Risk Management AI Training Expert

About OpenTrain

OpenTrain is the #1 platform for people building careers in AI training and data labeling. We help skilled professionals find specialized AI training work, consolidate opportunities, and build a unified portfolio that demonstrates their expertise.

OpenTrain AI is the hiring and contracting organization for this role. We focus on creating durable freelance careers in an industry where contributors directly shape how state-of-the-art AI systems behave.

About AI Training Work

AI training (also called data labeling or human feedback work) is the human side of building intelligent systems: reviewers and writers provide the examples, judgments, and corrections that models learn from. This work is remote, flexible, and accessible — and it gives experienced professionals direct influence over how models reason about real-world problems.

For subject-matter experts, AI training is a way to monetize deep domain knowledge (risk, compliance, audit, security) while contributing to cutting-edge systems that will be used across industries.

The Role

You will review AI-generated risk-management responses, create gold-standard outputs, and author prompts and explanations used to train and evaluate models. The focus is on judging reasoning quality, step-by-step decision-making, correctness, clarity, completeness, and adherence to prompts across risk assessments, control mappings, mitigation plans, communications, and incident response scenarios.

OpenTrain AI hires contractors for this expert-level, part-time role. Expect to produce evaluation ratings, example model outputs, and written feedback that improves model behavior and answer quality.

• Employment type: Contractor, Part-time
• Time commitment: 20+ hours per week
• Labeling tasks: Evaluation rating and text generation

What You'll Do

Your day-to-day work blends careful evaluation with content creation. Tasks include reviewing AI responses for technical accuracy and practical usefulness, writing model solutions, and testing outputs for bias or misleading certainty.

You will also provide clear, decision-ready written feedback that model developers can use to improve performance across risk scenarios.

• Review and rank AI responses using criteria such as correctness, rigor, clarity, and usefulness.
• Create gold-standard outputs and detailed prompts for risk assessments, control mappings, mitigation plans, and risk communications.
• Test model outputs for inaccuracies, misleading certainty, bias, and weak reasoning across scenarios.
• Write precise feedback and high-quality explanations that demonstrate correct approaches.

Requirements

This is an expert role that requires demonstrable, hands-on experience in enterprise or operational risk work and strong written English (C1+). Please ensure you meet the listed requirements before applying.

• Bachelor’s degree or equivalent professional experience in Business, Finance, Economics, Risk Management, Law, IT, or a related field.
• 5+ years of professional risk management experience in ERM, operational risk, compliance, internal audit, security risk, third-party risk, or similar.
• Deep understanding of risk taxonomy, inherent vs residual risk, likelihood and impact scoring, control design and effectiveness, and KRIs/KPIs.
• Familiarity with frameworks such as COSO ERM, ISO 31000, NIST, SOC 2, ISO 27001, and SOX control concepts.
• Strong governance experience with risk registers, policy development, committee processes, escalations, and executive reporting.
• Clear written communication in English at C1 level or higher.
• Prior AI data training, annotation, policy review, audit or risk QA, or regulatory writing experience is strongly preferred.

Helpful Background

Candidates with professional certifications, demonstrated governance experience, or a track record of translating technical risk findings into business-priority recommendations will stand out. This work favors clear, concise writers who can produce decision-ready summaries.

• Professional certifications such as CRISC, CISA, CIA, ISO 27001 LI/LA, PMP, or FRM are advantageous.
• Experience aligning mitigation recommendations to business priorities and risk appetite is helpful.
• Ability to evaluate internal consistency across scope, assumptions, remediation feasibility, and timelines.

Schedule, Pay, and Eligibility

This contract role requires a minimum of 20 hours per week and is remote. Hourly pay is USD, paid per hour, with rates between $50 and $90/hr (typical up to $90/hr).

This listing is restricted to applicants working from the following countries: BD, BT, BR, KH, DE, IN, ID, MY, NP, PK, SG, LK, TH, PH, US, TL, VN. Fluency in English and reliable internet access are required.

• Payment type: Pay-per-hour (USD)
• Hourly rate range: $50–$90/hr; listed rate up to $90/hr
• Minimum weekly commitment: 20+ hours
• Eligible countries: BD, BT, BR, KH, DE, IN, ID, MY, NP, PK, SG, LK, TH, PH, US, TL, VN

How to Apply

Apply through your OpenTrain profile. When you apply, highlight relevant risk projects, your governance or audit work, and any AI training or annotation experience. Provide examples of decision-ready risk write-ups if available.

Selected applicants will complete qualification tasks that assess ability to evaluate model outputs, write gold-standard responses, and give actionable feedback.

• Prepare a short portfolio: 1–3 examples of risk summaries, control mappings, or mitigation plans.
• Be ready to complete a paid qualification task demonstrating evaluation and text-generation skills.