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Disclaimer

Please read this before making career, education, or employment decisions based on this site.

Estimates, not facts

AI replacement scores, augmentation scores, wage protection indexes, and risk labels are modelled estimates based on task patterns and published labour-market signals. They are not predictions, promises, or official statistics for your job.

Not professional advice

Work Risk Lab does not provide personalised career coaching, legal services, financial planning, or mental health support. Consult qualified professionals for decisions that affect your livelihood.

Regional pages

Country and region pages add labour-market context. Unless explicitly stated otherwise, numeric scores use a global task baseline and are not recalculated from national government datasets for each country.

Third-party tools and employers

References to AI tools, certifications, or labour agencies are for illustration. We do not guarantee hiring outcomes, salary levels, or tool performance.

Use at your own risk

You agree that any action you take based on this site is at your sole risk. See also our Terms of Use and Privacy Policy.