Power is the probability of finding an effect that genuinely exists. A study with low power is likely to report nothing even when something is there.
That is an expensive kind of silence: the fieldwork cost is paid in full and the question stays open.
The calculation runs the other way too. An oversized sample buys precision nobody needed, at a cost in budget, field burden and time.
