Differentiation and Applications of Derivatives
Monotonicity, Tangents and Normals
A function is increasing on an interval where f′(x) ≥ 0 and decreasing where f′(x) ≤ 0, with strict inequalities giving strict monotonicity. The tangent at a point has slope f′ and the normal has slope −1/f′, so a tangent parallel to the x-axis needs f′ = 0 and one parallel to the y-axis needs f′ to be undefined. Two curves are orthogonal at a point of intersection when the product of their slopes there is −1.
The derivative also reads as a rate of change, which is what related-rates questions exploit: if a spherical balloon's volume grows at a known rate, dV/dt = 4πr² dr/dt links the two rates and lets you find how fast the radius grows. And for small changes the approximation Δy ≈ f′(x)Δx gives quick error estimates — a 1 % error in the radius of a sphere produces about a 3 % error in the volume, because the exponent 3 multiplies the relative error.
Applied Optimisation — Reducing a Word Problem to One Variable
Everything above finds the extrema of a function you were handed. An optimisation question hands you a situation instead, and the mathematics is the same the moment you have a function — so the whole difficulty sits in the step before the calculus. The method is four moves, in this order. Name the quantity to be optimised and write it down as a formula, even if it has two variables in it. Use the constraint to eliminate one of them, so the quantity becomes a function of a single variable. Differentiate, set to zero, and classify. Then check the domain, because a physical variable is almost never free to roam the whole real line. Candidates lose these marks in the second move far more often than in the fourth.
| Problem | Reduced to one variable | Answer |
|---|---|---|
| Rectangle of greatest area with perimeter P | A = w(P/2 − w) | A square of side P/4, area P²/16 |
| Open box from a square sheet of side a, cutting x from each corner | V = x(a − 2x)², with 0 < x < a/2 | x = a/6, giving V = 2a³/27 |
| Closed cylindrical can of fixed volume, least surface area | S = 2πr² + 2V/r | h = 2r — the height equals the diameter |
| Cylinder of greatest volume inscribed in a sphere of radius R | V = π(R² − h²/4)h | h = 2R/√3, V = 4πR³/(3√3) |
| Cone of greatest volume inscribed in a sphere of radius R | V = π(R² − (h − R)²)h/3 | h = 4R/3, V = 32πR³/81 |
One observation is worth carrying out of the table, because it turns several of these into a sanity check rather than a derivation: the optimum is usually the symmetric case. The rectangle of greatest area is a square. The can of least surface area has its height equal to its diameter. The cylinder in the sphere and the cone in the sphere both settle at simple ratios of R. When a derivation lands on a lopsided answer to a symmetric-looking problem, that is worth a second look at the algebra before it is worth believing.
Key takeaways
- The chain rule carries most of differentiation; the product and quotient rules do the rest.
- When the variable appears in both base and exponent, take logarithms before differentiating.
- For a parametric curve dy/dx = (dy/dt)/(dx/dt), but the second derivative is not the ratio of second derivatives.
- f′ > 0 means increasing, f′ < 0 decreasing; the normal has slope −1/f′.
- f′ = 0 is necessary but not sufficient for an extremum — x³ at the origin is the counterexample.
- Classify a stationary point by the sign change of f′, or by f″ > 0 for a minimum and f″ < 0 for a maximum.
- On a closed interval always evaluate the endpoints too — the absolute extremum may sit there.
- A relative error is multiplied by the exponent: 1 % in the radius is about 3 % in the volume.
- In a word problem the constraint is what reduces two variables to one — find it before differentiating.
- Write the domain beside the function: a derivative often has a second root the situation forbids.
- The optimum is usually the symmetric case — a square, or a can whose height equals its diameter.
Practice questions (13)
Attempt each one before opening the answer. Every explanation names the tempting wrong option as well as the right one, because that is where marks are lost.
For f(x) = x³, the point x = 0 is:
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Answer: C — A point of inflection, not an extremum
The derivative 3x² vanishes at 0, so it is a stationary point, but 3x² is positive on both sides, so the function increases through 0 without turning. Since f′ does not change sign there is no extremum, and the second-derivative test is inconclusive because f″(0) = 0 as well — which is precisely why the sign-change test is the more reliable of the two.To differentiate y = xsin x, the correct first step is:
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Answer: B — Take logarithms of both sides
Neither the power rule nor the exponential rule applies, because the power rule needs a constant exponent and the exponential rule a constant base, and here both vary. Taking logarithms gives log y = sin x · log x, an ordinary product that differentiates easily and yields y′ after multiplying through by y. The same approach handles every (function)^(function) expression.The slope of the normal to a curve at a point where f′(x) = 2 is:
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Answer: D — −1/2
The normal is perpendicular to the tangent, so its slope is the negative reciprocal of the tangent slope, −1/2. Quoting 1/2 forgets the sign and −2 forgets to invert; both are offered because each is one step short. The relation also explains why a normal is vertical exactly where the tangent is horizontal, since the reciprocal of zero is undefined.To find the absolute maximum of a continuous function on [a, b], you must evaluate it at:
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Answer: B — The stationary points and both endpoints
The derivative test locates interior turning points but says nothing at a or b, where the function has only a one-sided neighbourhood, and the largest value on a closed interval may well occur there — as it does for f(x) = x on [0, 1]. So the full candidate list is every stationary point together with both endpoints, and the answer is the largest value among them.An error of 1 % in measuring the radius of a sphere produces an approximate error in its volume of:
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Answer: C — 3 %
Since V = (4/3)πr³, differentiating gives dV/V = 3 dr/r, so the relative error is multiplied by the exponent 3 and becomes about 3 %. The same rule gives 2 % for the surface area, which goes as r². Recognising that a relative error scales with the exponent turns this family of questions into a single multiplication.For a parametric curve x = f(t), y = g(t), the second derivative d²y/dx² is:
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Answer: B — The derivative of dy/dx with respect to t, divided by dx/dt
The first derivative dy/dx is itself a function of t, so differentiating it with respect to x requires the chain rule once more: d²y/dx² = [d(dy/dx)/dt] ÷ (dx/dt). Taking the ratio of the two second derivatives is a natural-looking shortcut and is simply wrong, which is why it is offered first — the error survives because it gives a plausible expression rather than an obvious absurdity.f(x) is increasing on an interval when, throughout it:
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Answer: B — f′(x) ≥ 0
Increasing behaviour is about the direction of change, which the first derivative measures, so f′ ≥ 0 throughout is exactly the condition. The value of f itself is irrelevant — a function can be increasing while entirely negative — and f″ > 0 describes concavity, so a curve can be concave up while decreasing, as e−x is. Keeping the two derivatives assigned to different properties prevents most confusion here.Two curves are orthogonal at a point of intersection if the product of their slopes there is:
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Answer: C — −1
Perpendicular lines have slopes whose product is −1, and orthogonality of curves is defined by their tangents at the common point being perpendicular, so m₁m₂ = −1. A product of 0 would mean one tangent is horizontal, which makes the curves perpendicular only if the other tangent happens to be vertical — a case the general condition already covers through undefined slopes.An open box is made from a square sheet of side 12 cm by cutting a square of side x from each corner and folding up the flaps. The volume is greatest when x is:
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Answer: A — 2 cm
The base is (12 − 2x) square and the height is x, so V = x(12 − 2x)². Differentiating gives stationary points at x = 2 and x = 6, and the general result for a sheet of side a is x = a/6. The tempting 6 cm is the other root of the same derivative — it is the cut that removes the entire sheet, leaving a box of zero volume, and it appears as an option in every question of this type. Writing the domain 0 < x < 6 down beside the function excludes it before it is ever evaluated.For that same 12 cm sheet, the greatest volume of the open box is:
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Answer: C — 128 cm³
At x = 2 the base is 8 by 8 and the height is 2, so V = 2 × 64 = 128 cm³. The other options are the volumes at the wrong cuts rather than invented numbers: x = 3 gives 3 × 36 = 108 and x = 1 gives 1 × 100 = 100, which is exactly what a candidate who guessed the stationary point rather than solving for it would compute. Substituting a guessed x into a correct formula produces a plausible number, which is why the classification step cannot be skipped.A closed cylindrical can of fixed volume is to be made with the least material. Its height h and radius r satisfy:
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Answer: B — h = 2r
Eliminating h through V = πr²h gives S = 2πr² + 2V/r, and dS/dr = 0 yields r³ = V/2π, from which h = V/πr² works out to 2r — the height equals the diameter. The result is worth remembering in that form rather than as a formula for r, because it is the symmetric statement and it is what questions ask for. Option A is the answer for a can with no lid, where only one circular face is paid for; reading whether the can is closed is therefore part of the question, not a detail.The cylinder of greatest volume that can be inscribed in a sphere of radius R has height:
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Answer: A — 2R/√3
With the cylinder centred in the sphere, r² + h²/4 = R², so V = π(R² − h²/4)h is already a function of h alone — the constraint did the reduction. Setting dV/dh = 0 gives h² = 4R²/3, so h = 2R/√3, and the volume is 4πR³/(3√3), which is 1/√3 ≈ 0.577 of the sphere's own volume. Option D is the correct answer to the neighbouring classic — the cone of greatest volume in the same sphere, at h = 4R/3 — and confusing the two is the commonest way this question is lost.Of all rectangles with perimeter 40 cm, the greatest area is:
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Answer: C — 100 cm²
The perimeter fixes w + l = 20, so A = w(20 − w), which is maximised at w = 10 — a square of side 10 and area 100 cm². The other options are the areas of genuine rectangles of the same perimeter (12 × 8 = 96, 15 × 5 = 75), which is what makes them tempting: each is a real answer to "an area", just not the greatest one. The symmetric case winning here is not a coincidence — for a fixed perimeter the square always maximises area, and that fact turns this whole family of questions into a one-line check.