Automation Exposure by Occupation
Which parts of a job are exposed, on the published research rather than the headlines.
Across ten occupations, exposure describes what part of a job automates rather than whether the job survives — and in almost every one what resists longest is accountability rather than knowledge.
Automation Exposure by Occupation
Frequently asked
Is the Automation Exposure by Occupation free?
Yes. Every tool on AlphaBetaMinds is free, needs no account and has no usage limit.
Does this tool store what I type?
No. It runs entirely in your browser. Your inputs are never sent to our server, and nothing is logged.
How accurate is it?
It uses the McCrindle generation boundaries (Gen Alpha 2010–2024, Gen Beta 2025–2039) and UN World Population Prospects vital rates. Sources and formulas are on our methodology page.
Can I use the result in an article or report?
Yes, with a credit and a link back to this page. See our terms of use for the full licence.
More future & careers
Pension Gap Calculator
How much an Alpha or Beta needs to save to retire on a…
Savings Goal by Birth Year
A savings target for any age milestone, adjusted for the year they reach…
AI-Era Career Planner
Score a career path across the four dimensions that predict durability.
Generation Overlap Calculator
How many years two generations will be alive at the same time, and…
Future Affordability Ratio
House price to income ratio when an Alpha or Beta child is buying,…
A Country in 2040
What the projections say one country looks like when Generation Beta is at…
Generational Tax Burden
How the ratio of workers to retirees changes what Alpha and Beta will…
Multi-Child Education Savings
Monthly saving needed to cover education for several children with different ages.