AI literacy becomes table stakes
Prompting and tool use move from bonus to baseline. Basic admin and data-entry roles feel the first automation wave.
Get a personalized projection in 60 seconds. Grounded in research from the World Economic Forum, McKinsey, LinkedIn, and PwC. Three questions, one timeline, your action plan.
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Your goal shapes the action plan at the end.
Four research-backed waves of change. Use these as checkpoints, not deadlines.
Prompting and tool use move from bonus to baseline. Basic admin and data-entry roles feel the first automation wave.
Half of GenAI-using companies deploy AI agents. Specialist roles require active AI collaboration.
Core skill demand shifts substantially. New jobs outnumber displaced ones. AI orchestration becomes a standard competency.
Durable human skills become the differentiator. Workers entering the market today will hold twice as many jobs as those 15 years ago.
Click a tab to filter. Each skill includes the research source behind its trajectory.
Built from the AI Kairos AHEAD framework, personalized to your answers.
Sources cited in the skill data. Every skill in the map carries one of these published sources:
Additional research consulted.
Sources last verified: 23 May 2026. Headline figures were rechecked against the World Economic Forum Future of Jobs Report 2025 (39% of core skills changing by 2030; net +78 million jobs). Next scheduled review: on publication of the WEF Future of Jobs 2026 report.
Readiness score calculation. Your score is generated by an AI Kairos model, not taken from any single report. It blends three inputs: your role's exposure to AI transformation, your current AI tool fluency, and how well your goal aligns with the skills projected to rise. The skill list is research-backed. The personal score is our own logic layered on top of it.
About the AHEAD framework. Audit, Hypothesize, Experiment, Automate, Deliver. The AI Kairos framework for putting AI to work in your career.