Three families, three fingerprints
You now know three families of functions: linear (y = mx + b), quadratic (y = ax² + bx + c) and exponential (y = a × bˣ). Real data rarely arrives with a label. A scientist, an economist or a coach has to look at a table or a graph and decide which family fits. Each family leaves its own fingerprint in tables, graphs and equations.
The exponential fingerprint: a constant ratio
Look at y = 2ˣ. The first differences are 1, 2, 4, 8: they repeat the same doubling pattern, so they never become constant, and neither do the second differences (or any later differences). But divide each y-value by the one before it: 2 ÷ 1 = 2, 4 ÷ 2 = 2, 8 ÷ 4 = 2. The ratio is constant.
This is the key test: if the x-values go up in equal steps and the y-values are multiplied by the same number each step, the relation is exponential. Linear functions add the same amount each step; exponential functions multiply by the same amount each step.
Worked exampleExample 1: Classify each table
Each table uses x = 0, 1, 2, 3, 4. Decide whether each relation is linear, quadratic or exponential.
A: y = 5, 8, 11, 14, 17
B: y = 2, 6, 18, 54, 162
C: y = 1, 3, 9, 19, 33
D: y = 64, 48, 36, 27, 20.25
- A: first differences 3, 3, 3, 3: constant → linear (y = 3x + 5).
- B: first differences 4, 12, 36, 108 (not constant). Ratios 6 ÷ 2 = 3, 18 ÷ 6 = 3, 54 ÷ 18 = 3, 162 ÷ 54 = 3: constant → exponential (y = 2 × 3ˣ).
- C: first differences 2, 6, 10, 14; second differences 4, 4, 4: constant → quadratic (y = 2x² + 1). Ratios 3, 3, 2.1, 1.7 are not constant.
- D: first differences −16, −12, −9, −6.75 (not constant). Ratios 48 ÷ 64 = 0.75, 36 ÷ 48 = 0.75, 27 ÷ 36 = 0.75, 20.25 ÷ 27 = 0.75: constant → exponential decay (y = 64 × 0.75ˣ).
A linear, B exponential, C quadratic, D exponential.
Careful
The difference and ratio tests only work when the x-values go up in equal steps. If the x-steps are uneven, either fill in more of the table or compare the graph and equation instead. Also, real data is rarely perfect: ratios of 2.9, 3.1, 3.0, 2.95 suggest an exponential model with a ratio of about 3.
Hands-on activityWhich allowance would you choose?
You need: paper, a pencil and a calculator.
A (very generous) relative offers you a choice of three allowance plans for the next 15 days:
- Plan L: $5 on day 1, and $5 more each day than the day before ($5, $10, $15, …).
- Plan Q: $1 × (day number)² ($1, $4, $9, …).
- Plan E: 1 cent on day 1, doubling every day (1¢, 2¢, 4¢, …).
- Make a table of the amount received each day for each plan, for days 1 to 15.
- Find the first differences, second differences and ratios for each plan. Label each plan linear, quadratic or exponential.
- On which days does each plan pay more than the other two? Which plan pays the most on day 15?
- Sketch all three on one graph.
What to look for: Plan L has constant first differences of $5 (linear). Plan Q has constant second differences of $2 (quadratic). Plan E has a constant ratio of 2 (exponential): its day amount is 0.01 × 2ⁿ⁻¹ dollars. Plan L pays the most on days 1 to 4, L and Q tie on day 5 ($25 each), and Q pays the most on days 6 to 15. On day 15: L pays $75, Q pays $225, E pays 0.01 × 2¹⁴ = $163.84. Plan E is behind for most of the two weeks, but its day-16 payment ($327.68) would already beat Q's ($256), and it pulls away fast after that.