Data Scientist

Johnson Service Group PLC
Houston, TX, United States
about 1 month ago
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Role details

Contract type
Temporary contract
Employment type
Full-time (> 32 hours)
Compensation
$26,000.0 - $29,900.0
Working hours
Regular working hours
Job source

Tech stack

Amazon Web Services Inventory Management Software Python (Programming Language) Machine Learning Feature Engineering Scikit Learn Xgboost

Job description

  • Build a BOM/configuration mix classifier to predict series and part-number mix from family-group-level demand.
  • Develop models in parallel with the Lead Data Scientist across separate model tracks to avoid single-threaded development.
  • Develop a net demand model incorporating salvage, rerun, and repair signals to calculate total manufacturing need.
  • Implement feature engineering pipelines designed by the Lead Data Scientist.
  • Conduct model experimentation, including hyperparameter tuning, ablation studies, and feature importance analysis.
  • Create and maintain model cards, experiment logs, accuracy reports, and related technical documentation.

Requirements

  • Machine learning modeling experience across classification and regression.
  • Strong Python skills with scikit-learn and LightGBM/XGBoost.
  • AWS SageMaker experience, including training jobs and hyperparameter tuning.
  • Ability to work effectively under the direction of a Lead Data Scientist while independently supporting separate model development tracks.
  • Strong technical documentation practices, including model cards, experiment logs, and accuracy reports.

Nice to Have skills

  • Multi-class classification experience.
  • Exposure to manufacturing and inventory data.

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