How fast do engagement signals influence reputation?

Engagement signals influence reputation relatively quickly, though the exact timeline varies by provider and the magnitude of change.

Immediate signals like spam reports can affect filtering within hours. A sudden spike in complaints triggers rapid filter adjustment to protect users.

Aggregate engagement trends take days to weeks to influence reputation meaningfully. Filters smooth data over time to avoid overreacting to normal variation.

Sudden changes get attention faster. If engagement dramatically drops after a campaign, filters notice quickly. Gradual decline may take longer to influence reputation.

Recovery from poor engagement takes longer than reputation damage. Rebuilding requires sustained positive signals over weeks or months.

Filters respond to change at different speeds. Rapid deterioration triggers quick response. Gradual improvement requires patience.