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Data ScientistRandomTreesCalifornia, Maryland, United States

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Data Scientist

RandomTrees
  • US
    California, Maryland, United States
  • US
    California, Maryland, United States

About

Key Responsibilities

  • Design and productionize models for opportunity scanning, anomaly detection, and significant change detection across CRM, streaming, ecommerce, and social data.
  • Define and tune alerting logic (thresholds, SLOs, precision/recall) to minimize noise while surfacing high-value marketing actions.
  • Partner with marketing, product, and data engineering to operationalize insights into campaigns, playbooks, and automated workflows, with clear monitoring and experimentation.

Required Qualifications

  • Strong proficiency in
    Python
    (pandas, NumPy, scikit-learn; plus experience with PySpark or similar for large-scale data) and
    SQL
    on modern warehouses (e.g., BigQuery, Snowflake, Redshift).
  • Hands-on experience with
    time-series modeling
    and
    anomaly / changepoint / significant-movement detection
    (e.g., STL decomposition, EWMA/CUSUM, Bayesian/prophet-style models, isolation forests, robust statistics).
  • Experience building and deploying
    production ML pipelines
    (batch and/or streaming), including feature engineering, model training, CI/CD, and monitoring for performance and data drift.
  • Solid background in
    statistics and experimentation
    : hypothesis testing, power analysis, A/B testing frameworks, uplift/propensity modeling, and basic causal inference techniques.
  • Familiarity with
    cloud platforms
    (GCP/AWS/Azure), orchestration tools (e.g., Airflow/Prefect), and
    dashboarding/visualization
    tools to expose alerts and model outputs to business users.
  • California, Maryland, United States

Languages

  • English
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