Review Your Work
And AI Exposure
Your answers describe assumptions about work, company plans and constraints.
This rubric cannot predict job loss, timing or a percentile among workers.
Review your function, company, experience and constraints. 18 questions, including role and country.
No email required to start. Results are immediate.
What This Reviews
Your score ranges from 0-100 across 4 dimensions:
Role Vulnerability
Which tasks depend on repeatable outputs, judgment or relationships?
Company Trajectory
Is your company accelerating layoffs or still hiring?
Market Position
What evidence do you have about alternatives and transferable skills?
Adaptation Readiness
Which workflow or skill assumptions have you tested?
What You'll Learn
Your answers help you examine:
- Your weighted exposure rubric (0-100)— the assumptions
- Which answers contribute most to your score— the reasons
- Your specific vulnerability factors— what's exposed
- Which tasks need a real performance test— the breakdown
- What to review with your employer or adviser— your constraints
- What your three options actually are— the paths
18 questions for technology roles. Your answers stay editable.
About this tool and its assumptions
Method: This is a self-assessment rubric with subjective weights. Scores reflect your answers, not measured probabilities of displacement, timing estimates or a validation of job security. Check actual task performance, employer plans and constraints before drawing a conclusion.