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Staff/Principal Machine Learning Engineer (Modeling), Credit jobs in United States
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Block · 11 hours ago

Staff/Principal Machine Learning Engineer (Modeling), Credit

Block is a company that aims to redefine the world's relationship with money through innovative financial products. The role involves building and evolving machine learning systems for credit products, focusing on model performance, decision frameworks, and collaboration across teams.
Financial Services
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H1B Sponsor Likelynote

Responsibilities

Build, evaluate, and maintain underwriting and decisioning models across Cash App Borrow and Afterpay
Design and evolve credit decision frameworks, including the modeling, automation, and policy logic that manage credit exposure over time
Design and run experiments to evaluate model performance, measure impact on approval rates and loss, and inform credit policy decisions
Develop deep understanding of borrower behavior, repayment dynamics, and portfolio structure across both products, and use that to inform model design and decision logic
Contribute analysis and perspective that inform portfolio-level decisions, including explaining model behavior, tradeoffs, and uncertainty to senior technical and business leaders
Work across the full modeling lifecycle: problem formulation, feature engineering, training, calibration, deployment, monitoring, and iteration in production
Build agentic engineering workflows that accelerate development, testing, and documentation
Collaborate with Product, Engineering, Legal, Compliance, and Operations to ensure credit systems reflect business goals and regulatory expectations
Share modeling context and approaches across teams, helping align how credit risk is measured, interpreted, and discussed
Shape how AI developer tooling is adopted across the team, defining review practices, quality standards, and governance patterns

Qualification

Machine LearningStatistical ModelingProbabilistic ModelsPythonAI Development ToolsModel MonitoringSQLExperimentation SkillsCollaborationCommunication

Required

A Bachelor's degree in a quantitative field (e.g., Mathematics, Statistics, Physics, Computer Science). Advanced degrees welcome
10+ years applying AI, machine learning, or statistical modeling in decisioning contexts such as credit, risk, fraud, recommendations, or similar domains
Experience with probabilistic models and decision systems, including calibration, score transformations, and interpretation of model outputs
Strong experimentation skills: you know how to design holdouts, measure lift, and evaluate models beyond aggregate metrics
Experience with model monitoring, degradation detection, and retraining strategies in production systems
Proficiency with AI-native development workflows. You use LLMs, agentic coding tools, and AI-assisted automation as a regular part of how you build and ship
Experience explaining modeling concepts, results, and limitations to senior stakeholders and cross-functional partners
Experience working across disciplines in environments with meaningful constraints

Benefits

Remote work
Medical insurance
Flexible time off
Retirement savings plans
Modern family planning

Company

Block is one company built from many blocks, all united by the same purpose of economic empowerment.

H1B Sponsorship

Block has a track record of offering H1B sponsorships. Please note that this does not guarantee sponsorship for this specific role. Below presents additional info for your reference. (Data Powered by US Department of Labor)
Distribution of Different Job Fields Receiving Sponsorship
Represents job field similar to this job
Trends of Total Sponsorships
2025 (257)
2024 (253)
2023 (260)
2022 (297)

Funding

Current Stage
Late Stage

Leadership Team

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Amrita Ahuja
Chief Financial Officer
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Lookman Olusanya
CFO, Square
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Company data provided by crunchbase