This tradeoff doesn’t exist.

Look at Apple’s own smartphone lineup. The Pro models with 120Hz screens get better battery life than the low end iPhone models.

You could make up for the difference in battery life with an almost undetectable amount of extra battery capacity from both a cost and size standpoint.