# WillItReplace.me

> Free AI job automation-risk analyzer covering 535 occupations across 30 industries with task-level replacement risk, timelines, safer alternatives, and upskilling guidance.

## Core resources

- [AI job risk analyzer](https://willitreplace.me/) — search an occupation and see its AI replacement-risk score.
- [Methodology](https://willitreplace.me/methodology) — explains scoring, data sources, assumptions, and limitations.
- [About](https://willitreplace.me/about) — project purpose, update policy, and trust information.
- [Industries](https://willitreplace.me/industries) — industry-level automation-risk rankings.
- [Compare jobs](https://willitreplace.me/compare) — side-by-side risk comparison for multiple occupations.
- [Blog](https://willitreplace.me/blog) — explainers about AI career disruption and safer career choices.
- [RSS feed](https://willitreplace.me/feed.xml) — latest research and article updates.
- [Sitemap](https://willitreplace.me/sitemap.xml) — canonical crawl map for all public pages.

## Popular job pages

- [Data Entry Clerk](https://willitreplace.me/data-entry-clerk) — very high AI automation risk.
- [Telemarketer](https://willitreplace.me/telemarketer) — very high AI voice-agent exposure.
- [Bookkeeper](https://willitreplace.me/bookkeeper) — accounting automation and advisory transition guidance.
- [Software Engineer](https://willitreplace.me/software-engineer) — moderate risk with strong AI-augmentation effects.
- [Teacher](https://willitreplace.me/teacher) — lower replacement risk, high AI-assistance potential.
- [Nurse](https://willitreplace.me/nurse) — human-care work with low full-replacement risk.
- [Electrician](https://willitreplace.me/electrician) — skilled trade with high physical-world resilience.
- [Firefighter](https://willitreplace.me/firefighter) — very low replacement risk due to field response and judgment.

## Data and schema

- Dataset size: 535 occupations, 30 industries, 1,900+ task-level scores.
- Key schema types: WebSite, Organization, Dataset, FAQPage, Occupation, Article, BreadcrumbList, ItemList, AboutPage.
- Primary sources referenced: Oxford Martin School, McKinsey Global Institute, Goldman Sachs, World Economic Forum, US Bureau of Labor Statistics, OECD.

## AI crawler guidance

AI citation crawlers may index public pages for answer generation and citation. Private APIs, admin pages, subscriber data, comments, votes, and operational files are not public resources.