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Core Competencies
Role fitCore Competencies
Use this summary to align your resume positioning with the role.
Expertise in building and validating consumer credit models, with a strong focus on risk-based decision systems and regulatory compliance. Proficient in leveraging machine learning frameworks and AI tools to enhance modeling efficiency and inform strategic financial decisions.
Highest-signal resume keywords
Consumer Credit ModelingMachine Learning SolutionsModel ValidationPython ProficiencyCausal Inference
ATS Keywords
Tailor your resumeApplicant Tracking System Keywords
Tip: use these terms in your resume and cover letter to boost ATS matches.
Hard Skills
Machine LearningStatistical ModelingModel Risk ManagementPortfolio EconomicsExperiment DesignIncrementality AnalysisSQLPyTorchXGBoostSpark
Soft Skills
Technical LeadershipInfluencing StakeholdersCommunication
Tools & Technologies
AI ToolsModel Governance Standards
Industry Keywords
FintechConsumer LendingFair LendingAdverse ActionRegulated Environments
Tech Stack
Tools & technologiesPythonPyTorchSparkSQL
About the role
Key responsibilities & impact- Shape Dave's modeling strategy across underwriting, collections, fraud, marketing, and growth, influencing architecture, shared infrastructure, and investment priorities
- Establish model governance standards covering validation, monitoring, risk classification, documentation, change management, and independent review throughout the model lifecycle
- Build and improve credit models that inform underwriting, collections, and settlement strategies, balancing portfolio performance, profitability, and member outcomes
- Partner with Legal, Compliance, Risk, and sponsor-bank stakeholders to translate regulatory requirements into measurable controls
- Advance business measurement through meaningful metrics, experimentation, causal inference, and incrementality analysis that inform product and portfolio decisions
- Develop AI-assisted workflows and mentor scientists to improve modeling efficiency, evaluation quality, and consistency across teams
- Influence how Dave makes critical financial decisions, measures success, and manages risk
- Collaborate with Engineering, Product, Finance, Risk, and Compliance partners
- Shape company-wide technical practices and standards
Requirements
What you’ll need- 8+ years of experience building production machine learning solutions, including demonstrated technical leadership at staff or principal scope
- Strong experience with consumer credit modeling, portfolio economics, and risk-based decision systems, ideally in fintech or consumer lending
- Experience with model validation, model risk management, or independent review in regulated environments
- Familiarity with fair-lending and adverse-action considerations
- Advanced proficiency in Python, SQL, statistical modeling, and machine learning frameworks such as PyTorch, XGBoost, or Spark
- Experience designing experiments, defining business metrics, and measuring incremental impact through causal inference or holdout methodologies
- Demonstrated ability to influence technical direction and communicate complex trade-offs across senior stakeholders
- Practical experience using AI tools throughout the modeling lifecycle, with sound judgment in evaluating outputs
- A bachelor's, master's, or doctoral degree in a quantitative field, or equivalent experience
- Experience evaluating or governing generative AI applications, including model guardrails and monitoring is a bonus
- Permanently authorized to work in the United States without visa sponsorship
Benefits
Comp & perks- Opportunity to tackle tough challenges, learn and grow from fellow top talent, and help millions of people reach their personal financial goals
- Flexible hours and virtual-first work culture with a home office stipend
- Premium Medical, Dental, and Vision Insurance plans
- Generous paid parental and caregiver leave
- 401(k) savings plan with matching contributions
- Financial advisor and financial wellness support
- Flexible PTO and generous company holidays, including Juneteenth and Winter Break
- All-company in-person events once or twice a year and virtual events throughout to connect with your team members and leadership team
- Equity
