Research-backed career guidance, tailored to you.
Type a career. See its AI risk, pay, and best majors — in seconds.
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The gap between AI-fluent workers and everyone else is the widest premium in the labor market.
“AI is going to change literally every job. Maybe there's a job in the world that AI won't change — but I haven't thought of it.”
“You are not going to lose your job to AI — but you are going to lose your job to somebody who uses AI.”
“AI could wipe out half of all entry-level white-collar jobs within one to five years. Most people are unaware this is about to happen.”
It depends on the job — and on you. Roles built on routine, repeatable tasks are shrinking fast; roles built on judgment, relationships, licenses, or physical skill are growing. Type any career into PathFinder above to see where yours falls.
Often — but treat it like an investment. Check real earnings by major and school at College Scorecard before committing. A high-ROI degree, a paid apprenticeship, or a certificate can all be the right answer.
Three things: use AI tools daily until they feel normal, build one real project you can show someone, and learn basic data skills. That combination beats any single major.
Bring data instead of opinions. Run their ideas through PathFinder together, look at the numbers, and let them react. One honest conversation with someone working in the field beats any brochure.
Yes — skilled trades have the lowest AI exposure of any sector (4.1%), and the data-center boom is pushing electrician pay past $100K with zero student debt. The catch: the work has to physically suit them, so arrange a shadow day first.
BLS Occupational Outlook, the WEF Future of Jobs Report, the Anthropic Economic Index, peer-reviewed research in Science, and public company announcements. Every number on this site is sourced.
Two minutes of honest questions. A plan grounded in real data.
Take the quizBased on Holland's RIASEC model, cross-referenced with Anthropic Economic Index 2026, WEF Future of Jobs 2025, and BLS projections through 2034.
Select an industry to see which roles are disappearing, which are safe, what's emerging, and what to study.
Investment banking, asset management, fintech, accounting
Law firms, in-house counsel, public interest, legal tech
Software dev, product, data science, cybersecurity, IT
Hospitals, clinics, pharma, public health, medical devices
News, publishing, film, music, design, advertising
K-12, universities, corporate training, edtech
Infrastructure, energy, automotive, aerospace
Digital marketing, brand, SEO, social, PR
Management consulting, operations, HR, strategy
Federal/state agencies, policy research, military, intelligence
Electricians, plumbers, HVAC, construction, mechanics
Solar, wind, grid modernization, EV infrastructure, energy storage
Drug discovery, clinical trials, genomics, medical devices, regulatory affairs
Online retail, brick-and-mortar, supply chain, fulfillment, merchandising
Trucking, freight, ports, air cargo, supply chain planning, autonomous vehicles
Residential & commercial real estate, property technology, appraisal, development
Photography, film, music, illustration, animation, design, performance
Who's cutting, who's retraining, and who's racing to hire — based on public announcements and verified data.
The pattern across every sector: Firms aren't stopping hiring — they're raising the floor. The gap between commodity skills and AI-powered skills has never been wider or better compensated. Companies cutting junior roles are simultaneously competing aggressively for AI-fluent talent.
Select your situation for a concrete action plan based on current research.
The key insight: You don't need to have it all figured out yet. AI will reshape whatever path you choose — the skill that matters is learning to use it as a tool rather than fear it as a threat. The people adapting well right now aren't more talented; they're more curious and more willing to experiment.
The key insight: Entry-level hiring is contracting — but it isn't gone. Those landing offers right now are building real skills, completing real projects, and entering professional networks early. One AI-powered portfolio project and a genuine LinkedIn network consistently outperforms two hundred generic applications.