You'll own the full lifecycle of Wayflyer's credit risk models, treating machine learning as a discipline of software engineering to make lending decisions faster and sharper.
Responsibilities
- ▹Lead the end-to-end build of credit risk models, treating ML as software engineering so everything shipped is fast, reproducible and robust
- ▹Design modelling frameworks for decisioning, pricing and fraud that move company-wide P&L, not just a dashboard metric
- ▹Build credit policies and lending strategies that expand the addressable market safely, pushing conversion and profitability up together
- ▹Ensure scientific integrity: model improvements must be statistically significant, with no data leakage and no hidden bias
- ▹Turn technical findings into business trade-offs leadership can act on, mapping ROC AUC straight to revenue and loss
- ▹Set the bar for code quality: reviewing, mentoring, and contributing to the libraries the whole team relies on
Requirements
- ▹4+ years building and maintaining production-grade ML systems
- ▹Strong grip on predictive modeling and credit risk concepts (IV, ROC AUC, SHAP, PD, EAD, LGD, EL)
- ▹As comfortable in a modern monorepo (Python, SQL, Snowflake, dbt) as a software engineer would be
- ▹Real depth on credit risk concepts (PD, EAD, LGD)
- ▹Solid grasp of modelling techniques like IV and SHAP
- ▹Experience working across Snowflake, dbt, ZenML, Dagster and Weights & Biases
Nice to have
- ▹Experience in highly automated lending, price sensitivity modelling, or Customer Lifetime Value (CLV)
Soft skills
Gets restless when a model is "good enough" but not greatCares as much about code quality as the statistics behind itCan walk a commercial stakeholder through a ROC AUC curve and make them care about the revenue impactUses AI as an accelerant, not a crutchComfortable owning outcomes, not just tickets
What we offer
- ▹25 days off, plus public holidays
- ▹Private healthcare, life insurance, and a pension
- ▹Equity, because you should own a piece of what you're building
- ▹Generous parental leave for primary and secondary caregivers
- ▹60 days a year to work abroad from wherever you want
- ▹Hybrid working from Dublin HQ or London
About the company
Wayflyer builds capital-financing technology that keeps pace with small businesses' growth ambitions, assessing businesses in minutes and sending funds in as little as 24 hours. It has deployed over $6bn worldwide, backed by Tier 1 banks such as J.P. Morgan, with offices in Dublin, London, New York, Charlotte, Berlin and Sydney.
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