Reporting Developer III - Data Scientist
Date: Feb 11, 2026
Location: Savannah, GA, US
Company: Gulfstream Aerospace Corporation
Reporting Developer III - Data Scientist in GAC Savannah
Unique Skills:
General:
- Minimum 3 years experience in Data Science
- Programming: Python for ML and data engineering; strong modular coding practices, packaging, unit testing (pytest).
- Databricks (Azure) or Microsoft Fabric or AWS Sagemaker: Hands‑on experience with Lakehouse / Warehouse patterns, Spark DataFrames, MLflow for experiment tracking, model registry, and jobs/workflows.
- ML Tooling: Scikit‑learn, XGBoost/LightGBM, statsmodels; feature engineering at scale; model selection, cross‑validation, hyperparameter tuning; robust performance diagnostics (ROC/AUC, PR, F1, lift, residual/error analysis).
- Data Ops & MLOps: MLflow, model packaging, job orchestration, CI/CD for notebooks/repos.
Machine Learning Expertise
- Classical ML focus (non‑GenAI): Time‑series forecasting (ARIMA/SARIMA/ETS/Prophet, gradient boosting for forecast blending), supervised learning (classification, regression), unsupervised learning (clustering, anomaly detection), survival/reliability analysis, and design‑of‑experiments (DOE).
- Feature engineering: Lag/lead features, calendar/maintenance cycles, treatment of missingness/outliers, and robust scaling for heteroscedastic industrial data. Synthetic data generation.
- Evaluation in production contexts: Cost‑sensitive metrics (false‑alarm vs miss costs), and explainability suitable for engineering review boards. Optimization of Type 1 vs. Type 2 errors.
Manufacturing & Aerospace Domain (Preferred)
- Industrial analytics: Experience with predictive maintenance, condition‑based monitoring, yield/throughput improvement, quality/defect analytics, SPC, first‑pass yield, and takt‑time bottleneck analysis in complex discrete manufacturing.
- Aerospace value chain: Practical familiarity with E2E flows: design → supply chain → assembly → test/flight → field operations & MRO; interpreting sensor/telemetry (AHTMS), maintenance logs, and part lifecycle histories.
- ERP/MES/PLM context: Working knowledge of SAP/ERP data constructs (orders, routings, WIP, inventory), MES event logs, and engineering change impacts on data semantics.
Collaboration, Communication & Leadership
- Stakeholder engagement: Translate business problems into solvable ML formulations; quantify expected value; define acceptance criteria.
- Cross‑functional teaming: Close collaboration with Data Engineering (ETL, CDC, quality, security) and Citizen Data Scientists for enablement and review cycles.
- Documentation & training: Produce clear technical docs, model cards, and operational runbooks; coach citizen developers.
Education and Experience Requirements
Job Description
- Engages stakeholders and technology users in identifying, analyzing, and documenting business requirements.
- Ensures applications processes are followed consistently and are in compliance with applicable policies, procedures, standards, etc.
- Performs normal administration tasks and system maintenance for reporting and data analytics applications and solutions.
- Documents, develops, tests, deploys, and supports reporting and data analytics development using a variety of technical tools in support of business requirements.
- Conducts briefings and participates in technical meetings concerning specific projects or other activities. .
- Experience with Agile development methodology and working on an agile team preferred.
- Demonstrated understanding of software development lifecycle methodologies (SDLC).
- Experience in conducting testing including design and execution of test cases.
- Demonstrated capability to understand data structures and create effective visualizations and reports that drive business insight and value.
- Excellent presentation design and delivery skills.
- Ability to lead/facilitate cross-functional teams and meetings.
Additional Information
Requisition Number: 230960
Category: Information Systems
Percentage of Travel: Up to 25%
Shift: First
Employment Type: Full-time
Posting End Date: 02/25/2026
Equal Opportunity Employer / Individuals with Disabilities / Protected Veterans
Gulfstream does not provide work visa sponsorship for this position, unless the applicant is a currently sponsored Gulfstream employee.
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Gulfstream Aerospace Corporation, a wholly-owned subsidiary of General Dynamics (NYSE: GD), designs, develops, manufactures, markets, services and supports the world's most technologically-advanced business jet aircraft
Nearest Major Market: Savannah
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