Ai Model Validator: Ai Governance Role Description

Statistical Modeling AI/ML Model Evaluation Model Risk Management Python/R Scripting Technical Report WritingBest BackgroundsBanking Financial Services Insurance Consulting (Big 4) FintechThe AI Model Validator is a specialized, technically demanding “second line of defense” role. It exists primarily in financial services due to Federal Reserve SR 11-7/OCC 2011-12 guidance (issued 2011, superseded by SR 26-2 on April 17, 2026) mandating independent model validation. SR 26-2 explicitly excludes generative and agentic AI from scope, meaning organizations must build a dedicated AI governance layer alongside traditional validation. Deutsche Bank has a dedicated AI/ML Validation unit within Model Risk Management.
Top employers: Citi, JPMorgan Chase, Deutsche Bank, Morgan Stanley, SMBC, Ally Financial, Santander, KeyBank, UBS, Barclays. Big 4 and risk consultancies (FRG Risk, RiskSpan) provide outsourced validation. Insurance, fintech (BioCatch), and tech (AMD) represent growing markets beyond the traditional banking concentration.
Deutsche Bank has established a dedicated AI/ML Validation unit within its Model Risk Management division, with teams in Mumbai, Frankfurt, Berlin, London, and New York — representing the leading edge of the AI model validation specialization.
SR 11-7 Three Pillars: SR 11-7 established the three pillars of model validation: (1) conceptual soundness — evaluating theoretical framework, methodology, and assumptions; (2) outcome analysis — comparing model outputs against actual outcomes; (3) ongoing monitoring — tracking model performance over time. Note: SR 26-2 superseded SR 11-7 on April 17, 2026, but explicitly excludes generative/agentic AI, creating a dual governance requirement. (Source: Federal Reserve SR 11-7, SR 26-2)AI Model Validator: Day in the LifeModel Performance ReviewReview latest performance reports of deployed AI models, check for anomalies or degradation.
Model Performance Review Review latest performance reports of deployed AI models, check for anomalies or degradation. REALITY CHECK +Conceptual Soundness ReviewEvaluate theoretical framework, methodology, and assumptions of models under validation.
Conceptual Soundness Review Evaluate theoretical framework, methodology, and assumptions of models under validation. REALITY CHECK +Validation PlanningReview validation schedule, prioritize engagements, assess resource requirements.
Validation Planning Review validation schedule, prioritize engagements, assess resource requirements. REALITY CHECK +Sector DemandInsurance & Fintech MODERATEJob Posting Signals$157,740 average Quantitative Model Validation Analyst salary (Glassdoor, 35 salaries)SR 26-2 superseded SR 11-7 on April 17, 2026, explicitly excluding Gen AI from scope96,000+ professionals globally hold the GARP FRM certificationCompetitive LandscapeGlassdoor MVA average (91 salaries): $114,035Glassdoor Quant MVA average (35 salaries): $157,740MS/PhD requirement: Effectively non-negotiableRegulatory DriversSR 26-2 (April 2026) — Superseded SR 11-7; explicitly excludes GenAI/agentic AI, creating dual governance requirementSR 11-7/OCC 2011-12 — Original Federal Reserve model risk guidance; three-pillar validationframework remains influentialEU AI Act — High-risk AI system conformity assessments require model validation expertiseNIST AI RMF — Seven trustworthiness characteristics provide AI-specific validation criteriaSkills & CertificationsSkills RadarSelf-AssessmentStatistical Modeling 3AI/ML Evaluation 2Python/R Programming 2Regulatory Knowledge 1Report Writing 2Bias & Fairness Testing 1Gap AnalysisStatistical ModelingAI/ML EvaluationPython/R ProgrammingRegulatory KnowledgeReport WritingBias & Fairness TestingCertifications Command TableExam FormatLink1 GARP FRM GARP $1,600–$2,000 total (2 parts) Part I: 100 MCQ 4hr, Part II: 80 MCQ 4hr; 2yr experience garp.
Org2 GARP RAI GARP $525+ 80 MCQ; no prerequisites; bridges risk and AI governance garp.
Org3 AIGP IAPP $649–$799 100 MCQ, 2hr 45m; no prerequisites; AI governance breadth TJS Guide | iapp.
OrgGARP FRM Program — Gold standard for model risk professionals; two-part exam covering quantitative analysis, risk management, and financial markets $1,600–$2,000 ~240h study AdvancedISACA CRISC — Risk and information systems control; positions validators for enterprise risk committee engagement $575–$760 ~150h study AdvancedKey Books & References 4 itemsFrameworks & Standards 4 itemsTools & Platforms 4 itemsFeeder RolesData Scientist$110K–$160K 2–3 yrQuantitative Analyst$100K–$150K 1–2 yrActuary$90K–$140K 2–3 yr$80K–$120K 2–3 yr$70K–$110K 2–3 yrCurrent Role$150K–$200K Mid-LevelAdvancementSenior Validator / VP$142K–$200K 3–5 yrDirector / SVP$187K–$240K+ 5–8 yrHead of Model Validation / MD$250K–$350K+ 8–12 yr$300K–$500K+ 12+ yrEntry MVA $77K–$128KMid-Level / AVP $96K–$145KSenior / VP $142K–$200KDirector / SVP $187K–$240K+MD / CMRO $250K–$500K+Contract Rate Independent MRM Consultant: $150–$300/hr Outsourced model validation enga