{"schemaVersion":"jobsearcher.job.v1","id":"2d62133a014a3e86cbda36f3","url":"https://jobsearcher.com/jobs/2d62133a014a3e86cbda36f3","canonicalUrl":"https://jobsearcher.com/jobs/2d62133a014a3e86cbda36f3","title":"Data Scientist","description":"Functional Scope:• BOM/Configuration Mix classifier — builds model to predict series and part-number mix from family-group-level demand• Parallel model development — works alongside DS Lead on separate model tracks to avoid single-threading• Net demand model — incorporates salvage, rerun, repair signals to calculate total manufacturing need• Feature engineering execution — implements feature pipelines designed by DS Lead• Model experimentation — runs hyperparameter tuning, ablation studies, feature importance analysis• Documentation — model cards, experiment logs, accuracy reportsMust Have:• ML modeling (classification + regression)• Python + scikit-learn + LightGBM/XGBoost• SageMaker experience (training jobs, hyperparameter tuning)• Comfortable working under direction of Lead DS• Strong documentation habitsNice to Have:• Multi-class classification experience• Exposure to manufacturing/inventory dataJob Title: Data Scientist (Models)Top Skills Required: Leads model design and training across all four use cases: New Demand forecast(DeepAR, XGBoost, Chronos-2), Install-Base Failure Prediction (Weibullsurvival analysis), BOM/Config Mix Prediction, and Total Demand Lifecycle.Hands-on model architecture plus team mentorship.","company":"Samson Software Solutions","rawCompany":"samson software solutions","city":"Houston","state":"TX","isRemote":false,"isActive":false,"createdAt":"2026-09-24T07:22:19.894Z","occupations":[{"code":"15-2051.00","title":"Data Scientists","slug":"data-scientists"},{"code":"15-1243.01","title":"Data Warehousing Specialists","slug":"data-warehousing-specialists"},{"code":"15-1252.00","title":"Software Developers","slug":"software-developers"}],"industries":[{"code":"541512","title":"Computer Systems Design Services","slug":"computer-systems-design-services"},{"code":"541690","title":"Other Scientific and Technical Consulting Services","slug":"other-scientific-and-technical-consulting-services"},{"code":"541511","title":"Custom Computer Programming Services","slug":"custom-computer-programming-services"}],"jobPosting":{"@context":"https://schema.org","@type":"JobPosting","title":"Data Scientist","description":"Functional Scope:• BOM/Configuration Mix classifier — builds model to predict series and part-number mix from family-group-level demand• Parallel model development — works alongside DS Lead on separate model tracks to avoid single-threading• Net demand model — incorporates salvage, rerun, repair signals to calculate total manufacturing need• Feature engineering execution — implements feature pipelines designed by DS Lead• Model experimentation — runs hyperparameter tuning, ablation studies, feature importance analysis• Documentation — model cards, experiment logs, accuracy reportsMust Have:• ML modeling (classification + regression)• Python + scikit-learn + LightGBM/XGBoost• SageMaker experience (training jobs, hyperparameter tuning)• Comfortable working under direction of Lead DS• Strong documentation habitsNice to Have:• Multi-class classification experience• Exposure to manufacturing/inventory dataJob Title: Data Scientist (Models)Top Skills Required: Leads model design and training across all four use cases: New Demand forecast(DeepAR, XGBoost, Chronos-2), Install-Base Failure Prediction (Weibullsurvival analysis), BOM/Config Mix Prediction, and Total Demand Lifecycle.Hands-on model architecture plus team mentorship.","datePosted":"2026-09-24T07:22:19.894Z","dateModified":"2026-09-24T07:22:19.894Z","hiringOrganization":{"@type":"Organization","name":"Samson Software Solutions","sameAs":"https://jobsearcher.com"},"jobLocation":{"@type":"Place","address":{"@type":"PostalAddress","addressLocality":"Houston","addressRegion":"TX","addressCountry":"US"}},"identifier":{"@type":"PropertyValue","name":"JobSearcher","value":"2d62133a014a3e86cbda36f3"},"url":"https://jobsearcher.com/jobs/2d62133a014a3e86cbda36f3"}}