in ordinary form?
0.0072. Move the decimal 3 places left.
Negative exponent -> left.
3.06 × 10⁴ in ordinary form?
30 600. Move the decimal 4 places right.
Positive exponent -> right.
Bigger or smaller than 1?
Positive exponent -> bigger than 1. Negative exponent -> smaller than 1.
Use the sign.
Why is 0.48 × 10⁷ invalid?
Because 0.48 is less than 1, so the coefficient is not valid.
Coefficient too small.
0.48 × 10⁷ in valid form?
4.8 × 10⁶
Move right, exponent down 1.
Why is 31.5 × 10⁴ not valid standard form?
Because 31.5 is greater than 10. Rewrite it as 3.15 × 10⁵.
Coefficient too big.
Fast final check?
Check coefficient, exponent sign, and the form asked for.
Coefficient, sign, form.
Why is 0.6 × 10⁸ not valid standard form?
Because 0.6 is smaller than 1. Rewrite it as 6.0 × 10⁷.
Coefficient too small.
4.7 × 10⁶ in ordinary form?
4 700 000. Move the decimal 6 places right.
Positive exponent -> right.
Positive exponent tells you what?
It will be a large number greater than 1.
Positive -> bigger number.
24.6 × 10⁴ in valid form?
2.46 × 10⁵
Coefficient too big -> move left.
Multiply in standard form?
Multiply coefficients. Add exponents.
x coefficients, + exponents.
Final check after a calculation?
Check the coefficient is between 1 and 10.
Re-normalise if needed.
0.6 × 10⁸: correct it.
Coefficient too small. Correct form: 6.0 × 10⁷.
Move right, exponent down 1.
15 600 000 in standard form?
1.56 × 10⁷
Calculator output is not the final form.
What is the rule for dividing two numbers in standard form?
(a × 10ᵐ) ÷ (b × 10ⁿ) = (a ÷ b) × 10^(m-n). Divide the coefficients and subtract the exponents, then re-normalise if needed.
Coefficients ÷, exponents subtract.
What must be true before you add or subtract numbers in standard form?
The powers of 10 must match first. Rewrite one number so both terms use the same power of 10, then add or subtract the coefficients.
Same power first.
Rewrite 3.0 x 10^4 so it can be subtracted from 1.8 x 10^5 easily.
3.0 x 10^4 = 0.3 x 10^5. Then 1.8 x 10^5 - 0.3 x 10^5 = 1.5 x 10^5.
Match the power of 10 first.
Rewrite 3 x 10^4 so it can be subtracted from 18 x 10^4 easily.
Use matching powers first. Keep both terms as x 10^4, then subtract the coefficients.
Match the power of 10 first.
Rewrite 3.0 × 10⁴ so it can be subtracted from 1.8 × 10⁵ easily.
3.0 × 10⁴ = 0.3 × 10⁵. Then 1.8 × 10⁵ - 0.3 × 10⁵ = 1.5 × 10⁵.
Match the power of 10 first.
Why is 0.5 × 10² not a finished final answer in standard form?
Because the coefficient 0.5 is less than 1. Re-normalise it to 5.0 × 10¹.
Coefficient must be between 1 and 10.
Why is 1/2 x 10^2 not a finished final answer in standard form?
Because the coefficient is less than 1. Re-normalise it to 5 x 10^1.
Coefficient must be between 1 and 10.
Why is 0.5 x 10^2 not a finished final answer in standard form?
Because the coefficient 0.5 is less than 1. Re-normalise it to 5.0 x 10^1.
Coefficient must be between 1 and 10.
A question says “calculate” and your calculator gives 24.6 × 10⁴. What should your final line be?
2.46 × 10⁵, because the coefficient must be between 1 and 10 in valid standard form.
Do not copy unfinished calculator form.
A question says "calculate" and your calculator gives a coefficient above 10. What should your final line do?
Rewrite to valid standard form by making the coefficient between 1 and 10, and adjust the exponent to keep the same value.
Do not copy unfinished calculator form.
A question says "calculate" and your calculator gives 24.6 x 10^4. What should your final line be?
2.46 x 10^5, because the coefficient must be between 1 and 10 in valid standard form.
Do not copy unfinished calculator form.
Multiply in standard form?
Multiply coefficients. Add exponents.
x coefficients, + exponents.
Divide in standard form?
Divide coefficients. Subtract exponents.
/ coefficients, - exponents.
Add or subtract in standard form?
Match the powers first.
Match powers first.
0.5 × 10² in valid form?
5 × 10¹
Coefficient must be between 1 and 10.
0.48 × 10⁷: final answer?
4.8 × 10⁶
Move right, exponent down 1.
3 quick checks?
Coefficient, sign, requested form.
Quick final scan.
Your GDC shows 5.08E-4. Write as standard form and as an ordinary number.
5.08 × 10⁻⁴ = 0.000508
Negative exponent → small number. Move decimal 4 places left.
What does 'E' mean on a GDC display?
E means × 10^(the number after E). So 3.7E9 means 3.7 × 10⁹, and 5.1E-4 means 5.1 × 10⁻⁴.
E replaces "× 10^..."
Your GDC shows 3.7E9. Write this in standard form.
3.7 × 10⁹
Before E = coefficient, after E = exponent.
Your GDC shows 6.4E-3. Write as (a) standard form and (b) ordinary number.
(a) 6.4 × 10⁻³ (b) 0.0064
Negative exponent → decimal moves left.
Your GDC shows 1.25E11 after a calculation. Can you write 1.25E11 as your final answer?
No. Writing E notation earns zero marks. You must write 1.25 × 10¹¹.
GDC notation ≠ standard form.
What is the two-step habit for reading GDC output?
Step 1: Read the number before E → that is your coefficient a. Step 2: Read the number after E → that is your exponent n. Then write a × 10ⁿ.
Before E = a, after E = n.
What does a negative exponent mean? (x⁻ⁿ)
A reciprocal: x⁻ⁿ = 1/xⁿ. It does NOT make the value negative.
What is x⁰ (for x ≠ 0)?
1 — anything (non-zero) to the power 0 is 1.
What does x^(1/n) mean?
The n-th root of x: x^(1/n) = ⁿ√x. So x^(1/2) = √x, x^(1/3) = ³√x.
What does x^(m/n) mean?
ⁿ√(xᵐ) = (ⁿ√x)ᵐ — the bottom n is the root, the top m is the power.
Evaluate 27^(2/3).
Cube root of 27 is 3, then square: 3² = 9.
Write √x as a power of x.
x^(1/2). (And ³√x = x^(1/3), 1/√x = x^(−1/2).)
Evaluate 16^(−3/4).
Reciprocal of 16^(3/4): 4th root of 16 is 2, cube it (8), reciprocal = 1/8.
Simplify √x ÷ x² as a single power.
x^(1/2) / x² = x^(1/2 − 2) = x^(−3/2).
What is the sum to infinity of a geometric series?
S∞ = u₁/(1 − r), the finite total of all (infinitely many) terms — valid only when |r| < 1.
When does a geometric series have a sum to infinity?
Only when −1 < r < 1 (|r| < 1). The terms must shrink toward 0. If |r| ≥ 1, no sum to infinity exists.
Why does an infinite series sometimes give a finite total?
When |r| < 1 each term is a fraction of the last, so the terms shrink toward 0 fast enough that the running total closes in on a fixed value.
Sum to infinity with u₁ = 12, r = 0.5?
S∞ = 12/(1 − 0.5) = 12/0.5 = 24.
How do you find r from S∞ and u₁?
Rearrange S∞ = u₁/(1 − r): 1 − r = u₁/S∞, so r = 1 − u₁/S∞.
S∞ = 36 and u₁ = 24. Find r.
1 − r = 24/36 = 2/3, so r = 1/3 (and |1/3| < 1, so it converges).
In a bouncing-ball distance problem, what's the trick?
Add the first drop, then count each rebound height TWICE (up and down): total = drop + 2 × (rebound series).
After finding S∞ in an applied question, what earns the last mark?
Interpreting it in context (e.g. the steady drug level or long-run total) and commenting on whether the model is realistic.
What is i, and what is i²?
i is the imaginary unit, defined by i² = −1 (so i = √−1).
What is the Cartesian form of a complex number?
z = a + bi, where a is the real part and b is the imaginary part (both real numbers).
How do you add or subtract complex numbers?
Combine the real parts together and the imaginary parts together (treat i like a letter).
How do you multiply complex numbers?
Expand the brackets, then replace every i² with −1 and collect like terms.
What is the conjugate of z = a + bi, and why is it useful?
z* = a − bi (flip the sign of the imaginary part). z·z* = a² + b² is real, which lets you divide.
How do you divide complex numbers?
Multiply top and bottom by the conjugate of the denominator, making the bottom real, then split into a + bi.
What does an Argand diagram show, and where is z = a + bi plotted?
It plots complex numbers; z = a + bi is the point (a, b) — real across, imaginary up.
What is the modulus |z| of z = a + bi?
|z| = √(a² + b²), the distance from the origin to (a, b) on the Argand diagram.
What is the modulus r of z = a + bi?
r = |z| = √(a² + b²) — its distance from the origin on the Argand diagram.
What is the argument of z?
The angle θ from the positive real axis (anticlockwise positive); fix the quadrant by sketching the point.
Write the three equivalent polar/exponential forms of z.
z = r(cos θ + i sin θ) = r cis θ = r e^(iθ).
How do you multiply two complex numbers in polar form?
Multiply the moduli and add the arguments: z₁z₂ = r₁r₂ e^(i(θ₁+θ₂)).
How do you divide two complex numbers in polar form?
Divide the moduli and subtract the arguments: z₁/z₂ = (r₁/r₂) e^(i(θ₁−θ₂)).
Convert z = 1 + √3 i to exponential form.
r = √(1+3) = 2, θ = arctan(√3) = π/3, so z = 2 e^(iπ/3).
Convert 4 e^(iπ/6) to a + bi.
4(cos π/6 + i sin π/6) = 4(√3/2 + i/2) = 2√3 + 2i.
Geometrically, what does multiplying by r e^(iθ) do to the Argand diagram?
It scales (stretches) by r and rotates by angle θ — that's why complex numbers model rotations and phase shifts.
State De Moivre's theorem.
(r cis θ)ⁿ = rⁿ cis(nθ) = rⁿ e^(inθ): power the modulus, multiply the argument by n.
Evaluate (1 + i)⁸ using De Moivre.
r = √2, θ = π/4; (√2)⁸ cis(8·π/4) = 16 cis(2π) = 16.
When is zⁿ a (positive) real number?
Real when nθ is a multiple of π; positive real when nθ is a multiple of 2π.
What is the impedance of an AC circuit in complex form?
Z = R + iX, where R is resistance and X is reactance; |Z| is the total opposition and arg Z is the phase angle.
How do impedances combine in series?
They add as complex numbers: Z_total = Z₁ + Z₂ + …
How do you add two sinusoids of the same frequency?
Represent each as a phasor A e^(iφ), add the phasors, then read off the resultant amplitude (modulus) and phase (argument).
Find |Z| for Z = 3 + 4i Ω.
|Z| = √(3² + 4²) = √25 = 5 Ω.
Find z⁵ for z = 1 − √3 i.
r = 2, θ = −π/3; z⁵ = 32 cis(−5π/3) = 32 cis(π/3) = 16 + 16√3 i.
How do you state the order of a matrix?
Rows × columns, rows first. E.g. 2 rows and 3 columns is a 2 × 3 matrix.
When can two matrices be added?
Only when they have the same order; then you add matching entries.
How do you scalar-multiply a matrix?
Multiply every entry by the scalar (e.g. 2A doubles each entry).
When is the product AB defined, and what is its order?
When A's columns = B's rows (inner numbers match). The result is (rows of A) × (columns of B) — the outer numbers.
How do you compute an entry of AB?
Slide along a row of A and down a column of B, multiply pair-by-pair, and add.
What is the 2×2 identity matrix and what does it do?
I = ((1, 0), (0, 1)); AI = IA = A, so it leaves a matrix unchanged (like ×1).
What is the determinant of A = ((a, b), (c, d))?
det A = ad − bc. If it equals 0, A has no inverse (singular).
What is the inverse of A = ((a, b), (c, d))?
A⁻¹ = 1/(ad − bc) · ((d, −b), (−c, a)): swap diagonal, negate off-diagonal, divide by det.
What is an eigenvector of a matrix A?
A non-zero direction v that A only stretches: Av = λv (same direction, scaled by the eigenvalue λ).
How do you find the eigenvalues of A?
Solve the characteristic equation det(A − λI) = 0 for λ (subtract λ down the diagonal, set the determinant to zero).
How do you find an eigenvector for a given eigenvalue λ?
Solve (A − λI)v = 0; the rows give one line, so pick the simplest non-zero whole-number vector on it.
In A = PDP⁻¹, what are P and D?
P has the eigenvectors as its columns; D has the matching eigenvalues on its diagonal (same order).
How do you compute a power Aⁿ once A is diagonalised?
Aⁿ = PDⁿP⁻¹, and Dⁿ just raises each diagonal eigenvalue to the power n.
For a transition matrix, what does the eigenvalue λ = 1 give you?
Its eigenvector is the steady state — the long-run mix the matrix leaves unchanged (rescale so the entries sum to the total).
What happens to the part of a state along an eigenvector with |λ| < 1 as time goes on?
It is multiplied by λⁿ → 0, so that part fades away, leaving only the λ = 1 piece.
Eigenvalues of a triangular (or diagonal) matrix?
They are exactly the entries on its main diagonal.
Arithmetic sequence?
A sequence with the same difference each time.
Same difference.
Common difference?
Subtract one term from the next term.
Next minus previous.
nth term formula?
uₙ = u₁ + (n − 1)d
u₁, d, n.
8th term of 2, 6, 10, 14, ...?
30
d = 4.
Sequence or series?
Sequence = list. Series = sum.
Commas vs plus signs.
Sum formula?
Sₙ = (n/2) × (2u₁ + (n − 1)d)
For totals.
Σ from n = 1 to 4 of 2n?
2 + 4 + 6 + 8 = 20
Substitute values of n.
What does sigma mean?
It is a short way to write a sum.
Add the terms.
Simple interest pattern?
Simple interest adds the same amount each time.
Equal increase.
IB gives you two middle terms. How do you find d?
Write uₙ = u₁ + (n−1)d for each term. Subtract one equation from the other — u₁ cancels, leaving d.
Label the equations (1) and (2) before subtracting.
One value or total?
One value -> nth term. Total -> sum formula.
Choose the right formula.
Why do we subtract the two equations?
Both equations contain u₁. Subtracting cancels u₁ so only d remains.
Think: what do both equations have in common?
Approximate arithmetic model?
Real data can be close to arithmetic without being exact.
Close pattern.
If values rise by 60 each step, arithmetic?
Yes, because the common difference is 60.
Same increase.
You solve uₙ > threshold and get n > 11.6. What is n?
n = 12. Always round up — you need the first whole term that passes the threshold.
n must be a whole number. Never round down for threshold questions.
Year 3 salary = $31 200. Year 8 salary = $43 200. What is d?
d = $2 400. Eq(1): u₁ + 7d = 43 200. Eq(2): u₁ + 2d = 31 200. Subtract: 5d = 12 000.
Subtract the lower-n equation from the higher-n equation.
What condition must hold for S∞ to exist?
|r| < 1 — the terms must be getting smaller toward zero.
Think: what happens to terms if r = 2 vs r = 0.5?
Write the Sum to Infinity formula.
S∞ = u₁ ÷ (1 − r). Only valid when |r| < 1.
The denominator is (1 − r), not r.
Does S∞ exist for: 3 + 6 + 12 + 24 + ... ?
No. r = 6 ÷ 3 = 2. |r| = 2 ≥ 1, so S∞ does not exist.
Find r first, then check |r|.
Does S∞ exist for: 10 + 5 + 2.5 + ... ? If yes, find it.
r = 0.5. |r| = 0.5 < 1 ✓. S∞ = 10 ÷ (1 − 0.5) = 20.
Check |r| < 1 first, then apply the formula.
S∞ = 30 and r = 0.4. Find u₁.
u₁ = S∞ × (1 − r) = 30 × (1 − 0.4) = 30 × 0.6 = 18.
Rearrange: multiply both sides by (1 − r).
u₁ = 12 and S∞ = 20. Find r.
1 − r = u₁ ÷ S∞ = 12 ÷ 20 = 0.6, so r = 0.4.
Sub into S∞ = u₁ ÷ (1 − r) and isolate r.
r = −0.6. Does S∞ exist? Explain.
Yes. |r| = |−0.6| = 0.6 < 1 ✓. Negative r is fine — |r| strips the sign.
|r| means absolute value. Strip the minus.
Exam rule: what must you write before calculating S∞?
State: |r| < 1 ✓. IB mark schemes award this step — you earn the method mark even if the final answer is wrong.
Never skip the check. It is worth marks on its own.
State the three log laws (same base a).
log(xy) = log x + log y; log(x/y) = log x − log y; log(xⁿ) = n log x.
What does logₐ x = y mean in index form?
aʸ = x — 'the power of a that gives x'. Logs and powers are inverse operations.
What is the change-of-base rule?
logₐ x = log x / log a = ln x / ln a (number on top, old base on the bottom).
How do you solve aˣ = b for x?
Take logs both sides: x log a = log b, so x = log b / log a (the doubling-time / half-life move).
How do you solve logₐ N = k?
Rewrite in index form: N = aᵏ. Then check the inside of the log is positive.
What are logₐ 1 and logₐ a?
logₐ 1 = 0 (a⁰ = 1) and logₐ a = 1 (a¹ = a).
Why must you check the domain after solving a log equation?
Logs are only defined for positive inputs; reject any solution that makes the inside ≤ 0, even if the algebra allows it.
Write 2 log P + log Q − log 5 as one logarithm.
log(P²Q / 5) — power law first, then product (add) and quotient (subtract).
What does the gradient of a straight line measure?
The gradient measures the steepness and direction of a line — how much y changes for every 1 unit increase in x. Positive gradient → rises left to right. Negative gradient → falls left to right. Zero gradient → horizontal line.
A line goes up 8 units for every 2 units moved to the right. What is the gradient?
Gradient = rise ÷ run = 8 ÷ 2 = 4. The line goes up by 4 for every 1 unit to the right. This is a positive, fairly steep gradient.
What does a gradient of −5 tell you about the line?
The line falls steeply — for every 1 unit moved right, y drops by 5. Steepness = |−5| = 5 (compare using absolute value). The negative sign means it slopes downward from left to right.
Exam trap: Lines have gradients −4 and 3. A student says gradient 3 is steeper because 3 > −4. Correct this.
Wrong — steepness uses absolute value: |−4| = 4 > |3| = 3. The line with gradient −4 is steeper. Never compare signed gradient values to decide steepness — always compare |m₁| and |m₂|.
State the formula for gradient between two points (x₁, y₁) and (x₂, y₂).
m = (y₂ − y₁) / (x₂ − x₁) The y-change (rise) goes on top. The x-change (run) goes on the bottom. Use the same pair order for both: subtract in the same direction.
Find the gradient of the line through (3, 1) and (7, 9).
m = (9 − 1) / (7 − 3) = 8 / 4 = 2. y increased and x increased → positive gradient makes sense. ✓
Find the gradient of the line through (−2, 5) and (4, −1).
m = (−1 − 5) / (4 − (−2)) = −6 / 6 = −1. Key step: 4 − (−2) = 4 + 2 = 6. Subtracting a negative flips the sign.
Exam trap: A student writes m = (x₂ − x₁)/(y₂ − y₁). What is the error and how do you avoid it?
They have swapped Δy and Δx. The gradient formula is m = Δy/Δx, not Δx/Δy. Fix: always write the formula first — m = (y₂ − y₁)/(x₂ − x₁) — before substituting numbers.
What is the y-intercept of a straight line?
The y-intercept is the point where the line crosses the y-axis — the value of y when x = 0. In y = mx + c, the y-intercept is c, the constant term. Example: y = 4x − 7 has y-intercept = −7, so it crosses at (0, −7).
In y = mx + c, which letter is the gradient and which is the y-intercept?
m is the gradient — it is the coefficient of x. c is the y-intercept — it is the constant term. Example: y = −2x + 9 → gradient = −2, y-intercept = 9.
State the gradient and y-intercept of y = −3x + 7. Then write down the coordinates of the y-intercept.
Gradient m = −3. y-intercept c = 7. Coordinates of y-intercept: (0, 7).
Exam trap: A student reads y = 5 − 3x and writes gradient = 5, y-intercept = −3. What went wrong?
The equation is not in y = mx + c order. Rewrite: y = −3x + 5. Gradient m = −3, y-intercept c = 5. Always rearrange into y = mx + c form before reading off m and c.
What is the gradient of a horizontal line? What about a vertical line?
Horizontal line: gradient = 0 (no rise — Δy = 0). Vertical line: gradient is undefined — Δx = 0, so we would divide by zero.
How do you decide which of two lines is steeper?
Compare the absolute values of their gradients. The line with the larger |m| is steeper. Example: |−5| = 5 > |2| = 2, so y = −5x is steeper than y = 2x.
Line A: y = −3x + 1. Line B: y = 4x − 5. Which crosses the y-axis higher? Which is steeper?
y-intercepts: A → c = 1, B → c = −5. Line A crosses higher. Steepness: |−3| = 3 vs |4| = 4. Line B is steeper. Two different comparisons — do them separately.
Exam trap: A student has y = −(1/3)x + 9. They write gradient = 1/3. What is wrong?
They dropped the negative sign. The gradient is m = −1/3 (negative, because it is − times 1/3). The y-intercept is 9. Read the coefficient of x including its sign.
What is the slope-intercept form of a straight line?
y = mx + c m = gradient (slope), c = y-intercept. This form directly shows both key features of the line.
Write the equation of a line with gradient 5 and y-intercept −3.
Substitute directly into y = mx + c: y = 5x − 3. The gradient goes with x; the y-intercept is the constant.
A line has equation y = −(1/2)x + 6. Write down the gradient and y-intercept and describe the direction of the line.
Gradient m = −1/2. y-intercept c = 6. The line starts high on the y-axis and falls gently — it goes down 1 for every 2 units to the right.
Exam trap: A student writes the equation of a line as "m = 3, c = 7" and stops. What must they write instead?
IB always requires a full equation, not just the values of m and c. Write: y = 3x + 7. The equation must start with "y =" and show both m and c in the correct form.
Describe the method for finding the equation of a line given its gradient and one point on the line.
1. Write y = mx + c with the known gradient m. 2. Substitute the coordinates of the given point for x and y. 3. Solve for c. 4. Write the full equation with both m and c.
Find the equation of the line with gradient 3 that passes through (2, 8).
y = 3x + c. Substitute (2, 8): 8 = 3(2) + c → 8 = 6 + c → c = 2. Equation: y = 3x + 2.
Find the equation of the line with gradient −2 that passes through (−1, 5).
y = −2x + c. Substitute (−1, 5): 5 = −2(−1) + c → 5 = 2 + c → c = 3. Equation: y = −2x + 3. Check: plug in x = −1: y = −2(−1) + 3 = 5 ✓
Exam trap: A student finds c = 4 but writes the final equation as y = mx + 4 without substituting m. What is the issue?
They left m as a letter instead of replacing it with the actual gradient value. If gradient = 2 and c = 4, the equation must be: y = 2x + 4. Always replace m with its value in the final answer.
What are the two steps to find the equation of a line through two given points?
Step 1: Calculate the gradient using m = (y₂ − y₁)/(x₂ − x₁). Step 2: Use one point and the gradient to find c (substitute into y = mx + c).
Find the equation of the line through (1, 4) and (3, 10).
m = (10 − 4)/(3 − 1) = 6/2 = 3. y = 3x + c. Use (1, 4): 4 = 3(1) + c → c = 1. Equation: y = 3x + 1.
Find the equation of the line through (0, −3) and (4, 5).
m = (5 − (−3))/(4 − 0) = 8/4 = 2. y-intercept: when x = 0, y = −3, so c = −3 directly. Equation: y = 2x − 3. Shortcut: if one point is the y-intercept (x = 0), c = that y-value immediately.
Exam trap: A student uses two points to find the gradient m = 4, then writes y = 4x without finding c. What must they still do?
They must use one of the given points to substitute into y = 4x + c and solve for c. The equation y = 4x only works if the line passes through the origin — that must be verified, not assumed.
What is the general form of a straight line equation?
ax + by + d = 0 (sometimes written ax + by = c). All terms are moved to one side, leaving zero on the other. IB accepts both y = mx + c and general form unless the question specifies which.
Rearrange y = 3x − 5 into the form ax + by + d = 0 with integer coefficients.
Move all terms to the left: 3x − y − 5 = 0. Or equivalently: −3x + y + 5 = 0 (both are valid; IB usually wants positive leading coefficient).
Convert 2x − y + 8 = 0 back into y = mx + c form and state the gradient and y-intercept.
Rearrange: y = 2x + 8. Gradient m = 2, y-intercept c = 8.
Exam trap: A question asks for the equation of a line "in the form ax + by + d = 0." A student writes y = 2x − 4. How many marks will they lose?
IB requires the specific form asked for. Leaving it as y = 2x − 4 does not match ax + by + d = 0. Correct: 2x − y − 4 = 0. Always re-read what form the question requires before writing the final answer.
What is the condition for two lines to be parallel?
Two lines are parallel if and only if they have the same gradient. They never intersect (unless they are the same line). Example: y = 3x + 2 and y = 3x − 7 are parallel — both have m = 3.
Line L₁ has gradient m. State the gradient of any line parallel to L₁.
Any line parallel to L₁ also has gradient m. The gradient is the same — only the y-intercept (c) can differ.
Are y = −2x + 5 and y = −2x − 3 parallel? Explain why.
Yes — both have gradient m = −2. They are different lines (different y-intercepts: 5 and −3), so they are parallel, not the same line.
Exam trap: A student sees y = 2x + 1 and y = −2x + 1 and says they are parallel because "they look similar." Are they parallel?
No — gradients are +2 and −2. These are different gradients, so the lines are not parallel. They intersect at (0, 1). Similar equations do not mean parallel lines — the gradient values must match exactly.
What is the condition for two lines to be perpendicular?
Two lines are perpendicular if the product of their gradients equals −1: m₁ × m₂ = −1. This means the gradients are negative reciprocals of each other.
If a line has gradient m, state the gradient of a line perpendicular to it.
The perpendicular gradient is −1/m (flip the fraction and change the sign). Examples: m = 3 → m⊥ = −1/3 m = −2/5 → m⊥ = 5/2 m = 4 → m⊥ = −1/4
A line has gradient −3/4. Find the gradient of a perpendicular line.
m⊥ = −1 / (−3/4) = 4/3. Rule: flip the fraction (4/3) and change the sign. Starting negative → perpendicular is positive. Check: (−3/4) × (4/3) = −12/12 = −1 ✓
Exam trap: A line has gradient 5. A student says the perpendicular gradient is −5. What is the error?
They only changed the sign but did not take the reciprocal. The perpendicular gradient is −1/5 (flip to 1/5, then negate). "Negative reciprocal" means both steps: flip AND change sign.
Describe the method to find the equation of a line parallel to y = 4x − 1 through the point (3, 7).
1. Identify the gradient: m = 4 (same as the original line — parallel). 2. Substitute into y = 4x + c using (3, 7): 7 = 4(3) + c → c = −5. 3. Equation: y = 4x − 5.
Find the equation of the line perpendicular to y = 2x + 3 that passes through (4, 1).
m⊥ = −1/2. y = −(1/2)x + c. Use (4, 1): 1 = −(1/2)(4) + c → 1 = −2 + c → c = 3. Equation: y = −(1/2)x + 3.
A line L₁ has equation y = −3x + 2. Find the equation of the line L₂, perpendicular to L₁, that passes through (0, 5).
m⊥ = 1/3 (negative reciprocal of −3). The line passes through (0, 5), so c = 5 directly (it is the y-intercept). Equation of L₂: y = (1/3)x + 5.
Exam trap: When writing a perpendicular line equation, a student uses the original gradient from the question instead of the negative reciprocal. What is the consequence?
Their answer will be a parallel line, not a perpendicular one — a completely different type of answer. Always find m⊥ = −1/m first, before substituting the given point to find c.
What is the perpendicular bisector of a line segment AB?
The perpendicular bisector is a line that: 1. Passes through the midpoint of AB. 2. Is perpendicular to AB (i.e. meets AB at a right angle). Every point on the perpendicular bisector is equidistant from A and B.
What two things do you need in order to write the equation of the perpendicular bisector of segment AB?
1. The midpoint of AB — the perpendicular bisector passes through this point. 2. The perpendicular gradient — find the gradient of AB first, then take the negative reciprocal.
Find the equation of the perpendicular bisector of the segment joining A(2, 4) and B(6, 8).
Midpoint M = ((2+6)/2, (4+8)/2) = (4, 6). Gradient of AB: m = (8−4)/(6−2) = 4/4 = 1. So m⊥ = −1. y = −x + c. Use (4, 6): 6 = −4 + c → c = 10. Perpendicular bisector: y = −x + 10.
Exam trap: When finding a perpendicular bisector, a student finds the midpoint correctly but then uses one of the original endpoints to find c instead of the midpoint. What goes wrong?
The line will pass through the wrong point — it will be perpendicular to AB but not at the midpoint. The perpendicular bisector must pass through the midpoint, not through A or B. Always substitute the midpoint to find c.
What is a linear model? When is a situation suitable for one?
A linear model describes a situation where the output increases or decreases at a constant rate as the input changes. It has the form y = mx + c. Use it when: the rate of change is constant (e.g. fixed cost per unit, steady temperature drop).
A taxi charges $2.50 per km plus a $4 booking fee. Write this as a linear model for total cost C in terms of distance d.
C = 2.5d + 4. Gradient m = 2.50 (cost per km). y-intercept c = 4 (fixed booking fee — the cost when d = 0).
A phone plan charges $0.15 per minute and has a $10 monthly fee. Write the monthly cost C as a model and find the cost for 40 minutes.
Model: C = 0.15t + 10. When t = 40: C = 0.15(40) + 10 = 6 + 10 = $16.
Exam trap: A student sees a word problem with a fixed charge and a per-unit charge, and writes the per-unit charge as c and the fixed charge as m. What is the error?
They have swapped m and c. m (gradient) = the rate — the amount added per unit (per km, per hour, etc.). c (y-intercept) = the fixed starting value — the value when the variable equals 0.
In a linear model y = mx + c, what does the gradient m represent in context?
The gradient is the rate of change — how much y changes for each 1-unit increase in x. Examples: • m = 3 km/h → speed of 3 km per hour. • m = −50 → value decreases by 50 per unit. Always state the units when interpreting.
In a linear model y = mx + c, what does the y-intercept c represent in context?
The y-intercept is the initial value — the value of y when x = 0. Examples: • c = 200 → 200 items in stock at the start. • c = 15 → the temperature was 15°C at time 0. It is the starting point before any change occurs.
A model gives cost C = 8t + 25, where t is time in hours. Interpret the gradient and y-intercept.
Gradient m = 8: the cost increases by $8 per hour. y-intercept c = 25: the initial cost (before any time passes) is $25 — a fixed/setup fee.
Exam trap: A student interprets the gradient as "50" without any units or context. Why will they lose a mark?
IB requires contextual interpretation — the gradient must be described in terms of the variables in the problem. For example: "The cost increases by $50 per kilogram." Just stating the number "50" earns no credit for an interpretation question.
What two pieces of information do you need to write a linear model from a word problem?
1. The rate of change (→ this becomes m). 2. An initial value or a specific data point (→ this lets you find c). If two data points are given, find m first using the gradient formula, then find c.
A pool contains 800 litres and is draining at 60 litres per minute. Write a model V(t) for the volume after t minutes.
V = −60t + 800. m = −60 (rate of decrease — negative because draining). c = 800 (starting volume at t = 0).
A car rental costs $180 for 3 days and $300 for 7 days. Write a linear model for cost C in terms of days d.
m = (300 − 180)/(7 − 3) = 120/4 = 30. C = 30d + c. Use (3, 180): 180 = 30(3) + c → c = 90. Model: C = 30d + 90 (daily rate $30, fixed fee $90).
Exam trap: A situation says "temperature falls 3°C every hour." A student writes m = 3 (positive). What is the mistake?
A decrease means a negative gradient: m = −3. When a quantity is falling or decreasing, the gradient must be negative. Always check the direction of change before assigning the sign to m.
How do you use a linear model to make a prediction?
Substitute the given input value for x into the model equation and calculate y. Example: If C = 12t + 30 and t = 4, then C = 12(4) + 30 = 78.
What is the difference between interpolation and extrapolation when using a model?
Interpolation: predicting within the range of the original data — generally reliable. Extrapolation: predicting outside the range of the original data — less reliable; the model may not hold. IB questions often award 1 mark for commenting on reliability.
Model: P = −3t + 120 gives population P (hundreds) after t years. Find when the population reaches zero. Is this prediction reliable if data was collected for t = 0 to 20?
Set P = 0: 0 = −3t + 120 → t = 40 years. This is extrapolation (t = 40 is beyond the data range of 0–20) — the prediction is less reliable.
Exam trap: "Is the prediction reliable?" A student simply answers "yes" or "no" without a reason. Will they get the mark?
No — IB always requires a reason for reliability judgements. A correct answer gives: (a) whether it is interpolation or extrapolation, and (b) a reason (e.g. "within the data range" or "outside the data range — the trend may not continue").
Which graph straightens a power law y = a·xⁿ?
Log-log: plot log y against log x. It's straight, with gradient n and intercept log a.
Which graph straightens an exponential law y = a·bˣ?
Semi-log: plot log y against x. It's straight, with gradient log b and intercept log a.
Why take logs of y = a·xⁿ?
log y = log a + n·log x is LINEAR in log x, so a curved power law becomes a straight line you can read.
On a log-log line for y = a·xⁿ, what is the gradient?
The power n.
On a semi-log line for y = a·bˣ, what is the gradient?
log b (so b = 10^gradient).
How do you recover a from a log-log or semi-log intercept?
The intercept is log a, so a = 10^(intercept).
How do you choose between a power and an exponential model from data?
Linearise both ways and compare R² — the fit with R² closer to 1 is straighter, so that's the model.
Semi-log gives gradient 0.3, intercept 2 for y = a·bˣ. Find a and b.
a = 10² = 100; b = 10^0.3 ≈ 2.00, so y ≈ 100·2ˣ.
What is a function?
A function is a rule that assigns exactly one output to each input. Every input (x-value) maps to one and only one output (y-value). Example: f maps every temperature in °C to a temperature in °F — one input, one output.
A mapping shows: 1 → 5, 2 → 7, 3 → 5. Is this a function? What about 1 → 5, 1 → 9, 2 → 7?
First mapping (1→5, 2→7, 3→5): YES, this is a function. Two inputs (1 and 3) share the same output — that is allowed. Second mapping (1→5, 1→9): NOT a function. Input 1 maps to two different outputs — that breaks the rule.
Give a real-world example of a function and explain why it qualifies.
Example: "Country → Capital city." Each country has exactly one capital — every input (country) maps to exactly one output (capital). Non-example: "Person → Friend" — a person can have many friends, so one input maps to many outputs.
Exam trap: Can two different inputs map to the same output in a function?
Yes — this is perfectly fine and does NOT stop something from being a function. What is NOT allowed: one input mapping to two different outputs. Example: f(2) = 5 and f(3) = 5 is fine. But f(2) = 5 and f(2) = 9 means it is not a function.
What does the notation f(x) mean?
f(x) is the output of the function f when the input is x. Read it as "f of x." f is the name of the function. x is the input. f(x) is the corresponding output. Example: if f(x) = 2x + 1, then f(3) = 7.
Rewrite y = 4x − 3 using function notation.
f(x) = 4x − 3. Replace y with f(x). The name "f" is conventional but any letter works (g, h, p, etc.). Both y = 4x − 3 and f(x) = 4x − 3 describe the same rule.
g(x) = x² + 1. What does g(t) mean? What does g(a + 1) mean?
g(t): apply the same rule but with t as the input → g(t) = t² + 1. g(a + 1): replace every x with (a + 1) → g(a + 1) = (a + 1)² + 1. The letter inside the bracket is always the input — substitute it everywhere x appears.
Exam trap: A student writes "f(x) means f multiplied by x." What is the error?
f(x) is not multiplication — the parentheses here mean "function of," not "times." f(x) = 4x + 2 does not mean f × x = 4x + 2. f is the function name; f(x) is the output value when the input is x.
How do you evaluate f(a) given a function f(x)?
Substitute a for every x in the function rule, then simplify. Example: f(x) = 3x + 5. Find f(4). Replace x with 4: f(4) = 3(4) + 5 = 12 + 5 = 17.
f(x) = 2x − 7. Find f(3) and f(0).
f(3) = 2(3) − 7 = 6 − 7 = −1. f(0) = 2(0) − 7 = 0 − 7 = −7. f(0) gives the y-intercept of the function.
h(x) = x² − 4x + 1. Find h(−2).
Replace x with −2: h(−2) = (−2)² − 4(−2) + 1 = 4 + 8 + 1 = 13. Key: (−2)² = 4 (positive). −4(−2) = +8 (negative times negative = positive).
Exam trap: f(x) = x² + 3. A student evaluates f(−4) = −4² + 3 = −16 + 3 = −13. What is wrong?
The error is in −4². When substituting a negative number, use brackets: (−4)² = +16. Without brackets: −4² = −16 (squaring only 4, then negating — wrong). Correct: f(−4) = (−4)² + 3 = 16 + 3 = 19.
What is the vertical line test and what does it tell you?
The vertical line test: draw (or imagine) any vertical line through a graph. If every vertical line crosses the graph at most once → the graph represents a function. If any vertical line crosses the graph more than once → it is NOT a function (one x has two y-values).
Does a full circle (e.g. x² + y² = 9) represent a function? Explain using the vertical line test.
No — a vertical line through the centre of the circle crosses it twice (two y-values for one x). Since one input (x) gives two outputs (y), the circle fails the vertical line test and is not a function.
Does the graph of y = |x| (V-shape) represent a function? Why?
Yes — every vertical line crosses the V-shape exactly once. Although the V looks like two lines meeting at a point, each x-value still gives exactly one y-value. y = |x| passes the vertical line test and is a function.
Exam trap: A student says "the vertical line test checks if every y-value is produced by only one x." Is this correct?
No — this describes a one-to-one function (injective), not just any function. The vertical line test only checks if each x gives at most one y. It is fine for two different x-values to produce the same y (many-to-one is still a function).
What is the domain of a function?
The domain is the set of all valid input values (x-values) for which the function is defined. Example: f(x) = √x has domain x ≥ 0 because you cannot take the square root of a negative number.
What two things most commonly restrict the natural domain of a function?
1. Division by zero — values of x that make the denominator = 0 must be excluded. Example: f(x) = 1/(x − 3) → x ≠ 3. 2. Square root of a negative — the expression inside √ must be ≥ 0. Example: f(x) = √(x + 4) → x ≥ −4.
State the natural domain of f(x) = √(x − 5). Show your reasoning.
The expression inside √ must be ≥ 0: x − 5 ≥ 0 → x ≥ 5. Domain: x ≥ 5 (or [5, ∞) in interval notation). At x = 5: f(5) = √0 = 0 ✓. At x = 4: f(4) = √(−1) — undefined ✗.
Exam trap: f(x) = 1/(x² − 9). A student says the domain excludes x = 9. What is the mistake?
The denominator is x² − 9 = (x − 3)(x + 3). This equals zero when x = 3 or x = −3. The domain excludes x = 3 and x = −3, not x = 9. Always set the denominator equal to 0 and solve — do not guess.
What is the range of a function?
The range is the set of all possible output values (y-values) that the function can produce. Example: f(x) = x² has range y ≥ 0 because squaring any real number gives a non-negative result.
Why is the range of f(x) = x² equal to y ≥ 0? Why not all real numbers?
Squaring any real number always gives a non-negative result: (−3)² = 9, 0² = 0. The output can never be negative. So no matter what x you input, f(x) ≥ 0. The minimum value is 0 (at x = 0); the function grows without limit as x → ±∞.
State the range of g(x) = x² + 3 for all real x.
Since x² ≥ 0, we have x² + 3 ≥ 3. Range: g(x) ≥ 3 (or [3, ∞)). The minimum value is 3, reached at x = 0: g(0) = 0 + 3 = 3.
Exam trap: A student gives the range of f(x) = √x as "all real numbers." Why is this wrong?
The square root function only outputs non-negative values: √x ≥ 0 for all x ≥ 0. Correct range: f(x) ≥ 0 (or [0, ∞)). The function cannot produce negative outputs — √9 = 3, not ±3.
How do you read the domain of a function from its graph?
Look at the graph horizontally — the domain is the set of x-values covered by the graph. Find the leftmost and rightmost x-values. Filled circle (●) = endpoint included. Open circle (○) = endpoint not included.
How do you read the range of a function from its graph?
Look at the graph vertically — the range is the set of y-values covered by the graph. Find the lowest and highest y-values reached by the graph. A filled dot means that y-value is included; an open dot means it is excluded.
A graph runs from x = −2 to x = 6 (both endpoints included) and the y-values go from −3 to 8 (both included). State the domain and range.
Domain: −2 ≤ x ≤ 6. Range: −3 ≤ y ≤ 8 (or −3 ≤ f(x) ≤ 8). IB also accepts interval notation: domain [−2, 6], range [−3, 8].
Exam trap: A student is asked for the domain of a graph and reads off the y-values instead of x-values. What rule helps avoid this?
Domain → x-axis (horizontal). Range → y-axis (vertical). Memory trick: "D for domain, D for direction left-right (x-axis)." Domain = span of x-values; range = span of y-values.
What is a restricted domain and when does it occur in real-world problems?
A restricted domain limits the valid inputs to a practical range — not all mathematical values make sense. Examples: • Time t: must be t ≥ 0 (time cannot be negative). • Number of items n: must be a positive integer (you cannot buy half an item). • Distance d: must be d ≥ 0.
A pool drains at 80 L/min. The model is V(t) = 1200 − 80t. State an appropriate domain and explain.
Domain: 0 ≤ t ≤ 15. t ≥ 0: time cannot be negative. t ≤ 15: V(15) = 1200 − 80(15) = 0 — the pool is empty; the model stops being valid.
A function is defined only for x ∈ [2, 10]. A student substitutes x = 11. Is this valid?
No — x = 11 is outside the domain [2, 10]. The function is not defined for x = 11; the output is meaningless in this context. Always check inputs are within the stated domain before calculating.
Exam trap: A model gives profit P(n) = 5n − 200, where n is the number of units sold. A student treats the domain as all real numbers. What is wrong?
n must be a non-negative integer (you cannot sell −3.7 units). A more appropriate domain is n ∈ {0, 1, 2, 3, ...} or n ≥ 0 with n ∈ ℤ. IB context questions often award a mark for recognising this restriction.
What does every point (x, y) on a function graph tell you?
It tells you that when the input is x, the output is y — i.e. f(x) = y. The x-axis shows inputs; the y-axis shows outputs.
The graph of f passes through (3, 7). What is f(3)?
f(3) = 7. Read the y-value at x = 3 directly from the graph.
How do you find f(4) from a graph?
Locate x = 4 on the horizontal axis, go straight up to the curve, then read across to the y-axis. That y-value is f(4).
A graph passes through (0, −5) and (4, 3). What is f(0)?
f(0) = −5. The point (0, −5) is on the graph, so when x = 0 the output is −5.
IB asks you to "sketch" a graph. What minimum features must you show?
Shape of the curve, any x- and y-intercepts, turning points (if present), and asymptotes (if relevant). Label key values. Accuracy matters less than the correct shape and labelled features.
Which function families produce each shape: straight line, U-shape, J-curve, wave?
Straight line → linear. U-shape → quadratic. J-curve → exponential. Wave → sinusoidal.
How do you sketch y = −2x + 6?
y-intercept at (0, 6). Gradient = −2: from (0, 6), go right 1 and down 2 to reach (1, 4). Draw a straight line through both points and label the y-intercept.
A quadratic opens downward. What does this tell you about coefficient a?
a < 0. The parabola has a maximum (peak) at the vertex. If a > 0 it opens upward with a minimum.
IB says "Write down f(2)." How do you answer from a graph?
Go to x = 2 on the horizontal axis, read straight up to the curve, then across to the y-axis. Write the y-value you find. "Write down" means no working is needed.
From a graph, how do you find x when f(x) = 5?
Draw a horizontal line at y = 5. Where it meets the curve, read straight down to the x-axis. There may be more than one solution.
A graph shows f(x) = 0 at x = −1 and x = 3. What does this mean?
The function has two x-intercepts (zeros/roots) at x = −1 and x = 3. The curve crosses the x-axis at those points.
IB allows ±0.2 tolerance when reading values from a graph. Why?
Printed graphs have limited precision. As long as your reading is within 0.2 of the true value, the mark is awarded. Always read as carefully as possible.
How can you tell an exponential graph from a quadratic graph?
Exponential: approaches a horizontal asymptote (y → 0 as x → −∞), never crosses the x-axis (if a > 0). Quadratic: has a vertex (turning point), usually has two x-intercepts, is symmetric.
A graph approaches y = 4 as x → ∞ but never quite reaches it. What feature is this?
A horizontal asymptote at y = 4. The curve gets arbitrarily close but never equals 4.
A function graph has two turning points. What types could it be?
A cubic polynomial or a sinusoidal function. A quadratic has only one turning point; two suggests a higher-degree polynomial or a periodic function.
An exponential model y = a · bˣ with b > 1 is graphed. As x → ∞, what happens to y?
y → ∞. The graph grows without bound — steeper and steeper. As x → −∞, y → 0 (horizontal asymptote).
Define x-intercept and y-intercept.
x-intercept: where the graph crosses the x-axis — this is where y = 0. y-intercept: where the graph crosses the y-axis — this is where x = 0.
Can a function have more than one y-intercept?
No. A function produces exactly one output for x = 0, so there is exactly one y-intercept. However, a function can have zero, one, or many x-intercepts.
A function has no x-intercept. What does this tell you about the graph?
The curve stays entirely above or below the x-axis — its output is never zero.
IB uses the words "zeros", "roots", and "x-intercepts." What do they all mean?
All three refer to the values of x where f(x) = 0 — i.e. where the graph meets the x-axis. They are the same thing.
How do you find the y-intercept of any function algebraically?
Substitute x = 0 into the function and calculate the output. The y-intercept is at the point (0, f(0)).
Find the y-intercept of f(x) = x² − 3x + 7.
f(0) = 0 − 0 + 7 = 7. y-intercept is (0, 7).
State the y-intercept of f(x) = 5 · 2ˣ.
f(0) = 5 · 2⁰ = 5 · 1 = 5. y-intercept is (0, 5). For any exponential y = a · bˣ, the y-intercept is always (0, a).
Why is the y-intercept always the constant c in y = mx + c?
When x = 0: y = m(0) + c = c. So the line always meets the y-axis at the constant term.
How do you find x-intercepts algebraically?
Set f(x) = 0 and solve. Each solution is an x-intercept (root/zero).
Find the x-intercepts of f(x) = x² − x − 6.
Set x² − x − 6 = 0. Factor: (x − 3)(x + 2) = 0. So x = 3 or x = −2. x-intercepts are (3, 0) and (−2, 0).
On Paper 2, IB asks "Find the zeros of f." What do you write?
The x-values where f(x) = 0, typically as coordinates: e.g. (−2, 0) and (3, 0), or just x = −2 and x = 3. Using the GDC Zero function is fine.
A quadratic discriminant b² − 4ac < 0. What does this mean for x-intercepts?
No real x-intercepts — the parabola is entirely above or below the x-axis. The equation has no real solutions.
The model h(t) = −5t² + 20t gives the height (m) of a ball. What do the x-intercepts represent?
Times when h = 0 — i.e. when the ball is on the ground: t = 0 (launch) and t = 4 (lands). x-intercepts are times, not heights.
P(t) = 800 · 1.04ᵗ. What does the y-intercept represent?
P(0) = 800. The y-intercept is the initial population of 800 (at time t = 0).
IB asks "State the meaning of the y-intercept in this context." How do you score the mark?
State what the y-intercept value represents using the context's real-world units and language. E.g. "800 is the initial population at the start of the study."
C(n) = 120n + 400. What does the y-intercept 400 represent?
The fixed cost of 400 — even if n = 0 units are produced, the cost is still 400 (overhead/startup cost).
What is the "viewing window" on a GDC?
The range of x and y values displayed on screen. Set using Xmin, Xmax, Ymin, Ymax. If the window is wrong, key features of the graph will be off-screen.
You graph f(x) = x³ − 100x and see a flat line. What should you do?
The turning points are outside the default window. Zoom out — increase the x and y range (e.g. −15 to 15). Use ZoomFit or adjust Ymin/Ymax manually.
Why should you always adjust the GDC window before reading off any values?
Key features (intercepts, turning points, asymptotes) may be off-screen in the default window. Missing them leads to incomplete or wrong answers.
What does the "ZoomFit" feature on a GDC do?
Automatically adjusts the y-window to show all points of the graph within the current x-range. Use it when the default window shows nothing useful.
How do you find x-intercepts (zeros) on a GDC?
Graph the function. Use 2nd → Calc → Zero (TI-84). Set a left bound and right bound on either side of each zero. The GDC gives the exact x-value.
How do you find the intersection of two graphs on a GDC?
Graph both functions. Use 2nd → Calc → Intersect (TI-84). Move the cursor near the intersection and press Enter three times. The GDC gives both x and y coordinates.
IB asks for the coordinates of the intersection of f(x) and g(x). The GDC shows x = 2.31. What must you also record?
The y-coordinate. Substitute x = 2.31 into either equation, or read y from the GDC screen. IB expects both coordinates: e.g. (2.31, 5.62).
Alternative GDC method: how can you find where f(x) = g(x) without using Intersect?
Graph h(x) = f(x) − g(x) and find its zeros using the Zero function. Where h(x) = 0 is exactly where f(x) = g(x).
How do you find a local maximum on a GDC (TI-84)?
Graph f(x). Use 2nd → Calc → Maximum. Set a left bound before the peak and a right bound after it. The GDC returns both x and y coordinates of the maximum.
IB asks for coordinates of a local minimum. What exactly must you write?
Both the x and y coordinates as a pair: e.g. (2, −3). Never write only the x-value — that loses the second mark.
A cubic has two turning points. How do you find both on the GDC?
Use Maximum for the peak and Minimum for the trough — run them separately with appropriate bounds around each turning point.
The GDC Maximum gives (1.5, 12). IB asks "What is the maximum value of f?" What do you write?
12. The maximum value is the y-coordinate of the turning point, not the x-coordinate.
GDC shows intersection at x = 3.46, y = 8.92. How do you write this in an IB answer?
Write both coordinates clearly: x = 3.46, y = 8.92 (3 s.f. unless told otherwise). Or write the coordinate pair (3.46, 8.92).
IB says "use your GDC" on Paper 2. Do you need to show algebraic working?
No — you must state the GDC result clearly (coordinates, equation, etc.) but no algebraic working is needed. Always write what you found, not how the GDC found it.
When can you use a GDC — Paper 1 or Paper 2?
Paper 2 only. Paper 1 is the non-calculator paper. No GDC allowed on Paper 1.
To how many significant figures should you round GDC results in IB answers?
3 significant figures (3 s.f.), unless the question specifies otherwise. Using more decimal places is not wrong but messy; using fewer can cost marks.
Define a local maximum of a function.
A point where the function value is higher than all nearby values — the graph has a peak there. The function increases up to it and decreases after it.
What is the difference between a maximum point and a maximum value?
Maximum point: both coordinates, e.g. (2, 9). Maximum value: just the y-value, e.g. 9. IB questions ask for either — read carefully.
At a turning point, what is true about the gradient of the curve?
The gradient is zero at every turning point. The tangent line is horizontal there.
Can a function have a local maximum that is lower than a local minimum elsewhere on the curve?
Yes — local max/min are only local (in a neighbourhood). The global maximum is the highest point overall, which may be different from any local maximum.
The graph has a peak at (3, 8). Write down the local maximum.
Local maximum at (3, 8). The x-coordinate is 3 and the maximum value is 8. State both.
IB asks "Write down the coordinates of the local minimum." What must your answer look like?
A coordinate pair: e.g. (−1, −5). Both x and y must be stated. Writing only x = −1 loses the second mark.
A graph reaches a low point at (−2, 1). What is the minimum value of f?
1. The minimum value is the y-coordinate. The point (−2, 1) tells you the minimum occurs at x = −2, and the minimum value is 1.
How do you identify a local minimum from a graph just by looking?
Look for a trough — a point where the graph changes from decreasing (falling) to increasing (rising). The curve dips down then comes back up.
Steps to find a local maximum on a GDC (TI-84):
1. Graph f(x) with an appropriate window. 2. Press 2nd → Calc → Maximum. 3. Move left of the peak: press Enter (left bound). 4. Move right of the peak: press Enter (right bound). 5. Press Enter again (guess). GDC shows coordinates.
GDC gives a minimum at x = 2.718. IB asks for the answer to 3 s.f. What do you write?
x = 2.72 (3 s.f.). Then substitute into f to find y, e.g. y = f(2.72). State both coordinates.
Why must you always state y as well as x for a turning point?
IB markschemes award separate marks for each coordinate. Writing only x earns 0 marks for the y-coordinate. Always give both.
A cubic has two turning points. GDC Maximum gives (−1, 4). What else should you find?
The local minimum. Run GDC Minimum with bounds around the other turning point to get its coordinates too.
h(t) = −4t² + 24t. The maximum is at (3, 36). Interpret this in context.
After 3 seconds the ball reaches its highest point of 36 m above the ground.
Profit P(n) has a maximum at (500, 8000). What does this mean?
Maximum profit of 8000 occurs when 500 units are produced. Producing more or fewer reduces profit.
IB asks "Interpret the local maximum in context." How do you score the mark?
State what the x-value represents (e.g. time, units) and what the y-value represents (e.g. height, profit) using the context's specific units. E.g. "After 3 hours, temperature reaches its peak of 36°C."
A profit model has a minimum at n = 10. What does this suggest about the business?
At n = 10 units, profit is at its lowest. The business loses the most money at this production level, and should either produce fewer or more units.
Define an increasing function on an interval.
f is increasing on an interval if the output rises as you move left to right: whenever x₁ < x₂, we have f(x₁) < f(x₂). The graph goes upward.
How can you tell a function is decreasing from its graph?
The graph moves downward as you read from left to right — outputs fall as inputs increase.
At a local maximum, is the function increasing or decreasing immediately before it?
Increasing — the function rises up to the maximum, then begins decreasing after it.
What notation does IB accept for stating intervals?
Inequalities (e.g. 1 < x < 4) and interval notation (e.g. (1, 4)) are both accepted. Write whichever matches the question's phrasing.
A graph rises from x = −2 to x = 1, then falls. On what interval is f increasing?
f is increasing on −2 < x < 1 (or [−2, 1]).
A function has a maximum at x = 2 and minimum at x = 5. State all increasing and decreasing intervals.
Increasing: x < 2 and x > 5. Decreasing: 2 < x < 5.
IB asks "State the interval on which f is decreasing." What format is required?
An inequality or interval notation including both endpoints. E.g. 2 ≤ x ≤ 5 or [2, 5]. The interval must refer to x-values (inputs), not y-values.
f(x) = x². On what interval is f decreasing?
For x < 0. The parabola falls from left toward x = 0, then rises for x > 0. The minimum is at (0, 0).
A student writes "f is increasing at x = 3." What is wrong?
"Increasing at a point" is meaningless. Increasing is a property of an interval, not a single point. Write "f is increasing for x > 3" or "f is increasing on (1, 3)".
IB asks for the "interval on which f is increasing." A student writes "f(x) increases from 4 to 9." What is wrong?
The answer should be an interval of x-values, not y-values. Correct: e.g. "1 < x < 3." The y-values (4 to 9) are outputs, not the interval.
Should you include the endpoints of a turning point in an increasing interval? E.g. is the max at x = 2 included?
IB accepts both x < 2 and x ≤ 2 for the increasing interval up to a maximum. Either strict or inclusive inequalities are fine unless the question specifies.
A linear function y = 3x − 1. Is it increasing, decreasing, or neither?
Increasing everywhere — gradient is 3 > 0, so the output always rises as x increases. No turning points.
T(t) is increasing for 0 ≤ t ≤ 5 (hours). What does this mean in context?
The temperature rises during the first 5 hours.
IB asks "Find the intervals during which the population is decreasing." What type of answer is needed?
An interval of t-values (the input variable), e.g. "3 < t < 8 hours." Not y-values. Use the same variable as the context.
Profit increases from n = 0 to n = 200, then decreases. What is significant about n = 200?
n = 200 is where the profit function has its local maximum — the production level giving the greatest profit.
IB asks "Describe the behaviour of f for large positive values of x." What kind of answer is needed?
State whether f is increasing or decreasing, and whether it approaches a fixed value (asymptote) or continues without bound. E.g. "f is decreasing and approaches y = 3."
Define a horizontal asymptote.
A horizontal line y = k that the graph approaches as x → ∞ or x → −∞, but (usually) never reaches or crosses.
Which function family always has a horizontal asymptote at y = 0 (if not vertically shifted)?
Exponential: y = a · bˣ. As x → −∞ (for b > 1) or x → ∞ (for 0 < b < 1), the output approaches 0.
IB asks "Write down the equation of the horizontal asymptote." What is the required format?
Write it as a full equation: e.g. y = 3. Not just "3" — the y = must be included.
In plain language, what does "approaching an asymptote" mean?
As x gets very large (or very negative), the output of f gets arbitrarily close to the asymptote value — but the curve never quite touches that line.
State the horizontal asymptote of f(x) = 3 · 2ˣ + 5.
y = 5. As x → −∞, 3 · 2ˣ → 0, so f(x) → 5. The +5 shifts the asymptote up from y = 0 to y = 5.
How does the horizontal asymptote affect the range of f(x) = 2 · 3ˣ + 4?
Range is f(x) > 4. The function always stays above y = 4 (never equals it), so 4 is excluded from the range.
f(x) = 100 · 0.5ˣ + 10. What is the horizontal asymptote and what happens as x → ∞?
Horizontal asymptote y = 10. As x → ∞, 100 · 0.5ˣ → 0, so f(x) → 10 from above.
What does a horizontal asymptote tell you about the range of the function?
The function never reaches the asymptote value, so that value is excluded from the range. E.g. if asymptote y = 3 and function approaches from above, range is f(x) > 3.
What is a vertical asymptote?
A vertical line x = a where the function is undefined and its output grows to ±∞ as x approaches a from either side.
Where does y = 1/(x − 3) have a vertical asymptote?
At x = 3 — the denominator is zero there, so the function is undefined. The graph blows up to ±∞ near x = 3.
Common trap: a student confuses the asymptote y = 0 with an x-intercept. What is the difference?
x-intercept: the curve actually touches or crosses y = 0. Asymptote y = 0: the curve approaches y = 0 but never reaches it.
f(x) = 5/(2x + 4). Find the vertical asymptote.
Set denominator = 0: 2x + 4 = 0 → x = −2. Vertical asymptote at x = −2.
What does "end behaviour" mean for a function?
How f(x) behaves as x → ∞ or x → −∞ — whether it grows, falls, or approaches a limiting value (asymptote).
f(x) = 2 · 0.5ˣ. Describe the end behaviour as x → ∞.
As x → ∞, 0.5ˣ → 0, so f(x) → 0. The graph approaches the asymptote y = 0 from above and decreases toward it.
A function increases without bound as x → ∞. How do you express this?
f(x) → ∞ as x → ∞. There is no horizontal asymptote — the function grows forever.
IB asks "Describe the behaviour of the function for large values of x." What should your answer include?
State whether f increases, decreases, or approaches a fixed value. If it approaches a value, give the equation of the asymptote. Use context language if relevant.
What are the two key features that make a situation linear?
1. Constant rate of change — each unit increase in x produces the same change in y. 2. The graph is a straight line.
When is a linear model the right choice?
When the data shows a constant rate of change — equal steps in x produce equal steps in y. A scatter plot that looks like a straight line suggests a linear model.
C = 5n + 200 is a cost model. What does each part tell you?
5n: cost increases by 5 per unit produced (variable cost, the gradient). 200: fixed cost regardless of production level (the y-intercept).
A car travels at a constant speed of 80 km/h. Is distance vs time a linear model? Why?
Yes — constant speed means equal distance in equal time intervals. Distance = 80t is linear with gradient 80.
You have two data points. How do you build a linear model?
1. Calculate gradient: m = (y₂ − y₁)/(x₂ − x₁). 2. Use y = mx + c with one point to find c. 3. Write the model.
A model gives T = −2.5t + 80. Find T when t = 12.
T = −2.5(12) + 80 = −30 + 80 = 50.
Temperature falls from 60°C to 20°C over 8 hours. Write a linear model for T in terms of t.
m = (20 − 60)/8 = −5. Using (0, 60): T = −5t + 60.
IB asks "Write a linear model." What must your answer include?
The full equation in y = mx + c form, with numerical values for m and c, using the variables named in the context.
P = 4.5t + 120 (P = population, t = years). Interpret the gradient 4.5.
The population increases by 4.5 people per year.
W = 0.3d + 50 (weight W kg, distance d km). Interpret the y-intercept 50.
The initial weight is 50 kg — the weight at the start (d = 0), before any distance has been covered.
IB asks "Interpret the gradient in context." How do you get full marks?
State: the numerical value, the units, and what it means for the specific context. E.g. "The water level rises by 3 cm per hour."
A linear model has a negative gradient. What does this tell you?
The quantity is decreasing at a constant rate as the input variable increases.
What does it mean for a linear model to be "valid"?
The model gives reliable, meaningful predictions for x-values within the range of the original data (interpolation). Outside this range, the model may break down.
IB asks "Is the model valid for x = 50? Give a reason." How do you answer?
Check if x = 50 is within the data range. If yes: "Yes — x = 50 is within the data range so the estimate is reliable (interpolation)." If no: "Less reliable — x = 50 is outside the data range (extrapolation)."
T = −2t + 100 predicts T = −100 at t = 100. Why is this problematic?
Physically extreme or impossible values signal model breakdown — this is extrapolation far beyond the data range. Real temperatures may not follow this pattern at t = 100.
What is the key difference between interpolation and extrapolation?
Interpolation: predicting within the data range — generally reliable. Extrapolation: predicting outside the range — less reliable, the pattern may not continue.
What graph shape does a quadratic model produce?
A parabola — a symmetric U-shape. Opens upward (∪) if a > 0, downward (∩) if a < 0.
Give a real-world example of a quadratic model.
A ball thrown upward: h(t) = −5t² + 20t + 3. Height rises, reaches a maximum, then falls — the parabolic path of projectile motion.
How does a quadratic model differ from a linear model?
Linear: constant rate of change, straight line. Quadratic: changing rate of change, has a maximum or minimum turning point (vertex), curved graph.
R(p) = −2p² + 80p gives revenue R at price p. What does the downward parabola tell you?
Revenue increases, reaches a maximum at the vertex (optimal price), then decreases. There is one best price for maximum revenue.
Formula: x-coordinate of the vertex of y = ax² + bx + c.
x = −b/(2a). The y-coordinate is found by substituting this x back into the equation.
Find the vertex of y = 2x² − 8x + 3.
x = −(−8)/(2·2) = 2. y = 2(4) − 8(2) + 3 = 8 − 16 + 3 = −5. Vertex at (2, −5).
IB asks "Find the minimum value of f(x) = x² − 6x + 11."
x = −(−6)/(2·1) = 3. f(3) = 9 − 18 + 11 = 2. Minimum value is 2 (at x = 3).
How do you know whether the vertex is a maximum or a minimum?
If a > 0 (parabola opens up), the vertex is a minimum. If a < 0 (parabola opens down), the vertex is a maximum.
IB asks for the "maximum value" of f(x) = −x² + 6x − 5. Student writes x = 3. What is wrong?
x = 3 is the x-coordinate of the vertex, not the maximum value. The maximum value is f(3) = −9 + 18 − 5 = 4.
Student uses x = b/(2a) for the vertex (forgot the negative). What goes wrong?
The formula is x = −b/(2a). Forgetting the negative gives the wrong x-value and hence the wrong vertex.
Can a quadratic with a > 0 have a maximum? Explain.
No — if a > 0 the parabola opens upward and only has a minimum. Only quadratics with a < 0 have a maximum.
A context says "the ball is on the ground." What equation does this give for h(t) = −5t² + 20t?
h(t) = 0. Set −5t² + 20t = 0 → −5t(t − 4) = 0 → t = 0 or t = 4. Ball is on the ground at t = 0 and t = 4.
h(t) = −5t² + 20t + 1. Find the maximum height.
t = −20/(2·−5) = 2. h(2) = −5(4) + 40 + 1 = 21. Maximum height = 21.
P(n) = −n² + 10n − 16. Find the production level for maximum profit.
n = −10/(2·−1) = 5. Maximum profit at n = 5 units.
IB gives a quadratic and asks "for what values of n is P positive?" How do you answer?
Find x-intercepts (set P = 0, solve). P is positive between the roots if a < 0, or outside them if a > 0.
R = −3p² + 120p. What do the x-intercepts represent in the revenue context?
R = 0 at p = 0 and p = 40. These are the prices at which revenue is zero: free (no payment) or so expensive no one buys.
Write the general exponential model and name each parameter.
y = a · bˣ. a = initial value (y-intercept at x = 0). b = growth/decay factor per unit of x.
In y = 500 · 1.06ˣ, interpret 500 and 1.06.
500 = initial value (at x = 0). 1.06 = growth factor — 6% growth per unit of x.
If b > 1 in y = a · bˣ, is it growth or decay?
Growth — the output increases as x increases. The greater b is above 1, the faster the growth.
If 0 < b < 1 in y = a · bˣ, is it growth or decay?
Decay — the output decreases as x increases. The closer b is to 0, the faster the decay.
Population starts at 4000 and grows by 5% per year. Write the model.
P(t) = 4000 · 1.05ᵗ. Initial value a = 4000, growth factor b = 1 + 0.05 = 1.05.
A substance starts at 200 g and halves every year. Write the model.
Q(t) = 200 · 0.5ᵗ. Initial value a = 200, decay factor b = 0.5.
IB gives two data points for y = a · bˣ. How do you find a and b?
Substitute both points to get two equations. Divide one by the other to eliminate a and solve for b. Then substitute b back to find a.
P = 3000 · 1.04ᵗ. Find P when t = 5.
P = 3000 · 1.04⁵ = 3000 · 1.2167 ≈ 3650.
A student writes y = 5 · 1.03 · x instead of y = 5 · 1.03ˣ. What is the mistake?
y = 5 · 1.03 · x is linear, not exponential. In an exponential model, x must be the exponent: y = 5 · 1.03ˣ.
Growth rate is 8%. A student writes b = 8. What is the correct value of b?
b is the growth factor, not the rate. b = 1 + rate = 1 + 0.08 = 1.08. Using b = 8 would give wildly wrong values.
Can an exponential model y = a · bˣ ever give a negative value (with a > 0, b > 0)?
No — a · bˣ is always positive when a > 0 and b > 0. A negative result always means a calculation error.
IB gives a table of data. How do you check if an exponential model fits?
Check the ratio of successive y-values: if y₂/y₁ is approximately constant, the data is exponential.
What is the horizontal asymptote of y = 3 · 2ˣ? Explain.
y = 0. As x → −∞, 2ˣ → 0, so the whole expression approaches 0 from above. The x-axis is the asymptote.
P(t) = 1000 · 0.8ᵗ. What happens to P as t → ∞?
P → 0. The substance/quantity decays toward zero but never fully disappears (according to the model).
IB asks "Write down the equation of the horizontal asymptote" for y = 500 · 1.1ˣ.
y = 0. Write as a full equation. The growth model approaches 0 as x → −∞.
Why might an exponential decay model be unreliable for very large t?
The model predicts the quantity approaches zero but never reaches it. In reality, the quantity may reach zero (e.g. a substance fully decays). The model is a mathematical idealisation.
Write the general form of a power model.
y = axⁿ, where a is a constant and n is any real-number power.
Give two real-world examples of power models.
Area of circle: A = πr² (power 2). Distance under gravity: s = 5t² (power 2). Surface area ∝ length² for similar shapes.
In y = axⁿ, what is the key structural difference from an exponential model y = a · bˣ?
Power model: x is the base, n is a fixed exponent. Exponential: x is the exponent, b is a fixed base. Very different shapes for large x.
In y = 3x², what happens to y when x doubles?
y increases by a factor of 2² = 4. Power models scale multiplicatively: doubling x multiplies y by 2ⁿ.
y = 2x³ vs y = 2 · 3ˣ. Which is a power model and which is exponential?
y = 2x³ is a power model — x is the base. y = 2 · 3ˣ is exponential — x is the exponent.
For large x, which grows faster — a power model or an exponential (b > 1)?
Exponential always eventually grows faster than any power model. Even x¹⁰⁰ is eventually overtaken by 2ˣ.
A power model y = axⁿ with n > 0 passes through the origin. Does an exponential model?
No — exponential y = a · bˣ passes through (0, a), not the origin (unless a = 0). A power model with n > 0 passes through (0, 0).
IB asks you to identify whether a model is power or exponential. You see y = 4 · 0.7ˣ. What is it?
Exponential — x is in the exponent. Base 0.7 means decay. It is NOT a power model.
Which GDC regression type do you use for a power model?
Power regression (PwrReg on TI-84). Returns a and b for y = axᵇ.
GDC gives PwrReg: a = 3.2456, b = 0.8123. How do you write the model?
y = 3.25x^0.812 (all values to 3 s.f.).
When should you choose power regression over linear regression?
When the scatter plot shows a curved relationship (not straight), the data passes near the origin, and a straight line clearly doesn't fit the pattern.
Power regression gives R² = 0.97. What does this tell you?
Very strong fit — 97% of variation in y is explained by the power model. It is a very good fit for the data.
y = 0.5d^2.1 gives mass M (kg) vs diameter d (cm). What does the power 2.1 tell you?
Mass grows slightly faster than the square of diameter. Doubling d multiplies M by 2^2.1 ≈ 4.3.
IB asks "Explain why this model may not be reliable for large x." How do you answer?
The model was built from data in a limited range. Using it for x well beyond that range is extrapolation — the pattern may not continue and the model may give unrealistic values.
y = 2x^1.5. Find y when x = 4.
y = 2 · 4^1.5 = 2 · 8 = 16.
A power model gives a negative y for a quantity that must be positive. What does this indicate?
The model is not valid for that input. Negative length, mass, or similar quantities are physically impossible. Either the input is outside the valid domain or the model breaks down.
Write the general sinusoidal model and name every parameter.
f(t) = a sin(bt + c) + d. a = amplitude (half the range). Period = 2π/b. c = phase shift. d = midline (vertical shift).
What is the amplitude of f(t) = 3 sin(2t) + 5?
Amplitude = 3. It is the coefficient of sin — the distance from the midline to the maximum or minimum.
What is the period of f(t) = sin(πt/6)?
Period = 2π ÷ (π/6) = 2π × 6/π = 12.
In f(t) = 4 cos(2πt/12) + 10, what is the midline and what values does f oscillate between?
Midline y = 10. Amplitude = 4, so f oscillates between 10 − 4 = 6 and 10 + 4 = 14.
How do you find amplitude and midline from the max and min values?
Amplitude = (max − min) / 2. Midline = (max + min) / 2.
A model has maximum 18 and minimum 4. Find the amplitude and midline.
Amplitude = (18 − 4)/2 = 7. Midline = (18 + 4)/2 = 11.
Temperature oscillates between 8°C and 24°C daily. State the midline and amplitude.
Midline = (8 + 24)/2 = 16°C. Amplitude = (24 − 8)/2 = 8°C.
The period of a sinusoidal model is 24 hours. Find b in f(t) = a sin(bt) + d.
2π/b = 24 → b = 2π/24 = π/12.
IB asks for amplitude. Student writes "the maximum is 18." What is wrong?
Amplitude = (max − min)/2, not the maximum value alone. If min = 4, amplitude = (18 − 4)/2 = 7, not 18.
What is the difference between period and frequency?
Period: how long one complete cycle takes (in time units, e.g. hours). Frequency: cycles per unit time = 1/period.
A student says the period is b (the coefficient inside sin). What is wrong?
b is not the period — it is a parameter inside the argument. Period = 2π/b. For b = 2, period = π, not 2.
f(t) = 5 sin(...) + 12. Student says maximum = 12 (reading the midline as max). What is the actual maximum?
Maximum = midline + amplitude = 12 + 5 = 17. The midline d is not the maximum.
f(t) = 7 sin(πt/12) + 15. Find f(6).
f(6) = 7 sin(π · 6/12) + 15 = 7 sin(π/2) + 15 = 7(1) + 15 = 22.
Tide height: h(t) = 3 sin(πt/6) + 5. Find h(3).
h(3) = 3 sin(π/2) + 5 = 3(1) + 5 = 8 m.
A model predicts a value greater than the maximum. What does this indicate?
Either a calculation error, or the model is being used outside its valid range. A sinusoidal model never exceeds amplitude + midline.
T(t) = 8 sin(πt/12) + 12. Find the first time after t = 0 when T = 20.
8 sin(πt/12) + 12 = 20 → sin(πt/12) = 1 → πt/12 = π/2 → t = 6 hours.
Name the five model types in IB AI SL and their general forms.
Linear: y = mx + c. Quadratic: y = ax² + bx + c. Exponential: y = a · bˣ. Power: y = axⁿ. Sinusoidal: y = a sin(bx + c) + d.
Which model type is best for a quantity that grows proportionally to itself (e.g. bacteria doubling)?
Exponential — constant percentage growth = constant ratio between successive values = exponential model.
Which model type produces a repeating (periodic) graph?
Sinusoidal (trigonometric). Tides, temperature cycles, sound waves — any periodic real-world quantity.
A scatter plot shows a clear straight-line pattern. Which model should you choose?
Linear. A straight-line scatter plot is the defining sign of a linear model.
Scatter plot curves upward and passes near the origin. Which two models should you consider?
Power (y = axⁿ) or exponential (y = a · bˣ). The near-origin hint favours power. Compare R² after fitting both.
Scatter plot rises symmetrically then falls, forming a single peak. Which model fits?
Quadratic — single turning point, symmetric parabola shape.
Scatter plot oscillates up and down repeatedly at regular intervals. Which model fits?
Sinusoidal — regular repeating pattern = periodic = trigonometric model.
IB says "Suggest a suitable model and give a reason." How do you get full marks?
Name the model type AND give one clear reason based on the shape or context. E.g. "Exponential, because the data shows a constant ratio between successive values."
Both power and exponential curves go upward. How do you tell them apart?
Power (y = axⁿ): may pass through origin, no horizontal asymptote to the right. Exponential (y = a · bˣ): never passes through origin, has horizontal asymptote y = 0 as x → −∞.
Data: (1, 3), (2, 12), (3, 48). Check if the ratio between successive y-values is constant.
12/3 = 4 and 48/12 = 4. Constant ratio → exponential model.
Power regression R² = 0.91; exponential regression R² = 0.98. Which do you choose?
Exponential — higher R² means it explains more of the variation. Choose the model with the higher R².
IB asks "Explain why exponential is more appropriate than linear." How do you answer?
State that the data shows a constant multiplicative (percentage) growth rate, not a constant additive change — which matches exponential, not linear.
Population doubles every 5 years. Which model is most appropriate?
Exponential — doubling at a constant time interval means a constant ratio between values, which is the defining feature of exponential models.
A ball follows a single arc up and down. Which model?
Quadratic — the path is a parabola. It has one turning point and is not periodic (doesn't repeat).
Electricity use follows the same pattern every 24 hours. Which model?
Sinusoidal — regular repeating cycle with constant period.
Drag force is proportional to the square of speed. Which model?
Power model: F = av², where n = 2.
What are the steps to perform linear regression on a TI-84 GDC?
1. Enter x data in L1, y data in L2. 2. Stat → Calc → LinReg(ax+b). 3. Note a and b from output. 4. Write the equation y = ax + b.
What does the GDC regression output show you?
The best-fit equation parameters (a, b, etc.) and the correlation coefficient r (or R² for non-linear).
IB asks "use the GDC to find the regression equation." What must you write?
The full equation with all parameters to 3 s.f. E.g. y = 2.35x + 4.18. Include what regression type you used if asked.
After running regression, IB says "use your equation to predict y when x = 10." What do you do?
Substitute x = 10 into the regression equation and calculate. Show the substitution clearly.
Data curves upward steeply. Which regression types should you try?
Exponential (ExpReg) and power (PwrReg). Run both and compare R² values.
Data oscillates regularly. Which regression is appropriate?
Sinusoidal regression (SinReg on TI-84).
You run LinReg (R² = 0.61) and ExpReg (R² = 0.95). What should you do?
Use the exponential model — much higher R² means far better fit.
IB gives a data table showing a constant ratio between successive y-values. Which regression?
Exponential regression (ExpReg). Constant ratio is the hallmark of exponential growth/decay.
GDC ExpReg output: a = 2.3456, b = 0.8123 (for y = a · bˣ). How do you write the answer?
y = 2.35 · 0.812ˣ (all values to 3 s.f.).
IB asks "Write down the values of a and b." Do you need to show GDC working?
No — just state the values clearly. "From GDC: a = 2.35, b = 0.812." No algebraic working is needed.
GDC gives LinReg: y = 3.7x − 12.4. Find the predicted y when x = 5.
y = 3.7(5) − 12.4 = 18.5 − 12.4 = 6.1.
Why must regression coefficients be rounded to 3 s.f. in IB answers?
IB expects 3 significant figures unless specified. Using fewer can cause errors in later parts; IB may not award accuracy marks if rounding is too severe.
What does r = 0.99 tell you about a linear regression?
Very strong positive linear correlation. The model fits the data extremely well.
What is the difference between r and R²?
r: Pearson correlation coefficient, ranges from −1 to 1, linear regression only. R²: coefficient of determination, ranges 0 to 1, applies to all regression types. R² = r² for linear.
IB asks "Comment on the reliability of the model." R² = 0.72. What do you write?
The model has a moderate fit (R² = 0.72 — 72% of variation is explained). Predictions may not be highly reliable.
R² = 1 for a regression. What does this mean?
Perfect fit — every data point lies exactly on the regression curve. All predicted values match observed values exactly.
Define interpolation.
Using a model to predict a value for an input that is within the range of the original data. Generally reliable.
Define extrapolation.
Using a model to predict a value for an input that is outside the range of the original data. Less reliable — the pattern may not continue.
Data collected 2010–2020. You predict the value in 2025. Is this interpolation or extrapolation?
Extrapolation — 2025 is beyond the end of the data range.
Which is generally more reliable — interpolation or extrapolation? Why?
Interpolation — we stay within the range where the model was built and validated. Extrapolation assumes the pattern continues, which may not hold in new conditions.
IB asks "Is your estimate reliable? Give a reason." The x-value is within the data range. How do you answer?
"Yes, the estimate is reliable as the value x = [n] is within the data range (interpolation)."
IB asks "Is your estimate reliable?" The x-value is outside the data range. How do you answer?
"The estimate is less reliable as the value x = [n] is outside the data range (extrapolation). The model may not hold beyond the collected data."
A linear model predicts a negative population for t = 100. What does this show?
The model breaks down for large t — populations cannot be negative. The model is only valid within the original data range.
Why might predictions far into the future be unreliable even with a good model?
Conditions change over time (resources, policy, environment). The model was built on past data and assumes the same pattern continues indefinitely.
What is the "valid domain" of a model?
The range of input values for which the model produces meaningful, realistic outputs — usually the range of the original data.
h(t) = −5t² + 20t gives a ball's height. h(5) = −25. Why is this not valid?
Negative height is physically impossible — the ball has already hit the ground. The model is only valid for 0 ≤ t ≤ 4 (while airborne).
How do you check whether a model output is "sensible"?
Ask: Is the output physically possible? Is the input within the data range? Does the result make sense in the context (correct units, realistic magnitude)?
IB asks "State one limitation of this model." What kind of answer is expected?
One reason the model may not be perfectly accurate, e.g. "The model assumes constant growth rate, but this may not hold over long periods as conditions change."
What is the IB-style format for answering "Is this estimate reliable?"
Yes/No + one reason referencing whether the input is within or outside the data range (interpolation vs extrapolation).
Data collected for 0 ≤ t ≤ 10. You predict at t = 8. Write your reliability comment.
"The estimate is reliable as t = 8 is within the data range (interpolation)."
Data collected for 0 ≤ t ≤ 10. You predict at t = 15. Write your reliability comment.
"The estimate is less reliable as t = 15 is outside the data range (extrapolation). The model may not hold beyond the collected data."
IB asks "Suggest one reason why the model may not be appropriate." Give a strong example answer.
"The model assumes exponential growth continues indefinitely, but in reality growth may slow due to limited resources or carrying capacity."
What does (f∘g)(x) mean?
f(g(x)): apply the inner function g first, then the outer function f.
In f∘g, which function acts first?
g — the one written closest to x (read right-to-left).
How do you build the formula for (f∘g)(x)?
Substitute the whole expression g(x) into f wherever f's input appears, then simplify.
Is f∘g the same as g∘f?
Usually no — order matters, so they are generally different functions.
f(x)=2x+1, g(x)=x−3. Find (f∘g)(5).
g(5)=2, then f(2)=2(2)+1=5.
f(x)=x², g(x)=x+1. Find (f∘g)(x) and (g∘f)(x).
(f∘g)(x)=(x+1)²; (g∘f)(x)=x²+1. They differ.
What two conditions give the domain of f(g(x))?
x must be allowed into g, AND g(x) must be a legal input for f.
f(x)=√x, g(x)=x−4. Domain of (f∘g)(x)?
√(x−4) needs x−4 ≥ 0, so x ≥ 4.
What does the inverse function f⁻¹ do?
It undoes f: if f maps a→b, then f⁻¹ maps b→a. So f⁻¹(f(x)) = x.
How do you find f⁻¹ algebraically?
Write y = f(x), swap x and y, then solve for y.
What does f⁻¹(b) mean numerically?
The input that gives output b — i.e. solve f(x) = b.
Is f⁻¹ the same as 1/f?
No — f⁻¹ is the inverse function (reverses f); 1/f is the reciprocal.
How are the graphs of f and f⁻¹ related?
f⁻¹ is the reflection of f in the line y = x; each (a,b) becomes (b,a).
When does an inverse function exist?
Only when f is one-to-one (passes a horizontal line test); otherwise restrict the domain.
How do domain and range change for the inverse?
They swap: the range of f becomes the domain of f⁻¹.
Find f⁻¹ for f(x) = 4x + 3.
y = 4x+3 → x = 4y+3 → f⁻¹(x) = (x−3)/4.
What does y = f(x) + b do to the graph?
Translates it UP by b (b outside f changes the height; negative b moves it down).
What does y = f(x − a) do, and why the sign?
Translates RIGHT by a. The input must be a units larger to reproduce an old height, so features move to bigger x.
What does y = p·f(x) do?
Vertical stretch by factor p (every height ×p). Points on the x-axis don't move.
What does y = f(qx) do?
Horizontal stretch by factor 1/q (width scaled by the reciprocal). q > 1 squashes toward the y-axis.
What does y = −f(x) do?
Reflects the graph in the x-axis (heights flip sign).
What does y = f(−x) do?
Reflects the graph in the y-axis (left↔right).
Under g(x) = p f(x − a) + b, where does a point (x, y) go?
To (x + a, p·y + b): inside shifts x, outside scales then shifts y.
If f has horizontal asymptote y = 0, what is the asymptote of f(x) + 5?
y = 5 — the outside +5 lifts the whole graph, asymptote included.
How do you choose which function family to model a scenario with?
Match the behaviour: steady change → linear; one peak → quadratic; constant multiplier each step → exponential; fast-then-levels-off at a ceiling → logistic; repeats/oscillates → sinusoidal; different rule on each interval → piecewise.
What is the key sign that a model should be logistic rather than exponential?
It grows fast at first but LEVELS OFF at a finite ceiling (carrying capacity). A plain exponential never flattens.
In y = L/(1 + C·e^{−kt}), what does L represent and how do you find it?
L is the carrying capacity (long-run ceiling): as t → ∞, e^{−kt} → 0 so y → L.
In y = L/(1 + C·e^{−kt}), what is the initial value (t = 0)?
Put t = 0: e⁰ = 1, so y(0) = L/(1 + C).
In N = k·e^{rt}, what do k and r mean?
k is the starting value (at t = 0); r is the continuous growth (r > 0) or decay (r < 0) rate.
In a sinusoidal model a·sin(b(t − c)) + d, what is each parameter?
a = amplitude (half the swing), d = midline (average level), period = 2π/b, c = horizontal shift.
How do you write a bulk-discount cost as a piecewise function?
One linear rule up to the threshold, then a second linear rule (fixed cost so far + new lower rate × extra units) beyond it.
After fitting a model, what should you always do for the marks?
Interpret each parameter in context AND comment on validity (where the model is reliable vs where extrapolation is unsafe).
What is the 2D distance formula between (x1,y1) and (x2,y2)?
d = sqrt((x2-x1)^2 + (y2-y1)^2)
Subtract coordinates first, then square.
What is the midpoint formula in 2D?
M = ((x1+x2)/2, (y1+y2)/2)
Average x-coordinates and y-coordinates separately.
When do we use the 3D distance formula?
When points have x, y, and z coordinates.
Add the z-difference squared as well.
Common IB trap with distance questions?
Mixing up subtraction order before squaring and arithmetic slips.
Squaring removes sign, but arithmetic still matters.
3D distance formula?
d = √[(x₂−x₁)² + (y₂−y₁)² + (z₂−z₁)²] — the 2D formula plus a z-term.
3D midpoint formula?
M = ((x₁+x₂)/2, (y₁+y₂)/2, (z₁+z₂)/2) — average all three coordinates.
What is a space diagonal?
The line from one corner of a cuboid to the opposite corner — found with the 3D distance formula.
Distance from (0,0,0) to (2,3,6)?
√(4+9+36) = √49 = 7.
Given the 3D midpoint M and one end A, find the other end B?
B = 2M − A (double the midpoint, subtract the known end), coordinate by coordinate.
Most common 3D-distance error?
Adding the gaps before squaring: √(6+4+3) instead of √(36+16+9). Square each gap first.
Volume of a prism formula?
Volume = cross-sectional area x length
Use consistent units (e.g., cm^3).
Volume of a cylinder formula?
V = pi r^2 h
Radius must be squared, not diameter.
Surface area vs volume: key difference?
Surface area measures outside covering; volume measures inside space.
Units: area in square units, volume in cubic units.
IB context cue for surface area?
Material needed to cover an object.
Look for paint, wrapping, or tin-sheet contexts.
What two pieces of information does a vector store?
A magnitude (size) and a direction. A scalar has size only (e.g. temperature, price).
How do you find the magnitude of a vector?
Pythagoras on its components: |v| = √(v₁² + v₂²) in 2D, √(v₁² + v₂² + v₃²) in 3D.
Magnitude of (6, 8)?
√(6² + 8²) = √100 = 10.
How do you add or subtract two vectors?
Component by component: add (or subtract) the matching entries.
What does scalar multiplication k·v do to a vector?
Multiplies every component by k — it stretches/shrinks the vector, and flips its direction if k is negative.
How do you make a unit vector from v?
Divide v by its own magnitude: v̂ = v / |v|. It keeps the direction but has length 1.
What is a position vector?
The arrow from the origin O to a point: the position vector of A is a = OA.
What is AB in terms of the position vectors a and b?
AB = b − a ('finish minus start') — the displacement from A to B.
What does the vector equation of a line r = a + λd mean?
a is the position vector of a point ON the line, d is the direction the line points, and λ is a number that slides you along it (λ = 0 gives a, λ = 1 gives a + d).
In r = a + λd, which part is the direction and which is a point on the line?
d (the vector multiplied by λ) is the direction; a (the constant part) is a point on the line.
How do you find the direction vector of a line through points A and B?
d = B − A (finish minus start). Any scalar multiple of it is also a valid direction.
Write the vector equation of the line through points A and B.
r = A + λ(B − A) — start at A, walk in the direction B − A.
How do you find an object's position at a given value of λ?
Substitute that number for λ and add component by component: r = a + λd.
How do you test whether a point P lies on the line r = a + λd?
Set a + λd = P, solve ONE component for λ, then check the SAME λ works in every other component. One λ fits all → on the line; otherwise → off it.
Does a vector line have only one possible equation?
No — different start points a (any point on the line) and any scalar multiple of d describe the same line.
Where on the line is the midpoint of A and B, in terms of λ?
At λ = ½ in r = A + λ(B − A): a half-step of the direction from A.
What is the position vector for constant-velocity motion?
r(t) = r₀ + t·v — the start position r₀ plus the velocity v added on t times.
In r(t) = r₀ + t·v, how do you read off the velocity?
v is the vector multiplying t — the coefficient of t in each coordinate.
How do you find speed from a velocity vector?
speed = |v| = √(vₓ² + v_y²) — the length of the velocity vector (one positive number).
What's the difference between velocity and speed?
Velocity is a vector (direction + rate); speed is a single positive number, the magnitude of velocity.
Find the speed if v = (6, −8).
√(6² + (−8)²) = √100 = 10.
A particle has r(t) = (4 + 6t, 12 − 8t). Where is it at t = 2?
(4 + 12, 12 − 16) = (16, −4).
For steady motion, how far has an object travelled after time t?
Distance = speed × t (the path is a straight line, direction constant).
If a question asks 'how fast is it moving', what do you give?
The speed — a single positive number (the magnitude of the velocity vector), not a vector.
What must be true for two objects to collide?
They must be at the SAME position at the SAME value of t — one t satisfies every coordinate of r_A(t) = r_B(t).
Why isn't 'paths crossing' the same as a collision?
Two objects can pass through the same point at different times; a collision needs the same point at the same moment.
How do you check for a collision?
Set r_A(t) = r_B(t), solve one coordinate for t, then CHECK that t in the other coordinate(s). If it fits all, they collide.
How do you find the distance between two moving objects?
d(t) = |r_B(t) − r_A(t)| = √((Δx)² + (Δy)²), the length of the displacement between them.
How do you find the closest approach?
Find the MINIMUM of d(t) — graph d(t) on the GDC and read the lowest point (x = time, y = least distance).
Why can you minimise d(t)² instead of d(t)?
d(t) is least exactly where d(t)² is least (both positive, square root is increasing), and d² has no awkward square root.
What does the minimum point of d(t) tell you?
Its x-coordinate is the time of closest approach; its y-coordinate is the least distance between the objects.
After finding the least distance, what should you do in an AI HL answer?
Interpret in context — compare it to the required safety/separation distance and state whether the rule is met.
How do you compute the scalar (dot) product of v and w?
Multiply matching components and add: v·w = v₁w₁ + v₂w₂ + v₃w₃. The result is a single number.
Is the dot product a vector or a number?
A number (scalar) — that's why it's called the scalar product.
What is the formula linking the dot product to the angle?
v·w = |v||w| cos θ, so cos θ = (v·w)/(|v||w|).
How do you find the angle between two vectors?
θ = cos⁻¹[ (v·w)/(|v||w|) ] — dot product over the product of the magnitudes.
What does a NEGATIVE dot product tell you about the angle?
The angle is obtuse (between 90° and 180°), because cos θ is negative.
How do you test if two vectors are perpendicular?
They are perpendicular exactly when v·w = 0.
Find (1, 2, −2)·(3, 0, 1).
(1)(3) + (2)(0) + (−2)(1) = 3 + 0 − 2 = 1.
To find a triangle's angle at vertex A, which vectors do you dot?
AB and AC (both pointing OUT from A); then cos A = (AB·AC)/(|AB||AC|).
What does the cross product v×w give?
A VECTOR perpendicular to both v and w (the dot product gives a scalar).
Component formula for v×w?
v×w = (v₂w₃ − v₃w₂, v₃w₁ − v₁w₃, v₁w₂ − v₂w₁).
What does |v×w| equal?
|v×w| = |v||w| sin θ = the area of the parallelogram with sides v and w.
Area of triangle ABC using vectors?
½|AB×AC| — two sides from the same vertex, crossed, length halved.
How can you check a cross product is right?
It must be perpendicular to both inputs: v·(v×w) = 0 and w·(v×w) = 0.
Dot product vs cross product — what comes out?
Dot → a scalar (number); cross → a vector.
Is the cross product commutative?
No — w×v = −(v×w) (opposite direction); and v×v = 0.
When is |v×w| = 0?
When v and w are parallel (sin θ = 0) — they span no area.
What are the two basic parts of a graph?
Vertices (the dots/points) and edges (the lines joining pairs of vertices).
What is the degree of a vertex?
The number of edge-ends meeting at that vertex (a loop counts as 2).
State the handshake lemma.
The sum of all vertex degrees equals 2 × (number of edges): Σ deg(v) = 2E.
Why must the number of odd-degree vertices be even?
Because the total degree Σ deg = 2E is always even, the odd degrees must pair up to keep the sum even.
What is a complete graph Kₙ, and how many edges does it have?
Every pair of vertices is joined; it has n(n − 1)/2 edges and every vertex has degree n − 1.
What is a tree, and how many edges does a tree on n vertices have?
A connected graph with no cycles; it has exactly n − 1 edges.
What is a bipartite graph?
The vertices split into two groups, with edges only between the groups (never within a group).
Distinguish a trail, a path and a cycle.
Trail = no repeated edge (may revisit a vertex); path = no repeated vertex; cycle = a path that returns to its start.
What is an adjacency matrix?
A square matrix where rows and columns are the vertices (same order); entry (i,j) = the number of edges from vertex i to vertex j.
How can you tell an undirected adjacency matrix from a directed one?
An undirected graph gives a SYMMETRIC matrix (edges go both ways); a directed graph is usually not symmetric.
What does the (i,j) entry of Aⁿ tell you?
The number of walks of length n (n edges, repeats allowed) from vertex i to vertex j.
Does 'length of a walk' mean distance?
No — length = the number of EDGES used. Use the weighted/distance matrix for actual distance.
Where do you read 'closed walks' (return to start) in Aⁿ?
On the DIAGONAL — entry (i,i) of Aⁿ counts walks of length n that start and end at vertex i.
How do you build a distance (weighted) matrix?
Replace each 1 in the adjacency matrix with the weight (distance/cost/time) of that edge; keep 0 (or blank/∞) where there is no edge.
How do you count length-4 routes from X to Y on a GDC?
Enter A, compute A⁴, then read the entry in row X, column Y.
For an undirected graph, what does the (i,i) entry of A² equal?
The degree of vertex i (the number of edges meeting it) — 'out and straight back'.
What is a minimum spanning tree (MST)?
The set of edges connecting every vertex with the least total weight and no cycle. On n vertices it has exactly n − 1 edges.
How many edges does a spanning tree on n vertices have?
Exactly n − 1, and it contains no cycle.
State Kruskal's algorithm.
Sort all edges from cheapest to dearest; add them one at a time, skipping any edge that would create a cycle, until all vertices are connected.
State Prim's algorithm.
Start at any vertex; repeatedly add the cheapest edge that joins a new (un-included) vertex to the tree, until all vertices are included.
Do Prim's and Kruskal's give the same answer?
They always give the same total weight (and the same tree when all edge weights are distinct).
What does Dijkstra's algorithm find?
The shortest path (least total weight) from a start vertex to a target vertex — not the whole connecting tree.
In Dijkstra's, how is a vertex's label updated?
new label = min(old label, permanent value of current vertex + edge to this vertex). The smallest temporary label becomes permanent next.
MST vs Dijkstra — when do you use each?
MST (Prim/Kruskal): connect ALL vertices cheaply. Dijkstra: shortest route between TWO specific vertices.
What does the Chinese postman (route inspection) problem find?
The shortest CLOSED walk that uses every EDGE at least once and returns to the start.
When can the postman traverse every edge exactly once?
When every vertex has even degree (an Eulerian circuit exists); then the answer is just the sum of all edges.
Route-inspection method with odd vertices?
Pair the odd-degree vertices so the total of the shortest paths between the pairs is least; add that to the sum of all edges.
CPP length formula?
Sum of all edges + minimum pairing of the odd-degree vertices' shortest paths.
What does the travelling salesman problem (TSP) find?
The shortest CLOSED route visiting every VERTEX exactly once and returning to the start (a Hamiltonian cycle).
How do you get an upper bound for the TSP?
Nearest-neighbour algorithm: from the start, always go to the nearest unvisited vertex, then return to start. Its length is an upper bound.
How do you get a lower bound for the TSP (deleted-vertex method)?
Delete a vertex; find the MST of the rest; add the two cheapest edges from the deleted vertex back.
Edge problem or vertex problem?
Route inspection covers every EDGE; travelling salesman visits every VERTEX. Pick by what must be covered.
State SOH-CAH-TOA.
sin = opp/hyp, cos = adj/hyp, tan = opp/adj
Works in right-angled triangles only.
When should you use inverse trig?
When angle is unknown and side ratio is known.
Use sin^-1, cos^-1, tan^-1 on GDC.
Which side is opposite theta?
The side directly across from angle theta.
Mark theta clearly before choosing ratio.
Common trig mistake in IB Paper 1?
Using wrong ratio due to side mislabelling.
Label opposite, adjacent, hypotenuse first.
When is sine rule typically used?
When you have AAS, ASA, or SSA triangle data.
Match side-angle opposite pairs.
When is cosine rule typically used?
When you have SAS or SSS triangle data.
Great for finding unknown side first.
Cosine rule for side a?
a^2 = b^2 + c^2 - 2bc cos A
Angle A is opposite side a.
Ambiguous case in sine rule means?
SSA data can produce two possible triangles.
Check if 0, 1, or 2 triangles fit.
Angle of elevation definition?
Angle measured upward from horizontal line of sight.
Draw horizontal first, then angle up.
Angle of depression definition?
Angle measured downward from horizontal line of sight.
Horizontal is at observer level.
Why are elevation and depression linked?
They often form alternate interior angles in parallel-line setup.
Use geometry before trig if needed.
IB exam pitfall in elevation questions?
Using vertical line as reference instead of horizontal.
Reference line must be horizontal.
First step in 3D trig problems?
Sketch and isolate a right triangle in 3D shape.
Convert 3D to connected 2D triangles.
How to find space diagonal of cuboid?
Use Pythagoras twice or 3D distance formula.
d = sqrt(l^2 + w^2 + h^2).
Why are bearings often paired with 3D trig?
Need plan view + elevation view for full geometry.
Handle horizontal distance first.
Common error in 3D trig IB questions?
Using wrong triangle for angle asked.
Identify which plane contains the angle.
Arc length formula with theta in radians?
s = r theta
Radians version is direct and fastest.
Arc length formula with theta in degrees?
s = (theta/360) * 2pi r
Convert carefully from part of full circle.
Why radians are preferred in IB?
Many formulas become simpler and less error-prone.
Especially for arc and sector formulae.
Arc length contextual cue?
Distance traveled along circular path, not straight line.
Arc is curved perimeter part.
Sector area formula in radians?
A = (1/2) r^2 theta
Theta must be in radians.
Sector area formula in degrees?
A = (theta/360) * pi r^2
Same fraction idea as arc length.
Perimeter of sector formula?
P = 2r + arc length
Add both radii and curved edge.
IB trap for sector area tasks?
Using degrees formula with radians (or vice versa).
Check angle mode before substituting.
How to find intersection of two lines algebraically?
Set equations equal (or solve simultaneous equations).
Substitution or elimination both valid.
What indicates parallel lines in y=mx+c form?
Same gradient m, different intercept c.
Parallel lines do not meet.
What indicates coincident lines?
Same gradient and same intercept.
Infinitely many intersection points.
IB context for line intersection?
Break-even point or equal-cost point in models.
Interpret x and y in context.
Define perpendicular bisector of segment AB.
Line through midpoint of AB and perpendicular to AB.
Points on it are equidistant from A and B.
Perpendicular gradient rule?
If gradient is m, perpendicular gradient is -1/m.
Except horizontal/vertical special case.
Why is midpoint essential in bisector equation?
Bisector must pass through midpoint of original segment.
Use midpoint as anchor point in line equation.
Link between bisectors and Voronoi edges?
Voronoi boundaries are perpendicular bisectors between sites.
This connects 3.5.2 to 3.6.
Voronoi cell definition?
Set of points closer to one site than any other site.
Nearest-site region.
How are Voronoi boundaries constructed?
Using perpendicular bisectors of neighbouring sites.
Edges are bisector segments.
What is a Voronoi vertex?
Point equidistant from 3 or more sites.
Intersection of boundaries.
How to decide point membership in Voronoi cells?
Compare distances from the point to each site.
Smallest distance wins.
What changes when adding a new Voronoi site?
Only local neighbouring cells around insertion region change.
Not every cell is redrawn.
Largest empty circle center in Voronoi context?
Usually at a Voronoi vertex.
It maximizes minimum distance to sites.
Real-world use of Voronoi diagrams?
Service zones (hospitals, towers, warehouses).
Each zone served by nearest facility.
IB exam instruction for Voronoi updates?
State which zones change and justify using nearest-distance logic.
Show geometric reasoning, not only drawing.
What is one radian?
The angle at the centre of a circle subtended by an arc equal in length to the radius (≈ 57.3°).
Convert degrees to radians.
Multiply by π/180 (since π rad = 180°).
Convert radians to degrees.
Multiply by 180/π.
How many radians in a full turn?
2π radians = 360° (and π radians = 180°).
Arc-length formula?
l = rθ, with θ in radians.
Sector-area formula?
A = ½r²θ, with θ in radians.
Express 60° in radians.
60 × π/180 = π/3 radians.
Why must θ be in radians for l = rθ and A = ½r²θ?
The formulas come from the fraction θ/(2π) of the circle; the 2π only cancels cleanly when θ is measured in radians.
On the unit circle, what are the coordinates of the point at angle θ?
(cos θ, sin θ) — cos is the x-coordinate (across), sin is the y-coordinate (up).
Why are sin θ and cos θ always between −1 and 1?
They're coordinates of a point on a circle of radius 1, so neither can exceed the radius.
State the Pythagorean identity.
sin²θ + cos²θ = 1 (it's Pythagoras applied to the unit-circle point).
Exact value of cos 60° and sin 60°?
cos 60° = ½, sin 60° = √3⁄2.
Exact value of sin 45° and cos 45°?
Both equal √2⁄2 (≈ 0.707).
How do you express tan θ using sin and cos?
tan θ = sin θ / cos θ.
Given cos θ = 0.6 and θ acute, find sin θ.
sin²θ = 1 − 0.36 = 0.64, so sin θ = 0.8 (positive in Quadrant 1).
How do you solve a trig equation over a given interval on the GDC?
Graph both sides over the interval, use 'intersect' to read EVERY crossing, then keep only solutions inside the interval.
How do you find the image of a point under a 2×2 matrix?
Write the point as a column vector and multiply: matrix on the left, point on the right. (a b; c d)(x; y) = (ax+by; cx+dy).
What is the rotation matrix (anticlockwise about O by θ)?
(cos θ −sin θ; sin θ cos θ).
What is the enlargement matrix, scale factor k, about O?
(k 0; 0 k) — multiplies every distance from O by k.
What is the reflection matrix in the line y = (tan θ)x?
(cos 2θ sin 2θ; sin 2θ −cos 2θ).
Image of (4, 0) under a 90° anticlockwise rotation?
(0 −1; 1 0)(4; 0) = (0, 4).
Which transformation does (−1 0; 0 −1) represent?
A rotation of 180° about the origin: (x, y) → (−x, −y).
How do you transform a whole shape by a matrix?
Transform each vertex (multiply each corner's column vector), then re-join the images.
Which transformation does (1 0; 0 −1) represent?
A reflection in the x-axis (it flips the sign of y only).
How do you find one matrix for 'do A then B'?
Multiply BA (B on the left): image = B(Ax) = (BA)x. The right-most matrix acts first.
Does the order of composition matter?
Yes — matrix multiplication is not commutative, so BA ≠ AB in general (different transformations).
What is the determinant of (a b; c d)?
ad − bc.
How does a matrix change area?
New area = |det| × old area; |det| is the area scale factor.
What does a negative determinant tell you?
The transformation reverses orientation — the shape is reflected (flipped over).
What does det = 0 mean for a transformation?
Area scale factor 0: the plane collapses onto a line/point, so there is no inverse (it can't be undone).
A shape of area 6 is transformed by a matrix with det −4. New area?
|−4| × 6 = 24 (and the shape is flipped).
What is det(BA) in terms of det A and det B?
det(BA) = det B × det A.
What is the difference between a population and a sample?
The population is every individual of interest; the sample is the subset you actually collect data from. A good sample mirrors the population.
Define simple random sampling.
Every member of the population has an equal chance of selection (e.g. names drawn from a hat, or GDC random numbers).
Define systematic sampling.
Order the population, choose a random start, then pick every kᵗʰ member down the list.
How do you find a stratified sample count for one group?
(group size ÷ population size) × sample size. Each stratum is sampled in proportion to its size.
How do quota and stratified sampling differ?
Both target groups in proportion, but stratified picks members randomly within each group, while quota lets the interviewer choose — so quota is non-random and can be biased.
Why is convenience sampling risky?
It surveys whoever is easiest to reach, so the sample is usually unrepresentative — it tends to over- or under-represent certain people, giving biased estimates.
What does reliability mean for a test or measure?
Consistency — repeating the measurement gives (almost) the same result each time (small random error).
What does validity mean for a test or measure?
It measures what it is supposed to measure, with no systematic bias. A measure can be reliable yet still invalid (consistently wrong).
How do you choose which non-linear model to fit?
Look at the SHAPE of the scatter and pick the family that matches (exponential = constant % change, power = scaling/flattening, quadratic = rise-then-fall, sinusoidal = repeating). Then compare R² between candidates.
What does the coefficient of determination R² tell you?
How much of the variation in the data the model explains. R² = 1 is a perfect fit; closer to 1 is better; near 0 is poor.
How do you decide which of two models fits better?
Fit both on the GDC and compare R² — the model with the higher R² (closer to 1) fits better. Also check the shape and context make sense.
What is a residual, and what is SSres?
A residual is data − model (y − ŷ) for one point. SSres = Σ(y − ŷ)² is the sum of squared residuals; regression minimises it, and a smaller SSres gives a higher R².
Why square the residuals instead of just adding them?
So positive and negative residuals don't cancel out, and larger misses are penalised more heavily.
Forms of the exponential model on the GDC?
y = k·aˣ (base form) or y = k·eʳˣ (natural form). a > 1 (or r > 0) = growth; 0 < a < 1 (or r < 0) = decay.
What is the difference between interpolation and extrapolation?
Interpolation = predicting inside the data range (safer). Extrapolation = predicting outside it (riskier — the model may not hold).
Does a high R² guarantee a prediction far outside the data is reliable?
No — R² only measures fit to the EXISTING data. Predictions far beyond the range (extrapolation) can be unreliable even when R² is near 1.
How do you find E(X) for a discrete RV?
Multiply each value by its probability and add them: E(X) = Σ x·P(X = x). It's the long-run average.
Formula for Var(X) of a discrete RV?
Var(X) = E(X²) − [E(X)]² — the mean of the squares minus the square of the mean. SD = √Var(X).
Does E(X) have to be a value X can take?
No — e.g. the expected number of heads in one flip is 0.5, even though you only ever see 0 or 1.
What is E(aX + b)?
aE(X) + b — the scale multiplies and the shift b is added on.
What is Var(aX + b)?
a²Var(X). The shift b drops out completely; the scale a enters SQUARED.
What is SD(aX + b)?
|a|·SD(X). The standard deviation multiplies by |a| and is unaffected by the shift b.
Why does +b vanish from the variance?
Adding a constant slides every value equally, so the gaps between values (the spread) are unchanged.
On a GDC, how do you get E(X) and SD from a probability table?
Enter values in L1 and probabilities in L2, run 1-Var Stats with L1 as data and L2 as frequencies: x̄ = E(X), σ = SD.
For independent X and Y, what is E(X + Y) and E(X − Y)?
E(X + Y) = E(X) + E(Y); E(X − Y) = E(X) − E(Y). Means take the sign.
For independent X and Y, what is Var(X ± Y)?
Var(X + Y) = Var(X − Y) = Var(X) + Var(Y). Variances ALWAYS add, even for a difference.
Can you add standard deviations to combine spreads?
No — add the VARIANCES (square the SDs), then square-root: SD(X±Y) = √(SD(X)² + SD(Y)²).
Sum of n independent copies of X (mean μ, variance σ²): mean and variance?
Mean = nμ; Variance = nσ² (so SD = σ√n).
Difference between Var(nX) and Var(X₁+…+Xₙ)?
Var(nX) = n²σ² (one copy scaled up); Var(sum of n independent copies) = nσ² (separate items partly cancel).
What is the unbiased estimate of the population mean?
The sample mean x̄ — it's unbiased as is.
What is the unbiased estimate of the population variance?
sₙ₋₁² = Σ(x − x̄)²/(n − 1) — divide by n − 1, the GDC's Sx² (not σx² which uses ÷n).
Relationship between sₙ₋₁² and the biased sₙ²?
sₙ₋₁² = [n/(n − 1)]·sₙ² — scale the biased variance up by n/(n − 1).
What does the Central Limit Theorem say about the sample mean X̄?
For a large sample size n, X̄ is approximately Normal — even if the population itself is not Normal.
What is the mean of the sample mean X̄?
It equals the population mean μ (averaging does not shift the centre).
What is the standard deviation of the sample mean (the standard error)?
σ/√n — the population standard deviation divided by the square root of the sample size.
As a formula, what is the approximate distribution of X̄ for large n?
X̄ ≈ N(μ, σ²/n), i.e. Normal with mean μ and standard error σ/√n.
Why does the standard error shrink as n grows?
Averaging cancels out highs and lows; dividing σ by √n means larger samples give steadier (less variable) means.
To halve the standard error, how much more data do you need?
Four times as much — because √n must double, and √4 = 2.
When is X̄ EXACTLY Normal for any n?
When the population is already Normal — then no large-sample approximation is needed.
Single value vs sample mean — which standard deviation do you use?
A single value uses σ; the mean (or total) of n values uses the standard error σ/√n.
What is a confidence interval for a mean?
A range of believable values for the true population mean, built as x̄ ± margin of error. A 95% interval is produced by a method that captures the true mean about 95% of the time.
Write the formula for a confidence interval for a mean.
x̄ ± t*·s_{n-1}/√n, where t* comes from the t-distribution with df = n − 1.
How many degrees of freedom does a CI for a single mean use?
df = n − 1 (one less than the sample size). The GDC's t-interval applies this automatically.
Which standard deviation goes in the CI formula, and why?
The unbiased estimate s_{n-1} (the GDC's 'Sx', dividing by n − 1), because the true population σ is unknown and must be estimated from the sample.
On a GDC, how do you build a CI for a mean?
Use the t-interval menu: enter x̄, s_{n-1} and n (or the raw data) and the confidence level (C-Level), then read off the interval (a, b).
How does increasing the sample size affect the interval?
It makes the interval NARROWER: a larger n increases √n in the denominator, so the margin t*·s/√n shrinks — a more precise estimate.
How does raising the confidence level affect the interval?
It makes the interval WIDER: a higher confidence level uses a larger t*, so the margin grows — you cast a wider net to be more sure of trapping μ.
How do you use a CI to test a claimed value of the mean?
If the claimed value lies INSIDE the interval it is plausible (consistent with the data); if it lies OUTSIDE, the data give evidence against the claim.
State the Poisson probability formula.
For X ~ Po(m): P(X = x) = e^(−m)·mˣ/x!, for x = 0, 1, 2, …
What does the parameter m represent in Po(m)?
The mean (average) number of events in the fixed interval.
For a Poisson distribution, how do the mean and variance compare?
They are EQUAL: mean = variance = m, so σ = √m.
Which GDC function gives P(X = x) for a Poisson?
poissonpdf(m, x) — the probability of exactly x events.
Which GDC function gives P(X ≤ x) for a Poisson?
poissoncdf(m, x) — the probability of at most x events.
How do you find P(X ≥ k) for a Poisson on the GDC?
Use the complement: P(X ≥ k) = 1 − poissoncdf(m, k − 1).
If X ~ Po(m₁) and Y ~ Po(m₂) are independent, what is X + Y?
Also Poisson: X + Y ~ Po(m₁ + m₂) — the means add.
List conditions for a Poisson model to be suitable.
Events occur independently, at a constant average rate, singly (not in clumps), with no fixed upper limit on the count.
What does the p-value of a hypothesis test measure?
The probability of getting data at least this extreme if H₀ were true. Small p = the data are surprising under H₀.
State the decision rule for a hypothesis test.
p < α → reject H₀; p ≥ α → fail to reject H₀ (α = significance level).
When do you use a z-test vs a t-test?
z-test when the population σ is known; t-test when σ is unknown (you only have the sample sd) — the usual case.
One-sample vs two-sample test?
One-sample: compare one group's mean to a fixed claimed value. Two-sample: compare two independent groups' means.
When is a test one-tailed vs two-tailed?
One-tailed for a directional H₁ (μ < or μ >); two-tailed for H₁: μ ≠ (a difference either way).
What is a paired (matched) t-test for?
When the same subjects are measured twice (before/after). Test the mean of the differences d: H₀: μ_d = 0.
Why must you never say you 'accept H₀'?
A test can only fail to find evidence against H₀ — absence of evidence isn't proof. Say 'do not reject H₀'.
Where do the final marks in an AI hypothesis-test question usually sit?
In the in-context conclusion — naming the real quantities (bottles, runners…), not just 'reject H₀'.
What is a Type I error?
Rejecting H₀ when H₀ is actually true (a false alarm — concluding there's an effect when there isn't).
What is a Type II error?
Failing to reject H₀ when H₀ is actually false (a miss — concluding there's no effect when there is one).
What is P(Type I error)?
It equals the significance level α (e.g. 0.05). Computed from the H₀ distribution / critical region.
What is P(Type II error), and what do you need to compute it?
β = P(not rejecting H₀ | the alternative is true). You need a SPECIFIC alternative value, and you use that distribution.
What is a critical (rejection) region?
The set of extreme outcomes for which you reject H₀. α = P(landing in it when H₀ is true).
Which distribution gives α, and which gives β?
α comes from the H₀ distribution; β comes from the alternative (H₁) distribution.
How do Type I and Type II errors trade off?
Lowering α shrinks the critical region, which makes a Type II error more likely (β rises), and vice versa.
For X ~ B(20, 0.5), test H₁: p > 0.5, reject if X ≥ 15. What is P(Type I error)?
P(X ≥ 15 | p = 0.5) = 1 − P(X ≤ 14) ≈ 0.0207.
What does entry (row i, column j) of a transition matrix mean?
The probability of moving FROM state j INTO state i in one step.
Why do the columns of a transition matrix sum to 1?
Everyone who starts in that state (column) must end up in some state, so the probabilities over all destinations total 1.
How do you step a Markov chain forward one period?
Multiply the transition matrix by the current state vector: s₁ = T s₀.
State vector after n steps?
sₙ = Tⁿ s₀ — raise T to the power n, then multiply by the start vector.
How do you turn '70% of A return to A, 30% switch to B' into a matrix?
Column A is 0.7 in the A-row and 0.3 in the B-row (column = where you start, row = where you end).
On the GDC, how do you get the population after n weeks?
Store T and s₀, then compute T^n and the product T^n × s₀.
Is a transition matrix usually symmetric?
No — the chance of A→B need not equal B→A, so it is generally not symmetric.
After computing sₙ, what extra step earns marks in AI HL?
Interpret the numbers IN CONTEXT — say which group/café/patch they describe and round sensibly.
What does lim_(x → a) f(x) = L mean?
As x gets closer to a (from both sides), f(x) gets closer and closer to L. The limit does not depend on f(a).
Think: what does the graph HEAD TOWARDS near x = a?
How do you evaluate lim_(x → a) f(x) for a polynomial?
Direct substitution: replace x with a. E.g. lim_(x → 3)(2x+1) = 2(3)+1 = 7.
Polynomials have limits everywhere — just substitute.
What do you do when substitution gives 0/0?
Factor and cancel the common factor, then substitute. E.g. (x^2-4)/(x-2) = x+2, so the limit at x=2 is 4.
0/0 is a signal to factorise — never the final answer.
What is a one-sided limit?
lim_(x → a^-): approach from the LEFT (values below a). lim_(x → a^+): approach from the RIGHT (values above a).
The little - or + superscript shows direction.
When does the two-sided limit lim_(x → a) f(x) exist?
Only when both one-sided limits exist AND are equal: lim_(x → a^-) f(x) = lim_(x → a^+) f(x).
If left ≠ right, the limit does not exist (DNE).
Can lim_(x → a) f(x) = L even if f(a) is undefined?
YES. The limit only depends on values near a, not AT a. Example: (x^2-4)/(x-2) is undefined at x=2 but the limit is 4.
Limits and function values are different thing.
A table show: as x → 5, f(x) → 8 from both side. What is the limit?
lim_(x → 5) f(x) = 8. Read from the table: both sides converge to the same value.
Two sides must agree.
Evaluate lim_(x → 4) (x^2 - 16)/(x - 4).
Factor: x^2 - 16 = (x-4)(x+4). Cancel (x-4). Substitute x=4: 4+4 = 8. The limit is 8.
Spot the difference of two square.
What is the second derivative f''(x)?
The derivative of f'(x) — the rate of change of the gradient. Written f''(x) or d²y/dx².
What does f''(x) > 0 tell you about a curve?
It is concave up (valley shaped) there — the gradient is increasing.
What does f''(x) < 0 tell you about a curve?
It is concave down (dome shaped) there — the gradient is decreasing.
How do you find a point of inflexion?
Solve f''(x) = 0, then confirm f'' changes sign across that x (concavity flips).
State the second-derivative test for a stationary point.
At f'(a) = 0: f''(a) < 0 → local maximum; f''(a) > 0 → local minimum; f''(a) = 0 → inconclusive.
What happens if f''(a) = 0 at a stationary point?
The second-derivative test is inconclusive — go back to checking the sign of f' on each side.
In motion, what is the second derivative of displacement?
Acceleration (displacement → velocity → acceleration by differentiating twice).
Find f''(x) for f(x) = x³ − 6x² + 5x + 2.
f'(x) = 3x² − 12x + 5, so f''(x) = 6x − 12.
What is the reverse power rule for ∫xⁿ dx?
x^(n+1)/(n+1) + C, valid for n ≠ −1 (raise the power by one, divide by the new power).
Why does an indefinite integral need + C?
Curves differing only by a constant height have the same slope, so the antiderivative is a whole family — + C names the unknown member.
What is ∫1/x dx?
ln|x| + C (the n = −1 exception to the power rule).
What is ∫eˣ dx?
eˣ + C — the exponential is its own integral.
∫1/(ax + b) dx = ?
(1/a) ln|ax + b| + C — divide by a, the derivative of the linear inside.
How does substitution work?
Let u = inside, find du = g′(x) dx, rewrite the integral fully in u, integrate, then replace u with the inside again.
Find ∫ x·e^(x²) dx.
½ e^(x²) + C (let u = x², du = 2x dx, so ∫½eᵘ du).
How do you check an integral is correct?
Differentiate your answer — it should return the original integrand.
What integral gives the area under a curve y = f(x) above the x-axis from a to b?
A = ∫ₐᵇ y dx — the definite integral of y between the two x-values.
What integral gives the area between two curves f (top) and g (bottom)?
A = ∫ₐᵇ (f(x) − g(x)) dx, where a and b are the x-values where the curves meet.
How do you find the limits for an 'area between two curves' question?
Solve f(x) = g(x) (use the GDC to find the intersection points); those x-values are the limits a and b.
How do you find the area between a curve and the y-axis?
Rearrange to x = (function of y) and integrate ∫ x dy between two y-values.
Why can a plain definite integral give the wrong area?
Area below the x-axis is counted as negative, so the integral gives a signed total; split at the roots (or integrate |f(x)|) for true area.
In AI, how do you usually evaluate an area integral?
Set up the integral by hand for the marks, then let the GDC evaluate it (a calculator is allowed on every paper).
How do you decide which curve is the 'top' between two curves?
Test one x-value in the interval; the curve with the larger value there is the top.
A flower bed edge is y = 0.5x², 0 ≤ x ≤ 4. What is its area?
∫₀⁴ 0.5x² dx = 32/3 ≈ 10.7 (square units).
Volume of revolution about the x-axis?
V = ∫ₐᵇ π y² dx — discs of radius y along x.
Volume of revolution about the y-axis?
V = ∫꜀ᵈ π x² dy — discs of radius x; rewrite x² in terms of y, use y-limits.
Why π·(radius)² in the integral?
Each thin slice is a disc; a disc's area is π·radius², and the volume sums the discs.
Rotating about the y-axis: what must you change?
Express x² in terms of y AND switch the limits to the y-values.
Volume of y = x² (0≤x≤2) rotated about the y-axis?
x² = y, y: 0→4, V = ∫₀⁴ πy dy = 8π ≈ 25.1.
Volume between two curves rotated about the x-axis?
V = ∫ π(y_outer² − y_inner²) dx — subtract the inner disc.
Common volume-of-revolution slip?
Forgetting to square the radius, dropping the π, or keeping x-limits on a y-axis solid.
How does the GDC help with volumes of revolution?
Type the set-up integral ∫ π(radius)² and let it evaluate — a calculator is allowed on every AI paper.
How do you get velocity and acceleration from position s(t)?
Differentiate: v = ds/dt (first derivative) and a = dv/dt = d²s/dt² (second derivative).
How do you get velocity and position from acceleration a(t)?
Integrate: v = ∫a dt and s = ∫v dt — each integration adds a + C found from an initial condition (e.g. v(0), s(0)).
What does 'instantaneously at rest' mean?
The velocity is zero: solve v = 0. The particle changes direction only where v actually changes sign.
What is the difference between displacement and distance travelled?
Displacement = ∫v dt (signed net change in position); distance travelled = ∫|v| dt (total path length, always ≥ 0).
How do you find total distance travelled by hand?
Find where v = 0, split the integral at those times, integrate each piece, then add the MAGNITUDES (or integrate |v| on the GDC).
How do you find the greatest velocity in the interior of an interval?
Solve a = 0 (where dv/dt = 0, velocity is at a max/min), then also check the endpoints of the interval.
Why does each integration in kinematics need a + C?
Integration only recovers the shape; the + C is the unknown starting value, fixed by an initial condition such as v(0) or s(0).
A cyclist has v(t) = t² − 6t + 8 on 0 ≤ t ≤ 5. Displacement vs distance?
Displacement = ∫₀⁵ v dt = 20/3 ≈ 6.67 m; distance = ∫|v| dt (split at t = 2, 4) = 28/3 ≈ 9.33 m.
When is a first-order differential equation 'separable'?
When dy/dx can be written as f(x)·g(y) — an x-part times a y-part — so the variables can be split onto opposite sides.
What are the steps to solve a separable DE?
Separate (∫1/g(y) dy = ∫f(x) dx), integrate both sides with ONE + C, use the initial condition to find C, then make y the subject and interpret.
How many constants of integration appear when you solve a separable DE?
Just one + C — it absorbs the constant from each side; write it once on the side you integrate last.
What is the solution of dy/dx = ky?
y = A e^(kx), where A is the value at x = 0; k > 0 is growth, k < 0 is decay.
In y = A e^(kx), what does the constant A represent?
The starting value — the value of y when x = 0 (found from the initial condition).
Solve dV/dt = −2√V with V(0) = 400.
∫V^(−1/2) dV = ∫−2 dt ⇒ 2√V = −2t + C; V(0)=400 ⇒ C = 40; so √V = 20 − t and V = (20 − t)².
Newton's law of cooling dθ/dt = −k(θ − r): what is the long-term temperature?
θ → r, the room temperature, as t → ∞ (the exponential term decays to 0). The solution is θ = r + A e^(−kt).
Why is a pure exponential growth model dN/dt = kN unrealistic for large N?
It grows without any limit; real populations are capped by resources, so a logistic model (rate ∝ N(M − N)) is needed once N is large.
In a slope field for dy/dx = f(x, y), how do you find the gradient of the segment at a point (x, y)?
Substitute the point into f: the gradient there is f(x, y).
What is an isocline?
The set of points f(x, y) = c where every segment has the same gradient c (all parallel).
What does f(x, y) = 0 tell you about a slope field?
Those points have flat (horizontal) segments — solution curves have their maximum/minimum (turning) points there.
How do you sketch a solution curve through a given point?
Start at the point and glide so the curve is always tangent to the nearby segments; it never crosses a segment.
In a slope field, where is a solution curve increasing?
Wherever f(x, y) > 0 (the segments tilt upward); it decreases where f(x, y) < 0.
For dy/dx = x + 0.5y, what is the gradient at (2, 4)?
f(2, 4) = 2 + 0.5(4) = 4 (a steep, rising segment).
For the cooling model dy/dx = −0.2(y − 20), where are the segments flat?
On the line y = 20 (room temperature): set −0.2(y − 20) = 0 ⇒ y = 20, the equilibrium.
Is a GDC allowed when working with slope fields in AI HL?
Yes — a GDC is allowed on every AI paper (P1, P2, P3); use it to evaluate f at points and solve f = c for isoclines.
What is the Euler recurrence for dy/dx = f(x, y)?
y_(n+1) = y_n + h·f(x_n, y_n) and x_(n+1) = x_n + h, starting from (x₀, y₀).
How many Euler steps reach a target x from x₀ with step length h?
number of steps = (target − x₀) ÷ h. E.g. x = 1 to x = 2 with h = 0.25 is 4 steps.
What does each Euler step actually do geometrically?
It moves along a short STRAIGHT line at the gradient measured at the current point — so the path only approximates the true curve.
Is Euler's method exact?
No — it is an approximation. A smaller step length h gives more steps and a more accurate estimate, but never the exact value.
Does Euler over- or under-estimate?
It depends on the curve's concavity: it tends to UNDER-estimate for a concave-up curve and OVER-estimate for a concave-down curve.
Which gradient does each Euler step use?
The gradient f(xₙ, yₙ) at the START of the step (the point you are currently at), not at the new point.
How do you find the percentage error of an Euler estimate?
percentage error = |approx − exact| ÷ exact × 100%, using the exact solution given in the question.
What is the GDC route for Euler's method in AI?
Store the recurrence as a recursive sequence (or fill a table of n, xₙ, yₙ, gradient); a calculator is allowed on every AI paper.
How do you write a coupled linear system in matrix form, and where is its equilibrium?
d/dt(x, y) = M(x, y) with M = (a, b; c, d); the only equilibrium is the origin (0, 0) (when M is invertible).
What do the eigenvalues of M tell you about the equilibrium?
Their nature classifies it: same-sign real → node, opposite-sign real → saddle, complex → spiral, purely imaginary → centre.
Two real eigenvalues, both NEGATIVE — what type of equilibrium?
A stable node (sink): every trajectory decays to the origin because each e^(λt) → 0.
Two real eigenvalues of OPPOSITE sign — what type?
A saddle point — always unstable (pulled in one direction, flung out the other).
Complex eigenvalues a ± bi — stable or unstable spiral?
Spiral; stable (inward) if a < 0, unstable (outward) if a > 0. If a = 0 it is a centre (closed loops).
What is special about a real eigenvector's direction in a phase portrait?
It is a straight-line trajectory through the origin; the state moves IN if its eigenvalue is negative, OUT if positive.
Write the general solution of a coupled system with real eigenvalues λ₁, λ₂.
(x, y) = A·e^(λ₁t)·v₁ + B·e^(λ₂t)·v₂, with v₁, v₂ the eigenvectors and A, B set by the starting state.
On the GDC, what is the calculator route for this topic?
Enter M as a matrix and use the eigenvalue/eigenvector tools; use it for Euler's method too (GDC allowed on every AI paper).
How do you reduce a 2nd-order DE d²x/dt² = g(t, x, dx/dt) to first-order equations?
Let v = dx/dt. Then dx/dt = v and dv/dt = g(t, x, v) — a coupled first-order system.
Write the Euler update for a coupled 2nd-order system.
x_(n+1) = x_n + h·v_n; v_(n+1) = v_n + h·g(t_n, x_n, v_n); t_(n+1) = t_n + h.
In one Euler step of a coupled system, which values feed the rates?
All rates use the OLD row's values; update x and v together, then advance t — never reuse a freshly-updated value within the same step.
How many Euler steps reach a target time t_end?
steps = (t_end − t_0) ÷ h. Always re-check this count — the off-by-one error is the classic trap.
How does the step length h affect Euler's accuracy?
A smaller h is more accurate (shorter tangent steps stray less from the true curve) but needs more steps.
Reduce d²x/dt² = −4x with v = dx/dt.
dx/dt = v and dv/dt = −4x (a spring with k = 4).
How do you find the percentage error of an Euler estimate?
|estimate − exact| ÷ |exact| × 100%.
Which AI exam paper most features 2nd-order Euler / coupled systems?
Paper 3 — the extended modelling investigations (often with phase portraits and eigenvalue DE solutions). A GDC is allowed throughout.
What does it mean for a function to be INCREASING on an interval?
f is increasing if f'(x) > 0 for all x in that interval. As x gets bigger, f(x) gets bigger — the graph goes UP.
Positive derivative = going up.
What does it mean for a function to be DECREASING on an interval?
f is decreasing if f'(x) < 0 for all x in that interval. As x gets bigger, f(x) gets smaller — the graph goes DOWN.
Negative derivative = going down.
How do you find where a function is increasing or decreasing?
1) Find f'(x). 2) Solve f'(x) = 0 — these are the critical x-values. 3) Test a value in each interval: if f'(x) > 0, increasing; if f'(x) < 0, decreasing.
Critical points divide the number line into intervals.
f(x) = x² − 4x. Where is it increasing? Where is it decreasing?
f'(x) = 2x − 4. Critical point: x = 2. For x < 2: f'(x) < 0 → DECREASING. For x > 2: f'(x) > 0 → INCREASING.
Solve f'(x)=0, then test each side.
What does f'(x) = 0 tell you about increasing/decreasing?
It marks the boundary between increasing and decreasing. At that point, the function is momentarily flat — it is a critical (stationary) point.
f'(x)=0 is the turning-point signal.
What is the sign diagram method?
Draw a number line. Mark critical x-values. Pick one test x in each interval, evaluate f'(x). Label each interval + (increasing) or − (decreasing).
One test point per interval is enough.
f(x) = −x² + 6x. Is f increasing at x = 2?
f'(x) = −2x + 6. Substitute x = 2: f'(2) = 2 > 0. Yes — f is increasing at x = 2.
Substitute x into f'(x) and check the sign.
If f'(x) > 0 everywhere, what does that mean for the function?
The function is increasing for all x. It never turns around. Example: f(x) = x³ has f'(x) = 3x² ≥ 0 but is still overall increasing.
Always increasing = positive derivative throughout.
What does the derivative f′(x) tell you?
f′(x) is the gradient function. It gives the gradient of the curve y = f(x) at any x-value. Substitute a number into f′(x) to get the gradient at that point.
Think: steepness, not height.
What does the notation dy/dx mean?
dy/dx is "the derivative of y with respect to x". It is exactly the same thing as f′(x). Both notations appear in IB papers.
What is the sign of f′(x) when the curve is rising?
f′(x) > 0 when the curve is increasing (rising left to right). f′(x) < 0 when decreasing. f′(x) = 0 at a local maximum or minimum.
A curve has a local maximum at x = 3. What is f′(3)?
f′(3) = 0. At any local maximum (or minimum), the tangent is horizontal, so the gradient is zero.
Flat tangent = zero gradient.
Why does a straight line NOT need differentiation to find its gradient?
A straight line has the same gradient everywhere. For y = mx + c, the gradient is always m. Only curves have a different gradient at each point.
V(t) is the volume (litres) in a tank. What does V′(t) = −5 mean?
The volume is decreasing at a rate of 5 litres per unit time. The negative sign means the function is falling. Always include units in your interpretation.
Rate of change — always state units.
What is the difference between f(a) and f′(a)?
f(a) is the y-value (height) of the curve at x = a.\nf′(a) is the gradient (steepness) of the curve at x = a.\nThey are completely different quantities.
A curve is high up on the graph (large y-value) at x = 5, but f′(5) = 0. Is that possible?
Yes. f(x) and f′(x) are independent. A curve can be at any height while being momentarily flat — for example, at the top of a hill.
State the power rule for differentiation.
d/dx[axⁿ] = naxⁿ⁻¹. Multiply the coefficient by the power, then reduce the power by one.
Differentiate f(x) = 5x⁴.
f′(x) = 20x³. (Multiply 5 by 4 = 20, reduce power from 4 to 3.)
What is d/dx[8]?
0. The derivative of any constant is zero.
What is d/dx[−7x]?
−7. The derivative of ax is a. Here a = −7.
Find f′(x) for f(x) = 3x³ − 2x² + x − 9.
f′(x) = 9x² − 4x + 1. Apply the power rule to each term. The constant −9 disappears. The linear x term gives 1.
Before differentiating y = x(4x − 1), what must you do first?
Expand: y = 4x² − x. Then differentiate: dy/dx = 8x − 1. You cannot apply the power rule inside a product without expanding.
Find the gradient of y = 2x³ − x at x = 2.
dy/dx = 6x² − 1. At x = 2: 6(4) − 1 = 23.
Differentiate first, then substitute.
For f(x) = x², you get f(3) = 9 and f′(3) = 6. What does each number represent?
f(3) = 9 is the y-value of the curve at x = 3. f′(3) = 6 is the gradient of the curve at x = 3. Different quantities with different meanings.
State the point-slope form used to write a tangent equation.
y − y₁ = m(x − x₁), where m is the gradient and (x₁, y₁) is the point of tangency.
The three steps for finding a tangent equation — what are they?
1. Differentiate f(x) to get f′(x).\n2. Substitute x₁ into f′(x) to get the gradient m.\n3. Write y − y₁ = m(x − x₁) and simplify.
Find the gradient of the tangent to y = x² at x = 3.
dy/dx = 2x. At x = 3: m = 6.
Find the equation of the tangent to y = x² + 1 at x = 2.
dy/dx = 2x → m = 4. y₁ = 5. Tangent: y − 5 = 4(x − 2) → y = 4x − 3.
Why do you substitute x₁ into f(x) (not f′(x)) to find y₁?
Because f(x) gives y-values (heights). f′(x) gives gradients. You need the y-coordinate of the point of tangency — that comes from the original function.
How do you find x when you are given the tangent gradient instead of the x-value?
Set f′(x) = given gradient and solve for x. There may be one or two solutions. Find y at each solution using f(x).
Find the tangent to f(x) = x³ at x = −1.
f′(x) = 3x². m = 3. f(−1) = −1 → point (−1, −1). Tangent: y + 1 = 3(x + 1) → y = 3x + 2.
Check signs carefully.
What does the tangent line tell you about the curve near the point of tangency?
The tangent is the best linear approximation to the curve at that point. It has exactly the same gradient as the curve at that point — but the curve will curve away from the tangent for x-values further away.
State the relationship between the tangent gradient and the normal gradient.
m_tangent × m_normal = −1, so m_normal = −1/m_tangent. The normal is perpendicular to the tangent.
The tangent gradient at a point is 5. What is the normal gradient?
m_n = −1/5.
The tangent gradient at a point is −3. What is the normal gradient?
m_n = −1/(−3) = 1/3. Two negatives cancel.
Watch the signs — two negatives make positive.
Find the gradient of the normal to y = x² − 2x at x = 3.
dy/dx = 2x − 2. m_t = 4. m_n = −1/4.
Find the equation of the normal to y = x² at (3, 9).
dy/dx = 2x → m_t = 6 → m_n = −1/6. Normal: y − 9 = −(1/6)(x − 3) → y = −(1/6)x + 19/2.
The tangent at a point is horizontal. What does the normal look like?
The normal is vertical: a line of the form x = x₁. You cannot divide −1 by zero.
Both the tangent and normal pass through the same point. True or false?
True. Both lines pass through the point of tangency (x₁, y₁). They differ only in their gradients.
What is the single most common error in normal-line questions?
Using the tangent gradient (from f′) directly as the normal gradient, without applying m_n = −1/m_t. Always take the negative reciprocal.
What does the ∫ symbol mean?
"Integrate with respect to x." The integral symbol ∫ paired with dx means find the antiderivative — the reverse of differentiation.
It is the elongated S for "sum".
State the power rule for integration.
∫xⁿ dx = xⁿ⁺¹/(n+1) + C, provided n ≠ −1. Add 1 to the power, divide by the new power, add C.
Opposite of the power rule for differentiation.
Why must you always include +C in an indefinite integral?
Because constants disappear when you differentiate. Infinitely many functions have the same derivative — +C represents all of them.
Example: d/dx(x²+5) = d/dx(x²−7) = 2x.
∫(4x³ − 6x + 2) dx = ?
x⁴ − 3x² + 2x + C. Integrate each term: 4·x⁴/4 = x⁴, 6·x²/2 = 3x², 2·x = 2x.
Integrate term by term.
What is the first step when integrating a product like x(x+3)?
Expand the brackets first: x(x+3) = x² + 3x. Then integrate: x³/3 + 3x²/2 + C.
You cannot integrate products directly — expand first.
∫x^(1/2) dx = ?
(2/3)x^(3/2) + C. Add 1: 1/2 + 1 = 3/2. Divide by 3/2: divide by 3/2 = multiply by 2/3.
Don't panic with fractions — same rule applies.
How do you check an integral is correct?
Differentiate your answer. If you get back the original integrand, your integral is correct.
Differentiation and integration are inverse operations.
∫(x² − 3)/x dx = ?
Rewrite: x²/x − 3/x = x − 3x⁻¹. Integrate: x²/2 − 3ln|x| + C.
Split the fraction first, then use power rule.
What is a definite integral?
An integral with limits [a, b] that gives a specific number — the signed area between the curve and the x-axis from x = a to x = b.
Unlike indefinite integrals, no +C is needed.
State the Fundamental Theorem of Calculus.
∫[a to b] f(x) dx = F(b) − F(a), where F is any antiderivative of f.
Evaluate F at b, then subtract F at a.
Evaluate ∫[1 to 3] 2x dx.
F(x) = x². F(3) − F(1) = 9 − 1 = 8.
Integrate to get F(x), then apply limits.
If f(x) < 0 on [a, b], what does the definite integral give?
A negative number. The integral gives signed area — negative when the curve is below the x-axis. For total area, take the absolute value.
Below x-axis = negative integral.
How do you find the area between two curves y = f(x) and y = g(x)?
1) Find intersections: solve f(x) = g(x) to get limits a and b. 2) Identify the top function. 3) Integrate [f(x) − g(x)] from a to b.
Always: top minus bottom.
Find the area under y = x² + 1 from x = 0 to x = 2.
∫[0 to 2] (x²+1) dx = [x³/3 + x] from 0 to 2 = (8/3 + 2) − 0 = 14/3 ≈ 4.67 square units.
Integrate then evaluate F(2) − F(0).
On IB Paper 2, how can you evaluate definite integrals?
Use your GDC. But always write the integral notation first (e.g., ∫[a to b] f(x) dx = ...). Marks are given for the setup, not just the answer.
GDC gives the number; marks need the setup.
Area between y = x and y = x² from x = 0 to x = 1.
∫[0 to 1] (x − x²) dx = [x²/2 − x³/3] from 0 to 1 = 1/2 − 1/3 = 1/6 square units.
y=x is above y=x² on [0,1]. Integrate top − bottom.
What is an initial condition in integration?
A specific point (x₀, y₀) that the function passes through. Used to find the exact value of the constant C.
Initial condition removes the ambiguity of +C.
f'(x) = 4x − 1, f(2) = 5. Find f(x).
Step 1: Integrate → f(x) = 2x² − x + C. Step 2: f(2) = 8 − 2 + C = 5 → C = −1. Answer: f(x) = 2x² − x − 1.
Substitute the point AFTER integrating.
If f'(x) = 6x and the curve passes through (0, 4), what is C?
Integrate: f(x) = 3x² + C. Substitute (0, 4): 3(0) + C = 4 → C = 4. So f(x) = 3x² + 4.
Easiest initial condition: use x = 0.
In kinematics, if v(t) = 3t², s(0) = 5, what is s(t)?
Integrate: s(t) = t³ + C. Use s(0) = 5: C = 5. So s(t) = t³ + 5.
v = ds/dt so s = ∫v dt + C.
How many initial conditions do you need to fully determine a function after integrating twice?
Two initial conditions — one for each integration, since each introduces a new constant (C₁ and C₂).
Each ∫ adds one unknown constant.
a(t) = 10, v(0) = 3, s(0) = 1. Find s(t).
v(t) = 10t + 3 (use v(0)=3 → C₁=3). s(t) = 5t² + 3t + C₂. Use s(0)=1 → C₂=1. s(t) = 5t² + 3t + 1.
Integrate twice with separate constants.
What is the "particular solution" vs "general solution" of an integral?
General solution: f(x) + C (all possible solutions). Particular solution: the specific function once C is found using an initial condition.
Initial condition converts general → particular.
dy/dx = 3x² + 2x, and y = 10 when x = 1. Find y.
Integrate: y = x³ + x² + C. Use (1, 10): 1 + 1 + C = 10 → C = 8. So y = x³ + x² + 8.
Substitute after integrating, not before.
What is a stationary point?
A point where f'(x) = 0. The tangent is horizontal — the function momentarily stops increasing or decreasing.
f'(x)=0 → flat tangent.
What is a local MAXIMUM?
A stationary point where the function changes from INCREASING to DECREASING. f'(x) goes from + to −. The point is the highest nearby.
Peak: + before, − after.
What is a local MINIMUM?
A stationary point where the function changes from DECREASING to INCREASING. f'(x) goes from − to +. The point is the lowest nearby.
Valley: − before, + after.
How do you find and classify stationary points?
1) Find f'(x). 2) Solve f'(x) = 0. 3) Use a sign diagram: if + then − → local max; if − then + → local min. 4) Find the y-value using f(x).
Sign diagram to classify: look either side of critical x.
f(x) = x³ − 3x. Find and classify the stationary points.
f'(x) = 3x² − 3 = 3(x−1)(x+1). Critical points: x = 1 and x = −1. Sign: +,−,+ → x=−1 local max, x=1 local min. y values: f(−1)=2, f(1)=−2.
Factor f'(x) to find critical x, then sign diagram.
What is a point of inflection? Is it a stationary point?
An inflection point is where concavity changes. It is only a stationary point if f'(x) = 0 there too (a "saddle point" like x=0 on y=x³).
Inflection ≠ stationary by itself.
f(x) = 2x³ − 3x². Find the local maximum point.
f'(x) = 6x² − 6x = 6x(x−1). Critical x: 0 and 1. Sign diagram: + before x=0, − between 0 and 1. So x=0 is local max. f(0) = 0.
Check sign BOTH sides of each critical point.
What does the second derivative test say? (f''(x) method)
At a critical point where f'(x)=0: if f''(x) < 0 → local max; if f''(x) > 0 → local min; if f''(x) = 0 → inconclusive, use sign diagram.
Second derivative shortcut — but sign diagram always works.
What is optimisation in calculus?
Finding the maximum or minimum value of a quantity. You use derivatives to locate stationary points, then determine if it is a max or min.
Optimise = find the best value (highest or lowest).
What are the steps to solve an optimisation problem?
1) Write an expression for the quantity to optimise. 2) Express it in terms of ONE variable (use a constraint). 3) Differentiate and set f'(x) = 0. 4) Solve and classify (max or min). 5) State the answer with units.
Key step: get to one variable before differentiating.
How do you check if a stationary point is a maximum or minimum in a context problem?
Use a sign diagram of f'(x), OR check the endpoints. In closed-interval problems, also evaluate f at the endpoints.
Sign diagram: + then − = max; − then + = min.
A farmer has 80m of fencing. Maximise the area of a rectangular enclosure against a wall (3 sides fenced).
Let width = x. Then length = 80 − 2x. Area A = x(80−2x) = 80x − 2x². A' = 80 − 4x = 0 → x = 20. A = 20 × 40 = 800 m².
Write Area in terms of x using the fencing constraint.
What is a constraint in an optimisation problem?
A rule that links two or more variables. You use it to eliminate one variable so you can write everything in terms of one unknown.
Constraint lets you go from 2 unknowns to 1.
Revenue R(x) = 40x − x². What value of x maximises revenue?
R'(x) = 40 − 2x = 0 → x = 20. R'(20) = −2 < 0 → local max. Max revenue = R(20) = 40(20)−400 = 400.
Second derivative negative confirms maximum.
In an IB optimisation question, what must you always include in the answer?
1) The optimal VALUE of x. 2) The optimal value of the quantity (max area, min cost, etc.). 3) Confirmation it is a max or min (sign diagram or second derivative). 4) Units if the problem has them.
IB mark schemes reward classification + full answer.
Cost C = 2x² − 12x + 20. Find the minimum cost and the value of x.
C' = 4x − 12 = 0 → x = 3. C'(3) = 4 > 0 → local min. Min cost = 2(9) − 12(3) + 20 = 18 − 36 + 20 = 2.
Positive second derivative = minimum.
State the trapezoid rule formula.
A ≈ (h/2)(y₀ + 2y₁ + 2y₂ + ... + 2yₙ₋₁ + yₙ), where h = (b − a)/n and yᵢ = f(a + i·h).
Interior values are multiplied by 2. First and last by 1.
What does h represent in the trapezoid rule?
h is the step width — the horizontal width of each trapezoid strip. h = (b − a) / n.
b and a are the limits; n is the number of strips.
Why do interior y-values get multiplied by 2 in the trapezoid rule?
Because each interior vertical line is shared by two adjacent trapezoids — it counts as a side of both.
Adjacent trapezoids share a boundary.
Using the trapezoid rule with n = 2, estimate ∫[0 to 2] x² dx.
h = 1. y₀ = 0, y₁ = 1, y₂ = 4. A ≈ (1/2)(0 + 2×1 + 4) = 0.5 × 6 = 3. (Exact = 8/3 ≈ 2.67)
x-values: 0, 1, 2. Find y = x² at each.
For a concave-up curve, does the trapezoid rule give an over- or underestimate?
Overestimate. The trapezoids sit above the curve, so the total estimated area is larger than the actual area.
Think: concave up = smile = curve dips below the trapezoid.
For a concave-down curve, does the trapezoid rule give an over- or underestimate?
Underestimate. The trapezoids fall below the curve, so the estimated area is smaller than the actual area.
Think: concave down = frown = curve rises above the trapezoid.
What are the 4 steps for applying the trapezoid rule?
1. Calculate h = (b−a)/n. 2. List all x-values: a, a+h, a+2h, ..., b. 3. Calculate yᵢ = f(xᵢ) for each. 4. Apply: A ≈ (h/2)(y₀ + 2y₁ + ... + yₙ).
Write the y-values in a table to stay organised.
When is the trapezoid rule exact (no error)?
When the function is linear (a straight line). Trapezoids perfectly fit straight-line sections with no gap or overlap.
Trapezoids are exactly trapezoid-shaped — they match straight lines perfectly.
What is the power rule for d/dx(xⁿ)?
n·x^(n−1) — bring the power down as a multiplier, then reduce the power by 1.
Derivative of a constant?
0 — a constant graph is a flat horizontal line, so its gradient is 0.
d/dx(sin x) and d/dx(cos x)?
sin x → cos x; cos x → −sin x (mind the minus). x must be in radians.
d/dx(eˣ)?
eˣ — the exponential function is its own derivative.
d/dx(ln x)?
1/x.
How do you differentiate √x?
Rewrite as x^(1/2); then it becomes ½x^(−1/2) = 1/(2√x).
How do you find the gradient of f at x = a?
Compute f′(x), then substitute: gradient = f′(a).
Equation of the tangent at x = a?
y − f(a) = f′(a)(x − a), where f′(a) is the gradient and (a, f(a)) is the point.
State the chain rule.
dy/dx = dy/du · du/dx — differentiate the outer function, then multiply by the derivative of the inside.
d/dx of e^{kx}?
k·e^{kx} (chain rule: the k is the derivative of the inside kx).
d/dx of (ax + b)ⁿ?
n·a·(ax + b)^(n−1) — power rule on the outside, times a (the inside derivative).
State the product rule.
(uv)′ = u′v + uv′ — first times derivative of second, plus second times derivative of first.
State the quotient rule.
(u/v)′ = (u′v − uv′)/v² — mind the minus and the order u′v − uv′.
How do you decide which rule to use?
Fraction → quotient; two factors multiplied → product; a function inside a function → chain.
Differentiate y = x·eˣ.
Product rule: (1)eˣ + x·eˣ = eˣ(1 + x).
d/dx of sin(3x)?
3cos(3x) (chain rule: derivative of the inside 3x is 3).
Chain rule for related rates?
dy/dt = (dy/dx)(dx/dt) — linked quantities have linked rates.
Circle: how does area rate link to radius rate?
A = πr² ⇒ dA/dt = 2πr · dr/dt.
Sphere: how does volume rate link to radius rate?
V = (4/3)πr³ ⇒ dV/dt = 4πr² · dr/dt.
The 4-step related-rates recipe?
Write the link → differentiate it → apply the chain rule with the known rate → substitute the value and solve.
When do you substitute the given value (e.g. r = 5)?
LAST — after differentiating. Substituting early removes the variable you need to differentiate.
A balloon's volume grows at 100 cm³/s; find dr/dt at r = 5.
100 = 4π(25)dr/dt ⇒ dr/dt = 1/π ≈ 0.318 cm/s.
What does a NEGATIVE rate mean in a related-rates problem?
The quantity is decreasing (e.g. melting, draining) — keep the minus sign.
If dr/dt = 0 at an instant, what is dA/dt for A = πr²?
dA/dt = 2πr·dr/dt = 0 — the area is momentarily not changing.
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