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
3.0
transformation pressure
Projected OFI 2035
1.9
with augmentation
Salary range
$43,113-92,385
median $61,590
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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Domain-specific data fluency
Turning proprietary context into an advantage AI can amplify.
Resilient adjacent roles
| Role | OFI | Human share | Median wage | Difficulty | Demand |
|---|---|---|---|---|---|
| Plumbers, Pipefitters & Steamfitters Skilled Trades | 68% | $75,000 | Moderate | Rising | |
| Police & Sheriff's Patrol Officers Public Sector & Safety | 57% | $76,210 | High | Rising | |
| Flight Attendants Transportation | 60% | $67,000 | High | Rising | |
| Social Workers Public Sector & Social Services | 50% | $61,780 | 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.