The Data Scientist designs, builds, and operationalizes advanced analytics and machine learning models that enable predictive and prescriptive decision‑making across BD’s supply chain and business operations. This role combines strong statistical foundations with hands‑on engineering and close collaboration with product and business teams.
Key Responsibilities
• Frame business problems into analytical and machine learning use cases.
• Engineer features and develop predictive and prescriptive models.
• Train, evaluate, validate, and deploy models for production use.
• Monitor model performance, drift, and retraining needs.
• Collaborate with Data Engineers and MLOps to ensure scalable deployments.
• Automate ML workflows (CI/CD) and manage Mlflow registry
• Ensure compliance with data governance, ethical AI, and responsible AI standards.
• Communicate insights, assumptions, and outcomes to business stakeholders.
Working Relationships
• Partners with Data Engineers, Data/AI Product Owners, Business Product Owners and Legal/Compliance Teams
Technical Skill Requirements
Experience Required- 4- 9 Years
• Statistics, machine learning, and optimization techniques
• Python, SQL, and distributed data processing
• Feature engineering and model lifecycle management
• Model monitoring, drift detection, and retraining
• MLOps and CI/CD for analytics solutions
• Responsible and ethical AI practices
Required Qualifications
• Strong academic or professional background in data science, statistics, or applied mathematics. Master’s Degree preferred with at least 3 years of work experience.
• Proven experience building and deploying ML models in production environments.
• Experience and knowledge of ERP, SAP systems and APS
• Experience working in cross‑functional, product‑oriented teams.
Skills & Proficiency Targets
•Feature Engineering (Deltra/Feature Store) – Expert
•Mlflow Experiments/Registry – Expert
•Model Monitoring & Drift – Expert
•Serving (Batch/Real-time)- Proficient
•Statistics & ML – Working
•Python/SQL/Spark – Proficient
•ML Ops on Databricks – Proficient
•Responsible AI – Working
Databricks Academy / Learning Paths
•ML Practitioner/ Learning Path
• Feature Engineering & Feature Store
• Mlflow Experiments & Model Registry
• Serving & Monitoring on Databricks
Recommended Certifications
• Databricks Machine Learning Professional
• Dtabricks ML Practitioner
• Axure Data Scientist (DP-100)
• Tensorflow Developer
• Responsible AI ( Microsoft/edX)
Required Skills
Optional Skills
IND Bengaluru - Technology Campus
BD is one of the largest global medical technology companies in the world and is advancing the world of health™ by improving medical discovery, diagnostics and the delivery of care. The company supports the heroes on the frontlines of health care by developing innovative technology, services and solutions that help advance both clinical therapy for patients and clinical process for health care providers. BD and its more than 70,000 employees have a passion and commitment to help enhance the safety and efficiency of clinicians' care delivery process, enable laboratory scientists to accurately detect disease and advance researchers' capabilities to develop the next generation of diagnostics and therapeutics. BD has a presence in virtually every country and partners with organizations around the world to address some of the most challenging global health issues. By working in close collaboration with customers, BD can help enhance outcomes, lower costs, increase efficiencies, improve safety and expand access to health care. For more information on BD, please visit bd.com.
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