technology
Data Scientist: AI Impact Profile
75%
How AI is transforming data science. See which tasks are vulnerable, where humans still lead, and the skills that matter most in 2026.
Resistant 25%Augmented 45%Vulnerable 30%
AI-era career intelligence
Navigate your career
in the AI era
Research-backed analysis of how AI is reshaping every role. What's resistant, what's augmented, what's vulnerable — and what to do about it.
The Three Zones Framework
Every task within a role falls into one of three zones. Understanding where your work lands is the first step to future-proofing your career.
Resistant
Tasks requiring deep human judgment, empathy, novel creativity, or complex stakeholder navigation. Your durable advantage.
Augmented
Tasks where humans and AI together outperform either alone. The biggest opportunity zone — master these collaborations.
Vulnerable
Tasks where AI is becoming sufficient on its own. Not a death sentence — a signal to shift your time toward higher-value work.
Not sure where to start?
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Take the Career QuizAI Impact Profiles
In-depth, research-backed analyses of how AI is reshaping specific careers.
trades
Electrician: AI Impact Profile
18%
How AI is reshaping electrical work. Explore which tasks are resistant, augmented, or vulnerable to automation and why electricians are in massive demand.
Resistant 65%Augmented 25%Vulnerable 10%
creative
Interior Designer: AI Impact Profile
58%
How AI is changing interior design careers. Explore which tasks are resistant, augmented, or vulnerable, plus salary data and next steps.
Resistant 30%Augmented 40%Vulnerable 30%
technology
Product Manager: AI Impact Profile
46%
AI is transforming product management fast. See which PM tasks are vulnerable, where AI amplifies your impact, and how to future-proof your career.
Resistant 27%Augmented 55%Vulnerable 18%
healthcare
Therapist: AI Impact Profile
30%
AI is entering mental health care, but therapists remain essential. See which therapy tasks are AI-resistant, augmented, or vulnerable.
Resistant 60%Augmented 25%Vulnerable 15%
technology
Cybersecurity Analyst: AI Impact Profile
48%
AI is transforming cybersecurity analyst roles fast. See which tasks are vulnerable, where AI amplifies your skills, and what to do next.
Resistant 35%Augmented 45%Vulnerable 20%
technology
Software Engineer: AI Impact Profile
72%
AI is transforming software engineering fast. See which tasks are vulnerable, where AI amplifies your skills, and how to future-proof your career.
Resistant 28%Augmented 47%Vulnerable 25%
education
Teacher (K-12): AI Impact Profile
42%
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.
Resistant 50%Augmented 35%Vulnerable 15%
finance
Accountant: AI Impact Profile
70%
How AI is reshaping accountant roles. Explore which tasks are resistant, augmented, or vulnerable to automation and what skills matter now.
Resistant 25%Augmented 40%Vulnerable 35%
marketing
Copywriter: The AI Shakeout Is Here
82%
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.
Resistant 20%Augmented 35%Vulnerable 45%
technology
Data Analyst: AI Impact Profile
75%
How AI is transforming data analyst roles. Explore which tasks are vulnerable, where humans still lead, and what skills to build now.
Resistant 20%Augmented 40%Vulnerable 40%
finance
Financial Analyst: AI Impact Profile
68%
How AI is transforming financial analyst roles. Explore which tasks are resistant, augmented, or vulnerable to automation and what skills matter now.
Resistant 25%Augmented 45%Vulnerable 30%
design
Graphic Designer: AI Impact Profile
72%
How AI is changing graphic design careers. Explore which tasks are resistant, augmented, or vulnerable, plus salary data and actionable next steps.
Resistant 25%Augmented 40%Vulnerable 35%
management
HR Manager: The Human in Human Resources Still Matters
60%
AI is transforming HR manager roles. Learn which tasks are vulnerable, where humans still lead, and how to future-proof your HR career.
Resistant 35%Augmented 40%Vulnerable 25%
media
Journalist: Reporting in the Age of AI
68%
How AI is reshaping journalism careers. See which reporting tasks are vulnerable, what skills endure, and how journalists can thrive in 2026.
Resistant 30%Augmented 35%Vulnerable 35%
legal
Lawyer: AI Impact Profile
65%
How AI is reshaping lawyer roles. Explore which legal tasks are resistant, augmented, or vulnerable to automation and what skills matter now.
Resistant 35%Augmented 40%Vulnerable 25%
business
Marketing Manager: AI Is Rewriting the Playbook
74%
AI is reshaping marketing manager roles. Learn which tasks are vulnerable, where humans still lead, and how to future-proof your marketing career.
Resistant 25%Augmented 45%Vulnerable 30%
healthcare
Pharmacist: AI Impact Profile
52%
How AI is reshaping pharmacist jobs in 2026. See which pharmacy tasks are AI-resistant, augmented, or vulnerable — and where the career is headed.
Resistant 35%Augmented 40%Vulnerable 25%
healthcare
Physician (Doctor): AI Impact Profile
45%
How AI is reshaping physician jobs in 2026. See which doctor tasks are AI-resistant, augmented, or vulnerable — plus salary data and career advice.
Resistant 45%Augmented 40%Vulnerable 15%
management
Project Manager: AI Impact Profile
58%
How AI is transforming project manager roles. Explore which tasks are resistant, augmented, or vulnerable to automation and what skills matter now.
Resistant 40%Augmented 35%Vulnerable 25%
sales
Real Estate Agent: AI Impact Profile
55%
How AI is transforming real estate agent roles. Explore which tasks are resistant, augmented, or vulnerable to automation and what skills matter now.
Resistant 40%Augmented 35%Vulnerable 25%
healthcare
Registered Nurse: AI Impact Profile
35%
AI is entering healthcare fast, but registered nurses remain essential. See which nursing tasks are AI-resistant, augmented, or vulnerable.
Resistant 55%Augmented 30%Vulnerable 15%
sales
Sales Representative: AI Impact Profile
60%
How AI is transforming sales representative roles. Explore which tasks are resistant, augmented, or vulnerable to automation and what skills matter now.
Resistant 35%Augmented 40%Vulnerable 25%
operations
Supply Chain Manager: AI Impact Profile
62%
How AI is reshaping supply chain manager roles. Explore which tasks are resistant, augmented, or vulnerable to automation and what skills matter now.
Resistant 30%Augmented 45%Vulnerable 25%
creative
UX Designer: AI Impact Profile
62%
How AI is changing UX design careers. Explore which tasks are resistant, augmented, or vulnerable, plus salary data and actionable next steps.
Resistant 35%Augmented 40%Vulnerable 25%