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Senior Machine Learning Modeler, Advanced Insights & Modeling

Block

$194,500 - $343,100
Oct 30, 2025
San Francisco Bay Area, CA, US
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Block is looking to pioneer the design of intelligent systems that power the future of decision-making across the company, spanning Cash App, Square, and Corporate domains such as Treasury, Cost, and Accounting, by developing AI-driven, self-adaptive models that forecast, reason, and act.

Requirements

  • 8+ years of experience in machine learning or software engineering, with proven experience leading large-scale ML projects.
  • Deep expertise in forecasting, predictive modeling, and value estimation, including statistical and ML-based methods.
  • Advanced proficiency in Python, and experience with libraries such as scikit-learn, XGBoost, LightGBM, and pandas/numpy.
  • Strong experience building end-to-end ML pipelines, leveraging tools like Airflow, Spark, BigQuery, or equivalent systems.
  • Demonstrated success in designing systems that support explainability, reproducibility, and operational reliability.
  • Strong understanding of data modeling, feature engineering, and model evaluation in production contexts.
  • Experience with forecasting frameworks (e.g., Prophet, statsmodels, or custom time-series methods).

Responsibilities

  • Lead design and implementation of forecasting, financial, and cost modeling systems that inform company-wide decisions.
  • Develop scalable ML architectures and pipelines for training, serving, and monitoring predictive models.
  • Build and extend AI tools for model explainability and interpretability, making predictions accessible to Finance, Analytics, and Product teams.
  • Partner with Data Science to operationalize research models, ensuring performance, reliability, and reproducibility.
  • Collaborate with Forecasting Analytics and Corporate Finance teams to deliver insights that guide resource allocation and financial planning.
  • Define technical standards, best practices, and frameworks for applied ML development across business lines.
  • Lead the architecture and delivery of AI-driven, self-adaptive models that forecast, reason, and act—shaping how Block allocates resources, scales growth, and plans for the future.

Other

  • 8+ years of experience in machine learning or software engineering.
  • Experience mentoring engineers and shaping team-wide technical direction.
  • Background in financial modeling, planning, or customer lifetime value prediction.
  • Experience building automated or interactive explainability systems for ML-driven forecasts.
  • U.S. roles are typically open for an average of 55 days before being filled by a successful candidate.