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5.6 - Determining Concavity of Functions over Their Domains

Understanding Concavity

Concavity describes which way a curve bends.
Concave up: opens upward like a cup that holds water, ∪\cup
Concave down: opens downward like an upside-down cup, ∩\cap
No concavity: a straight line has none
5.6 - Determining Concavity of Functions over Their Domains

Concavity and the First Derivative

When a function is concave up, the slope (the first derivative) is increasing.
5.6 - Determining Concavity of Functions over Their Domains
Moving left to right, the slope goes negative →\rightarrow zero →\rightarrow positive. The derivative values are increasing.
When a function is concave down, the slope is decreasing.

The Second Derivative Test for Concavity

If f′(x)f'(x) increasing means (f′(x))′>0(f'(x))' > 0, and (f′(x))′=f′′(x)(f'(x))' = f''(x), then:
If f′′(x)>0, then f is concave up\text{If } f''(x) > 0, \text{ then } f \text{ is concave up}If f′′(x)<0, then f is concave down\text{If } f''(x) < 0, \text{ then } f \text{ is concave down}
Mnemonic: positive second derivative is a happy face ∪\cup (concave up). Negative second derivative is a sad face ∩\cap (concave down).

Finding Intervals of Concavity

  1. Find f′′(x)f''(x)
  1. Solve f′′(x)=0f''(x) = 0 and find where f′′(x)f''(x) doesn’t exist
  1. Make a sign chart
  1. Test the sign of f′′(x)f''(x) in each interval
  1. Interpret: positive means concave up, negative means concave down

Example 1

Find the intervals of concavity for g(x)=x4−8x3+18x2−5g(x) = x^4 - 8x^3 + 18x^2 - 5.
Step 1: First derivative.
g′(x)=4x3−24x2+36xg'(x) = 4x^3 - 24x^2 + 36x
Step 2: Second derivative.
g′′(x)=12x2−48x+36g''(x) = 12x^2 - 48x + 36
Step 3: Solve g′′(x)=0g''(x) = 0.
12(x2−4x+3)=0⇒12(x−1)(x−3)=0⇒x=1 or x=312(x^2 - 4x + 3) = 0 \quad \Rightarrow \quad 12(x - 1)(x - 3) = 0 \quad \Rightarrow \quad x = 1 \text{ or } x = 3
Step 4: Sign chart.
Interval
(−∞,1)(-\infty, 1)
x=1x = 1
(1,3)(1, 3)
x=3x = 3
(3,∞)(3, \infty)
Sign of g′′(x)g''(x)
(+)(+)
00
(−)(-)
00
(+)(+)
Test points:
  • x=0x = 0: g′′(0)=36>0g''(0) = 36 > 0
  • x=2x = 2: g′′(2)=48−96+36=−12<0g''(2) = 48 - 96 + 36 = -12 < 0
  • x=4x = 4: g′′(4)=192−192+36=36>0g''(4) = 192 - 192 + 36 = 36 > 0
Step 5: Conclusions.
Concave up on (−∞,1)∪(3,∞)(-\infty, 1) \cup (3, \infty) because g′′(x)>0g''(x) > 0.
Concave down on (1,3)(1, 3) because g′′(x)<0g''(x) < 0.

Points of Inflection

A point of inflection happens at x=cx = c where:
  1. ff is continuous at cc
  1. The concavity changes (which means f′′(x)f''(x) changes sign)
The key idea: a point of inflection is where the graph changes concavity.
5.6 - Determining Concavity of Functions over Their Domains

Back to Example 1

Points of inflection at x=1x = 1 and x=3x = 3 because g′′(x)g''(x) changes sign there.
  • At x=1x = 1: changes from (+)(+) to (−)(-)
  • At x=3x = 3: changes from (−)(-) to (+)(+)
Justification: points of inflection exist because g′′(x)g''(x) changes sign.

Common Mistakes

Wrong: “If f′′(c)=0f''(c) = 0, then x=cx = c is a point of inflection.”
Right: “x=cx = c is a candidate for a point of inflection. You have to verify the sign change.”
Wrong: “If f′′(c)f''(c) doesn’t exist, there can’t be a point of inflection.”
Right: “Even if f′′(c)f''(c) doesn’t exist, there can still be a point of inflection as long as concavity changes.”

Point of Inflection Where f′′f'' Doesn’t Exist

5.6 - Determining Concavity of Functions over Their Domains
All you need for a point of inflection:
  1. ff must be continuous at cc
  1. Concavity must change
The second derivative doesn’t have to exist.

Reading from the Graph of f′(x)f'(x)

Given the graph of f′(x)f'(x):
Concave up where f′(x)f'(x) is increasing (the slope of f′f' is positive)
Concave down where f′(x)f'(x) is decreasing (the slope of f′f' is negative)

Example 2

5.6 - Determining Concavity of Functions over Their Domains
Where is f′(x)f'(x) decreasing? On (−4,−1)(-4, -1) and (1,2)(1, 2).
Where is f′(x)f'(x) increasing? On (−1,1)(-1, 1) and (2,3)(2, 3).
Conclusions about f(x)f(x):
Concave down on (−4,−1)∪(1,2)(-4, -1) \cup (1, 2) because f′(x)f'(x) is decreasing.
Concave up on (−1,1)∪(2,3)(-1, 1) \cup (2, 3) because f′(x)f'(x) is increasing.
Points of inflection at x=−1,1,2x = -1, 1, 2 because concavity changes there.

Reading from the Graph of f′′(x)f''(x)

Given the graph of the second derivative:
Concave up where f′′(x)>0f''(x) > 0 (above the x-axis)
Concave down where f′′(x)<0f''(x) < 0 (below the x-axis)
Points of inflection where f′′(x)f''(x) crosses the x-axis (changes sign)

Example 3

5.6 - Determining Concavity of Functions over Their Domains
Where is f′′(x)>0f''(x) > 0? Above the axis: (−4,−3)∪(1,3)(-4, -3) \cup (1, 3)
Where is f′′(x)<0f''(x) < 0? Below the axis: (−3,1)∪(3,5)(-3, 1) \cup (3, 5)
Concave up on (−4,−3)∪(1,3)(-4, -3) \cup (1, 3)
Concave down on (−3,1)∪(3,5)(-3, 1) \cup (3, 5)
Points of inflection at x=−3,1,3x = -3, 1, 3 where f′′(x)f''(x) crosses the x-axis

Application: Tangent Line Estimates

Concavity tells you whether a tangent line approximation is an overestimate or an underestimate.
5.6 - Determining Concavity of Functions over Their Domains
  • If f′′(x)>0f''(x) > 0 (concave up), the tangent line lies below the curve, so it’s an underestimate
  • If f′′(x)<0f''(x) < 0 (concave down), the tangent line lies above the curve, so it’s an overestimate

Example 4

Does the tangent line to h(x)=xe−xh(x) = xe^{-x} at x=1x = 1 lie above or below the curve?
First derivative (product rule):
h′(x)=e−x+xe−x(−1)=e−x(1−x)h'(x) = e^{-x} + x e^{-x}(-1) = e^{-x}(1 - x)
Second derivative:
h′′(x)=−e−x(1−x)+e−x(−1)=−e−x+xe−x−e−x=e−x(x−2)h''(x) = -e^{-x}(1 - x) + e^{-x}(-1) = -e^{-x} + xe^{-x} - e^{-x} = e^{-x}(x - 2)
Evaluate at x=1x = 1:
h′′(1)=e−1(1−2)=−1e<0h''(1) = e^{-1}(1 - 2) = -\frac{1}{e} < 0
Since h′′(1)<0h''(1) < 0, the function is concave down at x=1x = 1, so the tangent line there lies above the curve. It’s an overestimate.
Side note: at x=2x = 2, h′′(2)=e−2(0)=0h''(2) = e^{-2}(0) = 0, so that’s a candidate for a point of inflection, not a place where you can call the tangent line an over or underestimate.

Key Takeaways

  • Concave up: f′′(x)>0f''(x) > 0 (happy face ∪\cup)
  • Concave down: f′′(x)<0f''(x) < 0 (sad face ∩\cap)
  • Concave up is the same as saying f′(x)f'(x) is increasing
  • Concave down is the same as saying f′(x)f'(x) is decreasing
  • A point of inflection happens where concavity changes, meaning f′′(x)f''(x) changes sign
  • f′′(c)=0f''(c) = 0 does NOT guarantee a point of inflection, you have to verify the sign change
  • A point of inflection can exist even if f′′(c)f''(c) is undefined
  • From the graph of f′(x)f'(x): look at where f′f' increases or decreases
  • From the graph of f′′(x)f''(x): look at where it’s above or below the x-axis
  • Tangent line estimates: concave up means underestimate, concave down means overestimate

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