Frontier labs train on real professional judgement, not crowd labels — and Aiscéal keeps that work on EU-sovereign, provenance-tracked infrastructure.

€70–€160 / hour

About the network

A review of four hundred and forty-five AI benchmarks found that only sixteen per cent used any uncertainty estimate or statistical test — five in six cannot tell a real result from noise. The industry measuring itself needs people who know when a number means something. Aiscéal's Statisticians & Data Scientists network channels that rigour into training data on EU-sovereign, provenance-tracked infrastructure.

What you'll work on

Training and evaluating frontier models on real professional reasoning — not crowd labels.
Producing reasoning traces and deliverables from real-world scenarios in your field.
Domain-specific evaluation and feedback that sharpens model judgement where it matters most.
Flexible, remote engagements — typically a few hours a week, on your own schedule.

What we look for

A statistician or data scientist with real analytical practice behind them, able to explain why a method fits, where its assumptions break, and what the result does not support — not just report the number.

How it works

Apply once — a short form, no account needed.
Two minutes, no résumé upload to start. You only ever do this once: your calibration carries across every network, so you never repeat the same interview for a second opportunity.
We verify your credentials.
We check your professional standing against the network's bar — real experts only.
We match you to work as it lands.
When regulated-domain work arrives that fits your expertise, we bring it to you — no bidding, no noise.
You work remotely, paid per engagement.
Contribute on your own schedule, with no minimum commitment. Your work stays on EU-sovereign, provenance-tracked infrastructure.

Hours & commitment

No minimum commitment and no fixed hours. Engagements are offered as work lands; you take what suits and decline the rest without affecting future offers.
Fully remote, on your own schedule — this is designed to sit alongside practice, not replace it.
Joining a network is an open application for future work, not a specific posting. We are building the network ahead of demand and will be straight with you about what is and is not available.

Payment

Rates for this network: €70–€160 / hour. The rate is agreed before you start, never after.
Paid weekly, every Friday, by bank transfer — for work completed by the Wednesday. You engage as an independent contractor and are responsible for your own tax; we issue the invoice on your behalf, so there is no paperwork at your end.
Earnings are recorded on an append-only, tamper-evident trail — corrections appear as new visible entries, never as edited balances.
Quality review never affects payment. Work reviewed and found short is still paid for. If your work repeatedly falls below the bar we will tell you directly and stop offering that kind of engagement — we will not quietly withhold money.

Confidentiality & your professional obligations

You never bring client, patient or employer material. Every task is supplied by us. What you contribute is your reasoning — not your files, and not anyone else's data.
Nothing here asks you to act outside your professional obligations or your regulator's code of conduct. If a task ever looks like it does, decline it and tell us.
Your contributions are handled on EU-sovereign, provenance-tracked infrastructure — your work stays in Europe. REC-cleared and credential-gated where the work requires it.
We consider all qualified applicants without regard to any legally protected characteristic, and will make reasonable accommodations on request.

Why Aiscéal

Most expert-data platforms route your work through US infrastructure. Aiscéal is EU-sovereign end to end — your reasoning, and the data it becomes, stay in Europe with provenance tracked at every step. For regulated professionals, that isn't a nicety; it's the difference between being able to contribute and not.

Apply