How ILONAA Works
Profession, Position, and Person combine into one AI Replacement Risk score.
Profession
Position
Person
AI Replacement Risk
Three perspectives.One clearer picture.
Profession
Your starting point.
Every profession begins from a different baseline.
Position
Your context.
Responsibility and scope influence outcomes.
Person
Your adaptability.
How you learn, adapt, and work with change.
Methodology detail
Data sources and score bounds—for readers who want depth.
Methodology detail
Data sources and score bounds—for readers who want depth.
Profession
U.S. occupational data (O*NET) sets the structural baseline for the occupation you select.
Position
Your reach, decision stakes, and human-centered work shape role-level protection or pressure.
Person
AI usage, learning pace, and human strengths adjust personal resilience.
AI Replacement Risk
One directional score (5–85%), not a forecast. Work-style context is based on the u.s. department of labor riasec framework.
What ILONAA does not claim
- Not a prediction.
- Not career advice.
- Not an official government product.
- Built on public occupational frameworks and your answers.