RaidDriftDetector: Guild Roster Attrition Predictor
Predicts which guild members are likely to quit within 30 days by analyzing login patterns, raid attendance decay, and chat activity for MMO gaming communities.
The Problem
Guild leaders in games like World of Warcraft, Final Fantasy XIV, and Lost Ark spend hours manually tracking which members are becoming inactive, often losing key players before realizing they're gone. By the time someone misses a raid, it's too late—they've already mentally checked out. There's no early warning system that flags members showing silent disengagement patterns.
Target Audience
Guild leaders and officers in subscription-based MMOs (WoW, FFXIV, Lost Ark, ESO) managing 20-200 person communities who care about retention but lack predictive tools.
Why Now?
Guild leadership burnout is at peak levels post-WoW Dragonflight; guilds are fracturing over retention; Discord-first tooling makes data aggregation easier than ever.
What's Missing
Existing guild management tools focus on DKP, loot tracking, and scheduling—not member attrition prediction. Game APIs don't expose detailed activity patterns, so third-party solutions using Discord metadata + guild-uploaded rosters are the only viable approach.
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