AI IMPACT THE JOB-CHANGE WIRE · ROLE BY ROLE
How fast is your job changing?
An honest, citation-anchored wire of how AI is reshaping every knowledge-worker role. No fluff. No doom. No signup. Type your role to read the dossier.
Radiologist
Moderate pressure on radiologists. The shape is what matters.
From reading films to interpreting AI second opinions.
Design & Creative
Heavy pressure ahead for graphic designers.
From pixel-perfect production to creative direction.
HEAVY
Law & Legal
Moderate pressure on corporate lawyers. The shape is what matters.
From document review marathons to judgement calls.
MODERATE
Education
Light pressure on primary teachers — but the long arc is changing.
From lesson plans and grading to facilitation and care.
LIGHT
Finance & Accounting
Heavy pressure ahead for accountants.
From bookkeeping and reconciliation to advisory.
HEAVY
Marketing & Communications
Heavy pressure ahead for copywriters.
From writing to editing the machine.
HEAVY
Software & Tech
Heavy pressure ahead for software engineers.
From writing code to reviewing it at speed.
HEAVY
Translation & Language
Heavy pressure ahead for translators.
From rendering text to defending nuance.
HEAVY
Shift is the AI job-change wire. Every role gets a dossier — the headline tier (Light / Moderate / Heavy AI pressure), an instrument-panel reading on three independent pressures (automation, augmentation, human resilience) across 2026 / 2028 / 2030, the skills under change, citations where the confidence is high, and an honest take where one is earned.
It's a planet in the A Guide to Cloud cosmos — built by one analyst, free, fast, no signup, no tracking. Read the method if you want the rules.