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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