4 дня назад
Senior AI Scientist (Fraud Detection)
165 500 - 223 500$
Мэтч & Сопровод
Для мэтча с этой вакансией нужен Plus
Описание вакансии
Текст:
TL;DR
Senior AI Scientist (Fraud Detection): Building and deploying real-time and batch machine learning models for fraud and abuse detection with an accent on graph-based anomaly detection, behavioral modeling, and generative AI. Focus on owning models from data discovery through production monitoring, designing retraining feedback loops, and balancing fraud detection performance with customer friction and operational cost.
Location: San Diego, California, United States
Salary: $165,500–$223,500 base pay annually, with potential bonus, equity rewards, and benefits.
Company
is a financial technology platform serving customers through products including TurboTax, Credit Karma, QuickBooks, and Mailchimp.
What you will do
- Design, build, deploy, monitor, retrain, and improve fraud and abuse detection models across account creation, authentication, and in-product activity.
- Discover data sources, build ETL pipelines, engineer features, and develop models for real-time and batch risk scoring.
- Develop entity-level anomaly detection, graph and link analysis, clustering, and behavioral modeling approaches for emerging attack patterns.
- Apply generative and agentic AI to unstructured signals, model explanations, and investigation workflow automation.
- Design experiments and champion/challenger tests to establish operating thresholds and downstream actions.
- Partner with Policy, Investigations, AI Engineering, ML Engineering, and Analytics to turn detection signals into enforcement actions and business outcomes.
Requirements
- MS or PhD in Computer Science, Statistics, Applied Mathematics, Operations Research, Physics, or a related quantitative discipline.
- 4+ years of industry experience building and deploying production machine learning models.
- Expert proficiency in Python and SQL, with experience in scikit-learn, gradient boosting, PyTorch or TensorFlow, pandas, and NumPy.
- Strong knowledge of statistical modeling, classification, regression, clustering, anomaly detection, neural networks, and tree ensembles.
- Experience with class imbalance, delayed or noisy labels, precision-recall trade-offs, threshold selection, and cost-sensitive metrics.
- Proficiency with Spark or equivalent large-scale data ecosystems and comfort working in Linux.
Nice to have
- Experience in fraud, risk, abuse, security, anti-money-laundering, or another adversarial modeling domain.
- Experience with graph-based entity resolution, ring detection, graph neural networks, or community detection.
- Experience with real-time model serving, feature stores, model monitoring, MLOps, or frequent retraining.
- Production experience applying LLMs to unstructured text classification or agentic workflows.
- Experience working with investigations, operations, or policy teams where model outputs drive human review and enforcement.
Culture & Benefits
- Work with a distributed AI Science organization within Trust & Safety.
- Collaborate across Policy, Investigations, ML Engineering, Analytics, product, engineering, and compliance functions.
- Competitive compensation with performance-based rewards.
- Potential eligibility for cash bonus, equity rewards, and employee benefits.
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