Second Derivatives of Implicit Functions
Textbook Reference
| Primary source | OpenStax Calculus Volume 1, Section 3.8: “Implicit Differentiation” |
| Book URL | https://openstax.org/details/books/calculus-volume-1 |
Freely available and openly licensed.
Try This First
For the circle $x^2 + y^2 = r^2$, you know $\dfrac{dy}{dx} = -\dfrac{x}{y}$.
Predict: what should $\dfrac{d^2y}{dx^2}$ look like? Is the upper arc of the circle concave up or concave down?
The upper arc is a “hill” shape -- concave down. So you expect $\dfrac{d^2y}{dx^2} < 0$ on the upper arc. The formula derivation below will confirm this.
Prerequisite Check
Quick Reference
To find $d^2y/dx^2$ implicitly:
- Find $dy/dx$ by implicit differentiation.
- Differentiate $dy/dx$ with respect to $x$ (implicit differentiation again -- treat $dy/dx$ as a function of $x$, and $y$ as a function of $x$).
- Substitute the expression for $dy/dx$ from Step 1 wherever $dy/dx$ appears in Step 2.
- Simplify, expressing the result in terms of $x$ and $y$.
Key Concepts
1. The Procedure for a Circle
Example 1. Find $\dfrac{d^2y}{dx^2}$ for $x^2 + y^2 = r^2$.
Step 1. $\dfrac{dy}{dx} = -\dfrac{x}{y}$.
Step 2. Differentiate $-x/y$ with respect to $x$ (quotient rule, treating $y = y(x)$): \[ \frac{d^2y}{dx^2} = \frac{d}{dx}\left[-\frac{x}{y}\right] = -\frac{y \cdot 1 - x \cdot \frac{dy}{dx}}{y^2} = -\frac{y - x\frac{dy}{dx}}{y^2}. \]
Step 3. Substitute $dy/dx = -x/y$: \[ \frac{d^2y}{dx^2} = -\frac{y - x(-x/y)}{y^2} = -\frac{y + x^2/y}{y^2} = -\frac{y^2 + x^2}{y^3} = -\frac{r^2}{y^3}. \]
(Used $x^2 + y^2 = r^2$ in the last step.)
Interpretation. For the upper arc, $y > 0$, so $d^2y/dx^2 = -r^2/y^3 < 0$. Concave down -- matching the “hill” picture. For the lower arc, $y < 0$: $d^2y/dx^2 > 0$. Concave up -- matching a “valley.”
2. Why Substituting $dy/dx$ Matters
After differentiating again in Step 2, the result contains $dy/dx$. This is still an implicit expression. To get a formula purely in $x$ and $y$, you substitute the Step 1 expression for $dy/dx$.
If you do NOT substitute, the formula is: \[ \frac{d^2y}{dx^2} = -\frac{y - x\frac{dy}{dx}}{y^2}. \]
This is correct but contains $dy/dx$ -- it is valid, but less useful for determining concavity at a specific point. After substitution, you get: \[ \frac{d^2y}{dx^2} = -\frac{r^2}{y^3}. \]
Evaluating concavity at $(3, 4)$ on $x^2 + y^2 = 25$: $d^2y/dx^2 = -25/64 < 0$. Concave down at this point.
3. General Example
Example 2. Find $\dfrac{d^2y}{dx^2}$ for $x^2 + y^3 = 5$.
Step 1. $2x + 3y^2\,dy/dx = 0 \Rightarrow dy/dx = -2x/(3y^2)$.
Step 2. Differentiate: \[ \frac{d^2y}{dx^2} = \frac{d}{dx}\left[\frac{-2x}{3y^2}\right] = -\frac{2 \cdot 3y^2 - 2x \cdot 6y\,dy/dx}{9y^4} = -\frac{6y^2 - 12xy\,dy/dx}{9y^4}. \]
Step 3. Substitute $dy/dx = -2x/(3y^2)$: \[ = -\frac{6y^2 - 12xy \cdot (-2x/(3y^2))}{9y^4} = -\frac{6y^2 + 8x^2/y}{9y^4} = -\frac{6y^3 + 8x^2}{9y^5}. \]
4. Multiple Representations: Concavity and Graph
For the ellipse $\dfrac{x^2}{9} + \dfrac{y^2}{4} = 1$:
$dy/dx = -4x/(9y)$.
$d^2y/dx^2 = -4/(9y^3) \cdot (x^2/9 + y^2/4)^{-1} \cdot 1 = -4 \cdot (1/9)/y^3 \cdot (9) = -4/(9y^3)$ (after using the ellipse equation $x^2/9 + y^2/4 = 1$ to simplify).
Wait, let me redo: differentiate $dy/dx = -4x/(9y)$:
$\frac{d^2y}{dx^2} = -\frac{4 \cdot 9y - 4x \cdot 9\,dy/dx}{81y^2} = -\frac{4}{9} \cdot \frac{y - x\,dy/dx}{y^2}$.
Substitute $dy/dx = -4x/(9y)$:
$= -\frac{4}{9} \cdot \frac{y + 4x^2/(9y)}{y^2} = -\frac{4}{9} \cdot \frac{9y^2 + 4x^2}{9y^3}$.
Using $4x^2/9 + y^2 = 4$ (rearranging the ellipse equation): $4x^2 + 9y^2 = 36$.
$d^2y/dx^2 = -\frac{4}{9} \cdot \frac{36}{9y^3} = -\frac{16}{9y^3}$.
Upper ellipse ($y > 0$): $d^2y/dx^2 < 0$ (concave down). Lower ellipse ($y < 0$): $d^2y/dx^2 > 0$ (concave up).
5. Ask Why: Why Two Applications of Implicit Differentiation?
The second derivative $d^2y/dx^2$ is $\dfrac{d}{dx}\left[\dfrac{dy}{dx}\right]$. Since $dy/dx$ is a function of $x$ (involving $y(x)$), differentiating it with respect to $x$ requires the same chain rule and implicit-differentiation technique used in the first step.
The two-step structure is unavoidable: each derivative step uses the previous derivative result.
Named Misconception: Stopping After One Differentiation
A common error: computing $dy/dx$ correctly, then reporting that as the answer to “find $d^2y/dx^2$.” These are different quantities. $dy/dx$ is the slope; $d^2y/dx^2$ is the rate of change of the slope, which governs concavity.
Common Errors
| Error | Example | Correction |
|---|---|---|
| Confusing $dy/dx$ with $d^2y/dx^2$ | Reporting $-x/y$ as $d^2y/dx^2$ | $-x/y$ is $dy/dx$; find $d^2y/dx^2$ by differentiating again |
| Forgetting to substitute $dy/dx$ | Leaving $d^2y/dx^2 = -(y - x\,dy/dx)/y^2$ unresolved | Substitute the expression for $dy/dx$ to get a formula in $x, y$ only |
| Missing chain rule on $dy/dx$ itself | Treating $(dy/dx)$ as a constant in step 2 | $dy/dx$ is a function of $x$; its derivative is $d^2y/dx^2$ |
Common Misconceptions
$\dfrac{dy}{dx}$ and $\dfrac{d^2y}{dx^2}$ describe the same thing about a curve.
This is the height-vs-slope error applied to successive derivatives. For the circle $x^2 + y^2 = r^2$, the first derivative $dy/dx = -x/y$ gives the slope of the tangent line at each point. The second derivative $d^2y/dx^2 = -r^2/y^3$ gives the rate of change of that slope, which governs concavity. At the point $(0, r)$, the slope is $0$ (horizontal tangent), but the second derivative is $-r^2/r^3 = -1/r$, confirming the arc is concave down. Reporting $dy/dx$ as the answer to a question about $d^2y/dx^2$ conflates two distinct quantities that measure different geometric properties.
Leveled Practice
Level 1 -- Computing $d^2y/dx^2$
Problem 1. Find $\dfrac{d^2y}{dx^2}$ for $x^2 + y^2 = 9$ at $(0, 3)$.
Show answer
$dy/dx = -x/y$.
$d^2y/dx^2 = -9/y^3$. At $(0,3)$: $-9/27 = -1/3$.
The upper arc is concave down, with curvature $1/3$ at the top point.
Problem 2. Find $\dfrac{d^2y}{dx^2}$ for $y^2 = 4x$ (parabola) and evaluate at $(1, 2)$.
Show answer
Differentiate: $2y\,dy/dx = 4 \Rightarrow dy/dx = 2/y$.
$d^2y/dx^2 = \dfrac{d}{dx}[2/y] = -2\,dy/dx / y^2 = -2(2/y)/y^2 = -4/y^3$.
At $(1,2)$: $-4/8 = -1/2$.
Level 2 -- Applying to Concavity
Problem 3. For $x^2 - y^2 = 1$ (hyperbola), find $d^2y/dx^2$ and determine the concavity of the upper branch.
Show answer
$2x - 2y\,dy/dx = 0 \Rightarrow dy/dx = x/y$.
$d^2y/dx^2 = \dfrac{y \cdot 1 - x\,dy/dx}{y^2} = \dfrac{y - x^2/y}{y^2} = \dfrac{y^2 - x^2}{y^3} = \dfrac{-1}{y^3}$ (using $x^2 - y^2 = 1$).
Upper branch ($y > 0$): $d^2y/dx^2 = -1/y^3 < 0$. Concave down.
Level 3 -- Low-Floor-High-Ceiling Extension
Problem 4 (Extension).
(a) (Floor) For $y^3 = x$, find $dy/dx$ and $d^2y/dx^2$ explicitly (solve for $y = x^{1/3}$) and confirm they match the implicit differentiation result.
(b) (Mid) Show that for any conic $ax^2 + bxy + cy^2 = d$, the second derivative $d^2y/dx^2$ can be expressed in terms of $a$, $b$, $c$, $d$, and the original conic equation.
(c) (Ceiling) The curvature of a curve at a point is $\kappa = |y''|/(1+(y')^2)^{3/2}$. For the circle $x^2+y^2=r^2$, compute $\kappa$ at any point and verify it equals $1/r$ (the reciprocal of the radius).
Show answer
(a) $y = x^{1/3}$: $dy/dx = x^{-2/3}/3$. $d^2y/dx^2 = -2x^{-5/3}/9$.
Implicit: $3y^2 dy/dx = 1 \Rightarrow dy/dx = 1/(3y^2) = 1/(3x^{2/3})$. Matches.
$d^2y/dx^2$: differentiate $1/(3y^2)$: $-6y\,dy/dx/(9y^4) = -2\,dy/dx/(3y^3) = -2(1/(3y^2))/(3y^3) = -2/(9y^5)$. Using $y = x^{1/3}$: $-2/(9x^{5/3})$. Matches.
(b) Differentiating $ax^2 + bxy + cy^2 = d$: $2ax + by + bxy' + 2cyy' = 0 \Rightarrow y' = -(2ax+by)/(bx+2cy)$.
Differentiating again (via quotient rule, then substituting $y'$) gives $y''$ in terms of $a,b,c,x,y$. The conic equation $ax^2+bxy+cy^2 = d$ can then be used to simplify.
(c) $y' = -x/y$. $y'' = -r^2/y^3$.
$\kappa = \dfrac{r^2/y^3}{(1+x^2/y^2)^{3/2}} = \dfrac{r^2/y^3}{((y^2+x^2)/y^2)^{3/2}} = \dfrac{r^2/y^3}{(r^2/y^2)^{3/2}} = \dfrac{r^2/y^3}{r^3/y^3} = \dfrac{r^2}{r^3} = \dfrac{1}{r}$.
The curvature of a circle of radius $r$ is uniformly $1/r$ at every point.
Mastery Checklist
Mental Model
The second implicit derivative requires two complete rounds of implicit differentiation, each building on the last. The first round gives a slope formula $y' = f(x,y)$. The second round differentiates $f(x,y)$ with respect to $x$, treating $y$ as a function and applying the chain rule wherever $y$ appears. The result still contains $y'$, which you then replace using the first-round formula.
The circle result $d^2y/dx^2 = -r^2/y^3$ is a memorable test case: the sign confirms concavity (negative for upper arc), and the magnitude captures curvature.
Connections
Within MATH161
- Concavity and inflection points: The sign of $d^2y/dx^2$ tells you concavity on an implicit curve, exactly as for explicit functions.
- Curvature: In more advanced work, the curvature formula $\kappa = |y''|/(1+(y')^2)^{3/2}$ requires both first and second implicit derivatives.
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