Lab note
Ranking Windows
The lab is static, but comparison without any time awareness gets stale fast. Ranking windows keep the visible leaderboard tied to a recent reading of activity instead of a permanent frozen order.
The lab is static, but comparison without any time awareness gets stale fast. Ranking windows keep the visible leaderboard tied to a recent reading of activity instead of a permanent frozen order.
The window changes how much a recent burst should matter versus a long-term larger footprint. That balance is what keeps the lab readable.
It cannot turn the lab into a live analytics tool. It only keeps the ranking slice anchored in recent visible behavior.