Research Dashboard

Live aggregate data from anonymous quiz responses.

All data is anonymous. No personal information is collected. Results update in real-time as new responses arrive.

About This Research

This dashboard shows aggregate statistics from the OnTilt Self-Check. The quiz measures 6 dimensions of AI tool usage patterns, derived from peer-reviewed research on behavioral addiction mechanisms.

The six dimensions measured are: Loss of Control, Session Escalation, Dark Flow / Immersion, Operational Dependency, Negative Consequences, and Anticipation Shift. Each is scored on a 5-point Likert scale (Never to Always).

Want to contribute? Take the Self-Check — it takes 3 minutes and your responses are completely anonymous.