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Statistics · Ch 9 — Differentiation

Maxima and Minima (Profit Maximisation)

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Maxima and Minima (Profit Maximisation)

A central business application of differentiation is finding the level of output at which a quantity — most importantly, profit — is at its maximum (or, for cost, at its minimum). The GSEB Std 12 Commerce Maths and Statistics exam pattern places consistent weight on this maxima-minima business application, so the method below is worth mastering thoroughly.

First Derivative Test — Locating Critical (Stationary) Points

At a maximum or a minimum point of a smooth curve y=f(x)y = f(x), the tangent to the curve is horizontal — its slope is zero. So the first step to locate a maximum or minimum is to solve:

dydx=0\frac{dy}{dx} = 0

Each solution of this equation is called a critical point (or stationary point). A critical point COULD be a maximum, a minimum, or neither (a point of inflection) — the first derivative test alone does not say which.

Second Derivative Test — Confirming Maximum or Minimum

To determine the NATURE of a critical point x=x0x = x_0 (found from dydx=0\frac{dy}{dx}=0), examine the second derivative d2ydx2\dfrac{d^2y}{dx^2} at that point:

  • If d2ydx2<0\dfrac{d^2y}{dx^2} < 0 at x0x_0: the curve is concave downward there, so x0x_0 gives a maximum.
  • If d2ydx2>0\dfrac{d^2y}{dx^2} > 0 at x0x_0: the curve is concave upward there, so x0x_0 gives a minimum.
  • If d2ydx2=0\dfrac{d^2y}{dx^2} = 0: the test is inconclusive; further checking is needed (rare in routine commerce problems).

Profit Maximisation

Profit is π(Q)=TR(Q)−TC(Q)\pi(Q) = TR(Q) - TC(Q). To find the output level that maximises profit:

dπdQ=d(TR)dQ−d(TC)dQ=MR−MC=0⇒MR=MC\frac{d\pi}{dQ} = \frac{d(TR)}{dQ} - \frac{d(TC)}{dQ} = MR - MC = 0 \quad\Rightarrow\quad MR = MC …

Definition 1Critical (Stationary) Point

A point where dydx=0\dfrac{dy}{dx}=0 — a candidate for a maximum, minimum, or point …

Definition 2Second Derivative Test

At a critical point, d2ydx2<0\dfrac{d^2y}{dx^2}<0 indicates a maximum and d2ydx2>0\dfrac{d^2y}{dx^2}>0 ind …

Definition 3Profit-Maximising Condition

Profit is maximised where MR=MCMR = MC (i.e. dπdQ=0\dfrac{d\pi}{dQ}=0), confirmed by $\dfrac{d …