Role library
Explore how AI is reshaping real careers, where the durable human advantage lives, and which roles are getting stronger through augmentation.
32
Roles analyzed
51%
Avg. AI exposure
14
Career categories
Quick paths
Use presets when you want a fast scan. Switch to search and filters when you already know the kind of role or exposure level you want to compare.
AI is reshaping product leadership as companies flatten. See which director-level tasks are vulnerable, where AI adds leverage, and how to stay essential.
Exposure profile
42% of the role is shifting under AI pressure
AI is reshaping engineering management as companies flatten. See which EM tasks are vulnerable, where AI amplifies your leverage, and how to stay essential.
Exposure profile
48% of the role is shifting under AI pressure
How AI is reshaping plumbing work. See which tasks are resistant, augmented, or vulnerable and why plumbing offers exceptional long-term job security.
Exposure profile
12% of the role is shifting under AI pressure
How AI is reshaping HVAC work. See which tasks are resistant, augmented, or vulnerable and why this trade offers 9% growth and exceptional job security.
Exposure profile
15% of the role is shifting under AI pressure
How AI is reshaping dental hygiene work. See which tasks are resistant, augmented, or vulnerable and why this role offers exceptional job security.
Exposure profile
22% of the role is shifting under AI pressure
How AI is reshaping wind energy work. See which tasks are resistant, augmented, or vulnerable and why wind techs face 50% job growth through 2034.
Exposure profile
28% of the role is shifting under AI pressure
How AI is reshaping air traffic control. See which tasks are resistant, augmented, or vulnerable and why ATC offers $144K median pay with exceptional job security.
Exposure profile
18% of the role is shifting under AI pressure
How AI is transforming data science. See which tasks are vulnerable, where humans still lead, and the skills that matter most in 2026.
Exposure profile
75% of the role is shifting under AI pressure
How AI is reshaping electrical work. Explore which tasks are resistant, augmented, or vulnerable to automation and why electricians are in massive demand.
Exposure profile
18% of the role is shifting under AI pressure
How AI is changing interior design careers. Explore which tasks are resistant, augmented, or vulnerable, plus salary data and next steps.
Exposure profile
58% of the role is shifting under AI pressure
AI is transforming product management fast. See which PM tasks are vulnerable, where AI amplifies your impact, and how to future-proof your career.
Exposure profile
46% of the role is shifting under AI pressure
AI is entering mental health care, but therapists remain essential. See which therapy tasks are AI-resistant, augmented, or vulnerable.
Exposure profile
30% of the role is shifting under AI pressure
How AI is reshaping accountant roles. Explore which tasks are resistant, augmented, or vulnerable to automation and what skills matter now.
Exposure profile
70% of the role is shifting under AI pressure
AI is disrupting copywriting fast. See which tasks are vulnerable, what skills still matter, and how copywriters can adapt to thrive in 2026 and beyond.
Exposure profile
82% of the role is shifting under AI pressure
AI is transforming cybersecurity analyst roles fast. See which tasks are vulnerable, where AI amplifies your skills, and what to do next.
Exposure profile
48% of the role is shifting under AI pressure
How AI is transforming data analyst roles. Explore which tasks are vulnerable, where humans still lead, and what skills to build now.
Exposure profile
75% of the role is shifting under AI pressure
How AI is transforming financial analyst roles. Explore which tasks are resistant, augmented, or vulnerable to automation and what skills matter now.
Exposure profile
68% of the role is shifting under AI pressure
How AI is changing graphic design careers. Explore which tasks are resistant, augmented, or vulnerable, plus salary data and actionable next steps.
Exposure profile
72% of the role is shifting under AI pressure
AI is transforming HR manager roles. Learn which tasks are vulnerable, where humans still lead, and how to future-proof your HR career.
Exposure profile
60% of the role is shifting under AI pressure
How AI is reshaping journalism careers. See which reporting tasks are vulnerable, what skills endure, and how journalists can thrive in 2026.
Exposure profile
68% of the role is shifting under AI pressure
How AI is reshaping lawyer roles. Explore which legal tasks are resistant, augmented, or vulnerable to automation and what skills matter now.
Exposure profile
65% of the role is shifting under AI pressure
AI is reshaping marketing manager roles. Learn which tasks are vulnerable, where humans still lead, and how to future-proof your marketing career.
Exposure profile
74% of the role is shifting under AI pressure
How AI is reshaping pharmacist jobs in 2026. See which pharmacy tasks are AI-resistant, augmented, or vulnerable — and where the career is headed.
Exposure profile
52% of the role is shifting under AI pressure
How AI is reshaping physician jobs in 2026. See which doctor tasks are AI-resistant, augmented, or vulnerable — plus salary data and career advice.
Exposure profile
45% of the role is shifting under AI pressure
How AI is transforming project manager roles. Explore which tasks are resistant, augmented, or vulnerable to automation and what skills matter now.
Exposure profile
58% of the role is shifting under AI pressure
How AI is transforming real estate agent roles. Explore which tasks are resistant, augmented, or vulnerable to automation and what skills matter now.
Exposure profile
55% of the role is shifting under AI pressure
AI is entering healthcare fast, but registered nurses remain essential. See which nursing tasks are AI-resistant, augmented, or vulnerable.
Exposure profile
35% of the role is shifting under AI pressure
How AI is transforming sales representative roles. Explore which tasks are resistant, augmented, or vulnerable to automation and what skills matter now.
Exposure profile
60% of the role is shifting under AI pressure
AI is transforming software engineering fast. See which tasks are vulnerable, where AI amplifies your skills, and how to future-proof your career.
Exposure profile
72% of the role is shifting under AI pressure
How AI is reshaping supply chain manager roles. Explore which tasks are resistant, augmented, or vulnerable to automation and what skills matter now.
Exposure profile
62% of the role is shifting under AI pressure
AI is reshaping K-12 teaching but not replacing teachers. See which tasks are resistant, augmented, or vulnerable, and how to future-proof your career.
Exposure profile
42% of the role is shifting under AI pressure
How AI is changing UX design careers. Explore which tasks are resistant, augmented, or vulnerable, plus salary data and actionable next steps.
Exposure profile
62% of the role is shifting under AI pressure