Multivariable calculus
Gradient of x^2 y z^3: Monomial in Three Variables
For f(x, y, z) = x^2 y z^3 the gradient is (2x y z^3, x^2 z^3, 3x^2 y z^2). In each component only the exponent belonging to that variable changes: it comes down as a factor and drops by one, while the other two powers ride along untouched. At (2, 3, 1) this is (12, 4, 36).
The power rule, applied to one variable at a time
A monomial makes the gradient mechanical. To differentiate with respect to , treat as a constant multiplier and apply the power rule to .
For the exponent is 1, so it comes down as a 1 and disappears entirely. For the exponent 3 comes down and leaves .
There is a shortcut worth knowing for monomials. Away from the coordinate planes you can factor out of every component, since and similarly for the others.
The mistake: lowering every exponent at once
The most common wrong answer is or , produced by differentiating two variables in the same step. A partial derivative changes exactly one exponent.
- Check the total degree. The function has degree , so every component of the gradient must have degree 5.
- has degree , has degree , and has degree . All three pass.
- A wrong answer like has degree 4, which flags the error before you substitute a single number.
The second slip is losing the component. Since appears to the first power, contains no at all, and students sometimes read that as a mistake and put the back.
A numerical check at a point
At the function value is .
The component is by far the largest, which the shortcut formula predicts: the exponent on is the biggest, and at the factor beats and . In relative terms the exponent is the whole story: raising by one percent raises by about three percent, raising by one percent raises it by two, and raising by one percent raises it by one.
Every component carries a factor of and a factor of , so exactly on the plane and on the plane . The critical set is two whole planes. Setting alone is not enough, since survives it.
Frequently asked questions
Why does vanish from ?
Because appears to the first power. Differentiating gives , so the factor is replaced by 1 and only remains. Nothing was lost.
Which variable changes fastest at ?
The variable . The components are , so a small step in changes three times as fast as the same step in and nine times as fast as one in .