Average Rate of Change and Limits
Key Terms
- The average rate of change (AROC) of f over [a, b] is the gradient of the secant line joining (a, f(a)) and (b, f(b)).
- AROC = Δy/Δx = (f(b) − f(a))/(b − a) = rise/run.
- Writing b = x + h gives the difference quotient: AROC = (f(x+h) − f(x))/h.
- A limit describes the value a function approaches as the input approaches some value. We write limh→0 to mean “as h gets arbitrarily close to 0.”
- As h → 0, the secant line approaches the tangent line at x. The limit of AROC is the instantaneous rate of change.
- Notation: h (or Δx) represents a small change in x; we never actually set h = 0 — we take the limit.
AROC = (f(x + h) − f(x)) / h (h ≠ 0)
Instantaneous rate = limh→0 (f(x + h) − f(x)) / h
| Concept | Geometric meaning | Formula |
|---|---|---|
| AROC over [a, b] | Gradient of secant | (f(b)−f(a))/(b−a) |
| Difference quotient | Gradient of secant | (f(x+h)−f(x))/h |
| Instantaneous ROC | Gradient of tangent | limh→0(f(x+h)−f(x))/h |
As Δx shrinks, the secant (dashed) approaches the tangent (solid orange) at P.
Worked Example 1 — Average rate of change over an interval
Question: For f(x) = x² + 1, find the average rate of change over [1, 4].
AROC = (f(4) − f(1)) / (4 − 1) = (17 − 2) / 3 = 15 / 3 = 5
This is the gradient of the secant joining (1, 2) and (4, 17).
Worked Example 2 — Simplifying the difference quotient
Question: For f(x) = x², simplify (f(x+h) − f(x))/h and find the limit as h → 0.
f(x+h) = (x+h)² = x² + 2xh + h²
f(x+h) − f(x) = x² + 2xh + h² − x² = 2xh + h² = h(2x + h)
(f(x+h) − f(x)) / h = h(2x + h) / h = 2x + h (h ≠ 0)
limh→0 (2x + h) = 2x. So the instantaneous rate of change of x² at any point x is 2x.
From Average to Instantaneous: The Geometric Story
Imagine a car journey. If you travel 150 km in 3 hours, your average speed is 50 km/h — that is an average rate of change. But your speedometer at any moment shows your instantaneous speed, which can be quite different. In mathematical terms, the average rate of change of f over [a, b] is the gradient of the secant line connecting (a, f(a)) and (b, f(b)). As b approaches a (equivalently, as h = b − a approaches 0), the secant line rotates and approaches the tangent line at (a, f(a)). The gradient of this tangent is the instantaneous rate of change. This is the geometric heart of differential calculus: derivatives emerge from the limiting process applied to average rates.
The Difference Quotient in Detail
The expression [f(x+h) − f(x)] / h is called the difference quotient. It represents the average rate of change of f over the interval from x to x+h. When you expand f(x+h) for a polynomial and subtract f(x), the constant terms cancel, leaving only terms involving h. This is not a coincidence — the constant cancels because we are measuring change, and a constant doesn’t change. After cancelling h from every remaining term in the numerator, you are left with an expression that is defined at h = 0. For f(x) = x² + 4x: f(x+h) = x² + 2xh + h² + 4x + 4h. Subtracting f(x) gives 2xh + h² + 4h = h(2x + h + 4). After dividing by h: 2x + h + 4. As h → 0: the instantaneous rate of change is 2x + 4.
Understanding Limits Formally
A limit describes the value a function approaches as the input gets arbitrarily close to some value — but never necessarily equals it. Writing limh→0 (2x + h) = 2x means: as h becomes smaller and smaller (approaching 0 but never being 0), the expression 2x + h gets closer and closer to 2x. We are not dividing by zero — we have already cancelled the h before taking the limit. The limit process is the rigorous way to make precise the informal idea of “what happens as h gets tiny.” This idea underpins the entire definition of the derivative and, at higher levels, the definition of the integral.
Connecting AROC to Real Contexts
For h(t) = −5t² + 20t (height of a ball in metres at time t seconds), the average rate of change over [1, 3] is [h(3) − h(1)] / (3 − 1) = [(45 − 45) − (20 − 5)] / 2 = [0 − 15] / 2 = −7.5 m/s. This is the average velocity — negative because the ball is on average falling over that interval (it rises from t=0 to t=2, falls from t=2 onwards). The instantaneous velocity at t = 1 is found by taking the limit: the difference quotient simplifies to −10t + 20, so at t = 1, the instantaneous velocity is 10 m/s (the ball is still rising). Understanding whether AROC is meaningful in context requires identifying the correct time interval and units.
Numerically Approaching the Limit
Before the formal limit algebra, you can observe the limiting behaviour numerically. For f(x) = x² at x = 1, compute the secant gradients for decreasing h: h = 1 gives (4−1)/1 = 3; h = 0.5 gives (2.25−1)/0.5 = 2.5; h = 0.1 gives (1.21−1)/0.1 = 2.1; h = 0.01 gives 2.01. The pattern clearly approaches 2, consistent with f′(1) = 2(1) = 2. Numerical investigation builds intuition and is a useful check when you are unsure about your algebraic result. However, numerical investigation alone cannot prove a limit — the algebraic approach is required for a rigorous result.
Mastery Practice
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Fluency
Find the average rate of change of each function over the given interval.
- (a) f(x) = 3x + 2 over [1, 5]
- (b) f(x) = x² over [2, 5]
- (c) f(x) = x² − 3x over [0, 4]
- (d) f(x) = 2x² + 1 over [1, 3]
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Fluency
Expand each expression and simplify.
- (a) (x + h)²
- (b) (x + h)² − x²
- (c) (x + h)³ (expand fully)
- (d) 2(x + h)² + 3(x + h) − (2x² + 3x)
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Fluency
For each function, find and simplify the difference quotient (f(x+h) − f(x)) / h.
- (a) f(x) = 5x
- (b) f(x) = x²
- (c) f(x) = 3x + 7
- (d) f(x) = x² + 4x
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Fluency
Evaluate each limit.
- (a) limh→0 (2x + h)
- (b) limh→0 (3x² + 3xh + h²)
- (c) limh→0 (4x + 2h + 1)
- (d) limh→0 (6x² + 6xh + 2h²)
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Understanding
Interpreting average rate of change geometrically.
Recall: The AROC over [a, b] equals the gradient of the secant line joining (a, f(a)) and (b, f(b)).- (a) For f(x) = x², find the gradient of the secant joining x = 1 and x = 3.
- (b) For f(x) = x², find the gradient of the secant joining x = 1 and x = 2, then x = 1 and x = 1.5, then x = 1 and x = 1.1. What value do these seem to approach?
- (c) State the equation of the secant line joining (1, 1) and (3, 9) on y = x².
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Understanding
Difference quotient and approaching the limit.
Method: Simplify (f(x+h)−f(x))/h algebraically, then substitute h = 0 into the simplified form.- (a) For f(x) = x² + 3x, simplify the difference quotient, then find limh→0.
- (b) For f(x) = 2x² − x + 1, simplify the difference quotient, then find limh→0.
- (c) What does the result from each limit represent geometrically?
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Understanding
Connecting AROC to context.
- (a) A ball is thrown upward and its height (in metres) at time t seconds is h(t) = −5t² + 20t. Find the average rate of change of height between t = 1 and t = 3. Interpret this in context.
- (b) Using h(t) from part (a), find the average rate of change between t = 1 and t = 1 + h. Simplify and take the limit as h → 0. What does this represent?
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Understanding
AROC from a table of values.
The table below gives values of f(x) = x³ − x:x 0 1 2 3 f(x) 0 0 6 24 - (a) Find the AROC over [0, 2].
- (b) Find the AROC over [1, 3].
- (c) Verify both answers algebraically using f(x) = x³ − x.
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Problem Solving
Investigating the limit process numerically and algebraically.
Challenge. For f(x) = x³, the difference quotient is (f(x+h)−f(x))/h.- (a) Expand (x + h)³ and hence simplify the difference quotient for f(x) = x³.
- (b) Find limh→0 of your expression. What is the instantaneous rate of change of f(x) = x³ at a general point x?
- (c) Use your result to find the instantaneous rate of change of x³ at x = 2 and at x = −1.
- (d) For g(x) = x³ − 3x, use the difference quotient to find g′(x). At what x-values is the instantaneous rate of change equal to zero?
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Problem Solving
Secant approaches tangent — a modelling problem.
Challenge. A particle moves so that its displacement (in metres) at time t seconds is s(t) = t² + 2t.- (a) Find the average velocity between t = 3 and t = 3 + h. Simplify fully.
- (b) Find the instantaneous velocity at t = 3 by taking the limit as h → 0.
- (c) At what time is the average velocity over [0, t] equal to the instantaneous velocity at t = 1? Show all working.