Average product will increase only when marginal product increases.
OR
Average product rises only where marginal product rises.

Explanation

False: Average product may increase even if marginal product does not increase. Marginal product rises and falls at a faster rate than the average product. Marginal product curve cuts the average product at its maximum point which implies that average product may be increasing even if marginal product is falling.