Career Transition Engine
Enter your role to see its transformation trajectory, resilient adjacent occupations, the skills that compound, and transition difficulty.
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Task-transformation scenarios grounded in published AI-exposure frameworks — model outputs, not predictions of job loss or guaranteed pay.
Current OFI
29.9
transformation pressure
Projected OFI 2035
23.9
with augmentation
Salary range
$69,923–149,835
median $99,890
Outlook
See below
This role is comparatively insulated; augmentation skills still raise productivity and pay.
Your role's task trajectory
Skill gaps to build
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AI orchestration
Designing and supervising AI/agent workflows for your domain.
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Human-in-the-loop oversight
Verification, judgment, and accountability skills that agents cannot supply.
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Domain-specific data fluency
Turning proprietary context into an advantage AI can amplify.
Resilient adjacent roles
| Role | OFI | Human share | Median wage | Difficulty | Demand |
|---|---|---|---|---|---|
| Physicians & Surgeons Healthcare | 30% | $229,300 | High | Rising | |
| Accountants & Auditors Finance | 18% | $79,880 | Moderate | Rising | |
| Lawyers Legal | 25% | $145,760 | High | Rising | |
| Registered Nurses Healthcare | 45% | $86,070 | High | Rising |
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These are model outputs and scenarios, not forecasts of actual outcomes. This platform measures access to, utilization of, and leverage from cognitive infrastructure — not intelligence. No causality or certainty is claimed.