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Core Competencies
Role fitCore Competencies
Use this summary to align your resume positioning with the role.
Demonstrates extensive experience in model governance, validation, and risk management for credit products, with a strong understanding of machine learning concepts and techniques. Capable of independently assessing model performance and providing actionable insights to enhance governance practices.
Highest-signal resume keywords
Model Governance Program OwnershipModel Validation ExpertiseMachine Learning Modeling ConceptsCredit Model KnowledgeData Science Collaboration
ATS Keywords
Tailor your resumeApplicant Tracking System Keywords
Tip: use these terms in your resume and cover letter to boost ATS matches.
Hard Skills
Model ValidationModel Risk ManagementModel DevelopmentXGBoostNeural NetworksData AssessmentFeature Input AnalysisModel Performance EvaluationModel DocumentationRemediation Planning
Soft Skills
Detail-OrientedCurious MindsetIndependent WorkMeaningful Challenge Provision
Industry Keywords
FinTechCredit ProductsModel Governance FrameworkMachine LearningConceptual Soundness
About the role
Key responsibilities & impact- Own and execute the Model Governance program for Plaid’s Credit products
- Ensure models supporting Plaid’s Credit Score and Insights products are conceptually sound, appropriately validated, well-documented, and fit for intended use
- Work independently while partnering with model owners and cross-functional stakeholders
- Provide thoughtful challenge and identify risks and limitations
- Help teams improve models and governance practices over time
- Build and evolve a model risk governance framework for the Credit product portfolio
- Independently assess the conceptual soundness, data, features, performance, stability, and intended use of credit models
- Identify model weaknesses and translate them into actionable remediation plans
- Partner with Product, Data Science, and Engineering teams to strengthen model development and validation practices
- Create clear, rigorous documentation for customers about models behind Plaid’s Credit products
- Help shape responsible use of machine learning as Plaid develops new Credit scores and attributes
Requirements
What you’ll need- 7+ years of experience building and owning a model governance program
- Experience in model validation, model risk management, model development, or Data Science
- Deep knowledge of models built for credit purposes
- Strong understanding of machine learning modeling concepts and techniques, such as XGBoost
- Understanding of rigorous, defensible model validation
- Familiarity with foundation models and neural networks
- Experience assessing data and feature inputs, conceptual soundness, model performance, stability, limitations, and appropriateness of use
- Independent, detail-oriented, and curious mindset
- Ability to provide meaningful challenge to model owners and stakeholders
- FinTech experience is a plus
- Ability to work from the associated Plaid office at least 3 days per week
Benefits
Comp & perks- Equity
- Medical insurance
- Dental insurance
- Vision insurance
- 401(k)
- Reasonable accommodations for candidates with disabilities
