Accounting data checked by qualified accountants.
Accounting models need to get the debit, the period and the standard right. We commission qualified accountants to write and grade the data they learn from.
Accounting, with proof.
Accounting is precise in ways language models are not. They record revenue before the performance obligation is satisfied, apply a US GAAP treatment to an IFRS reporter, misclassify a lease, post an entry that does not balance, or reconcile two ledgers by forcing the difference. HUMXN commissions credential-checked CPAs, chartered accountants, auditors and tax professionals to write transactions, standards questions and reconciliations with worked solutions, and to grade model answers line by line.
Each item is created to your specification, fingerprinted at intake, checked for duplicates and reviewed by a second expert. Ledgers, tables and documents are scanned for personal information and masked, and label provenance records whether each judgment came from the author, a model suggestion or an expert reviewer. Deliveries include a signed receipt and audit trail, which accounting and audit teams tend to appreciate.
For accountants, this is paid, remote work in the area you already know: financial reporting, audit, tax or management accounting. You write problems, grade model answers and review a colleague's work, at a rate shown before you accept each job. The work creates data for AI systems. It is not providing accounting, audit or tax services to any client and creates no engagement or professional relationship. Approved work is paid automatically through Stripe.
Built to your specification.
Every engagement starts from a written spec and a pilot batch. These are the most common requests we source for accounting.
Journal entry problems
Transactions with correct entries, accounts and periods, from routine accruals to consolidations, leases and revenue contracts.
Standards reasoning
Questions on US GAAP and IFRS treatment with the reasoning and references an accountant would give, tagged by framework.
Reconciliation tasks
Bank, intercompany and subledger reconciliations with seeded discrepancies and expert-written resolutions.
Tax problem sets
Worked tax computations and scenario questions scoped to a jurisdiction and tax year, written by tax professionals.
Audit judgment data
Sampling, risk assessment and misstatement scenarios with the conclusions and evidence an auditor would document.
Model answer grading
Accountants mark each line of a model's answer for correct accounts, amounts, periods and framework.
01Framework confusion
GAAP and IFRS diverge on leases, inventory, impairment and more. Framework-tagged data keeps those differences explicit.
02Entries must balance
A fluent answer with an unbalanced entry is wrong. Line-level grading catches errors a general reviewer would miss.
03Sensitive financial records
Real ledgers carry personal and commercial data. Consent bound to each item and PII masking keep sourcing clean.
Paid work in your field.
Remote and flexible, with the rate stated before you accept. Every job is reviewed by a second expert, and approved work is paid automatically.
- CPA, CA, ACCA, CIMA or an equivalent professional qualification
- A degree in accounting or a related field
- Several years in audit, financial reporting, tax or controllership
- Working knowledge of US GAAP, IFRS or both
- Specialisms such as revenue recognition, leases, consolidation or indirect tax
Write transactions and entries
Draft scenarios with the correct journal entries, periods and supporting reasoning.
Answer standards questions
Explain the treatment under a stated framework and reference the relevant standard.
Grade model answers
Mark each line of a model's answer for accounts, amounts, periods and framework.
Review a colleague's items
Check another accountant's problems and grades as second reviewer before delivery.
Accounting: asked often.
Do you cover both US GAAP and IFRS?
Yes. Every item is tagged with its framework, and requests can target one or both, including paired items that show where treatment diverges. Work is matched to accountants verified in the relevant framework, and tax items are scoped to a jurisdiction and tax year. A pilot batch confirms the standard before the request scales.
Is this providing accounting services?
No. You create and review data for AI systems. You do not prepare returns, audit or advise any client, and no engagement or professional relationship is formed. Scenarios are hypothetical or come from consenting sources, and your work is used only as training or evaluation data.
Do I need to be a CPA?
Many jobs require a professional qualification such as CPA, CA or ACCA, which we verify with your identity. Some tasks, such as bookkeeping-level entries or reconciliations, may be open to experienced accountants without a license. Each job lists its requirements, and you are only offered work that matches your verified profile.
How do I get paid, and how much time does it take?
Rates are set by field and task and shown before you accept. There is no minimum commitment, so you can take more work outside busy season and less during it. Approved work is credited to your balance and paid automatically through Stripe once your identity and tax details are verified.
How is quality checked?
Every item is reviewed by a second qualified accountant before delivery. Label provenance records who created each item and who confirmed or corrected it, and every item is fingerprinted and listed on a signed receipt. Experts are identity and credential checked before they receive work, and may complete a short, paid assessment.
Can we license the data exclusively?
Yes. Commissioned accounting datasets can be licensed exclusively, with scope, term and exclusivity agreed in writing. Deliveries come as JSONL, CSV, Parquet or Croissant, and standing orders can add new items as standards and tax rules change. A pilot batch is a sensible first step to agree on the framework, difficulty and grading rubric.
Accounting, done by experts.
Need expert-made data in this field, or have the expertise to make it? Start here.