Sr. Data Scientist- Operations Reserach
Listed on 2026-07-13
-
Software Development
Machine Learning/ ML Engineer, AI Engineer (Applied/Software), Data Scientist, Data Engineering
About the Role
Total Wine & More is seeking a Senior Data Scientist, Operations Research to join our Data Services team in Bethesda, MD. In this role, you will lead the design and deployment of optimization and decision science solutions that directly drive business outcomes across Total Wine & More. This role focuses on solving complex, large-scale mathematical problems to inform strategic and operational decisions, including pricing, inventory, supply chain, and marketing optimization.
You will work at the intersection of data, mathematical modeling, and decisioning systems, translating business problems into formal optimization frameworks and delivering production‑ready solutions. This role requires deep hands‑on experience in operations research (OR), including building and solving large‑scale optimization models, alongside strong data engineering and software skills to operationalize those solutions. This role will report to the Sr. Director, Data Science.
- Formulate decision problems as mathematical optimization models (LP, MILP, MINLP), translating business constraints and objectives into structured frameworks
- Design and implement large‑scale optimization models, solving complex problems involving thousands to millions of variables and constraints
- Leverage solvers such as Gurobi (preferred) or equivalent tools to build high‑performance solutions, including model tuning and performance optimization
- Develop end‑to‑end decision systems, integrating optimization outputs into production workflows and business processes
- Collaborate with business stakeholders to define objective functions, constraints, and trade‑offs, ensuring solutions align with real‑world decision‑making
- Evaluate solution quality through scenario testing, sensitivity analysis, and stress testing of optimization results
- Scale and product ionize models, including API development, automation, monitoring, and retraining workflows
- Build and maintain data pipelines to support optimization models, ensuring data quality, availability, and performance at scale
- Communicate model structure, assumptions, and results clearly to leadership, translating complex math into actionable business insights
- Bachelor's Degree in Operations Research, Industrial Engineering, Applied Mathematics, Computer Science, or related field or equivalent years of experience
- Master's Degree in Operations Research, Industrial Engineering, Applied Mathematics, Computer Science, or related field or equivalent years of experience
- 3-6 years’ experience in Operations Research / Optimization or related fields preferred
- Hands‑on experience with Gurobi (strongly preferred) or similar solvers (CPLEX, OR‑Tools, etc.)
- Proven experience building and deploying large‑scale mathematical models (LP, MILP, etc.) in production environments
- Ability to design and maintain data pipelines for large‑scale modeling workflows and experience working with large, complex datasets, including feature engineering and data validation
- Proficiency in Python and SQL, with emphasis on scalable, maintainable code
- Familiarity with cloud environments (AWS, Azure, GCP) for scalable execution
- Paid Time Off (PTO)
- Generous store discounts
- Health care plans (medical, prescription, dental, vision)
- 401(k), HSA, FSA, Pre-tax commuter benefits
- Disability & life insurance coverage
- Paid parental leave
- Pet insurance
- Critical illness and accident insurance
- Discounted home and auto insurance
- College tuition assistance
- Career development & product training
- Consumer classes
Total Wine & More is an equal opportunity employer and all qualified applicants will receive consideration for employment without discrimination based on race, color, religion, national origin, sex, sexual orientation, age, marital status, veteran status, disability, or any other characteristic protected by applicable law. Total Wine & More makes reasonable accommodations during all aspects of the employment process, including during the interview process.
Total Wine & More is a Drug Free Workplace.
(If this job is in fact in your jurisdiction, then you may be using a Proxy or VPN to access this site, and to progress further, you should change your connectivity to another mobile device or PC).