01 · The role
What you would do
- Design difficult, realistic business problems drawn from your professional or academic expertise
- Write a correct, verified solution and a script that grades an AI's answer as right or wrong
- Test each problem on leading AI models to confirm they struggle with it
- Refine the problem, solution and checker until they are hard, clear and reliable
02 · Requirements
What they ask for
- Expert or consultant experience in a regulated or enterprise back-office process
- Depth in one of the fields the page names: back-office automation such as claims, freight dispatch, ERP and procurement or production planning (8–10 years or more); regulatory-finance quant work (SA-CCR, BCBS 279, CRR3, XVA, ISDA CSA); compliance and regulatory reporting (Intrastat, AML/KYC); or ads and marketplace optimization
- A master's degree, the page's stated degree requirement
- Live in a country on Outlier's permitted list, and apply through the interest form, after which Outlier's team sends a personal sign-up link
- Back-office operations
- Regulatory finance
- Compliance
- AML/KYC
- Problem design
03 · Eligibility
Who can apply
Remote. The page accepts applicants globally, which means the countries Outlier's Flexible Working Guidelines allow work from: Egypt and South Africa are on that list, while Nigeria, Kenya and Ghana are not.
Some African countries
Open in some African countries only: check the listing for which. Outlier in Africa
Apply from where you live, as yourself. Using a VPN or someone else's identity to get around a country rule breaks these platforms' terms, and it is the quickest way to lose an account and any unpaid earnings.
04 · Applying
How to get in
You apply through Outlier's own process. The steps from sign-up to first paid task are on its profile.
- How to pass AI training assessments: what the assessment checks, and how to prepare.
- Getting paid from Africa: PayPal, Payoneer, Airtm, Wise and more. It covers which of Outlier's payout routes work where you live, and what they cost.
05 · Source
About this listing
We last confirmed this opening on Oct 31, 2026. Rates and hours come from the listing unless the note beside the rate says otherwise. Where the listing names no countries, the Africa status is our reading of it and of what is known of Outlier's country rules, set out on its profile, and never marks a role more open than they show. The listing itself has the final word.
The listing on outlier.ai(opens in a new tab)