Finance Workflow Realism Reviewer

About OpenTrain

OpenTrain is the #1 platform for building careers in AI training and data labeling. We help professionals discover projects, consolidate opportunities, and build a durable portfolio of human-in-the-loop AI work — creating a reliable path into a fast-growing industry.

OpenTrain AI is the hiring and contracting organization for this role. Creating an OpenTrain account is free and lets you apply, work, and grow your AI-training career entirely remotely.

Why AI-training and finance work matters

Modern AI systems learn from examples and human judgment. Finance-domain reviewers shape how models handle high-stakes workflows — improving model safety, compliance, fraud detection, payments operations, and sanctions screening.

This work is remote and flexible, making it a good fit for experienced finance professionals who want part-time consulting-style engagements while directly influencing how AI handles regulated financial tasks.

The Role — Finance Workflow Realism Reviewer

You will evaluate finance tasks and workflows for professional realism, scope, and internal consistency. Focus areas include model risk, compliance, payments, fraud, AML, sanctions, operational controls, governance, and testing.

Work type: contract, part-time (20+ hours/week). Labeling details: text-based evaluation work (dataType: TEXT) using evaluation and RLHF-style ratings (labelTypes: EVALUATION_RATING, RLHF). Experience level: Expert.

What you'll do day-to-day

• Review finance tasks and workflows for realism and internal consistency.
• Evaluate whether task context, constraints, and assumptions match professional practice.
• Identify missing assumptions, ambiguous instructions, unsupported requirements, and edge cases.
• Flag tasks that are too broad, generic, or unlikely to reveal true finance capability.
• Provide concise, structured written feedback and recommendations to improve task quality.
• When needed, cross-check task logic with trusted domain peers to confirm judgments.

Requirements

• Professional experience in model risk management, model validation, compliance, payments, fraud, AML, sanctions, or adjacent financial-services controls.
• Direct knowledge of one or more payments rails and their operational risks.
• Strong understanding of governance, documentation, testing, monitoring, controls, and issue remediation.
• Excellent written communication and the ability to explain judgments clearly.
• High attention to detail and comfort evaluating work against explicit standards.
• Experience reviewing analysts, approving work, designing controls, or setting quality standards is a plus.

Who should apply

Experienced finance control professionals, model risk reviewers, compliance officers, payments operations leads, fraud investigators, or AML/sanctions specialists who enjoy writing clear, evidence-based feedback.

You should be comfortable translating professional practice into actionable task improvements and defending judgments in concise written form.

Compensation, logistics, and eligibility

Pay: USD $70–$90 per hour (PAY_PER_HOUR). Expected commitment: 20+ hours per week. Employment type: contractor, part-time.

Language: English required. This role is not available to residents of these ISO jurisdictions: CU, IR, KP, SY, RU, BY, VE.

You will contract with OpenTrain AI and submit structured feedback on assigned tasks; schedule is flexible within the weekly hour commitment.

How it works — applying and working

Create an OpenTrain account (free), complete your profile describing relevant finance and controls experience, and apply for this reviewer role.

If accepted, you will receive text-based evaluation tasks, assess them against real-world finance practice, and submit structured written feedback and ratings per assignment instructions.