Senior ISC Data Scientist

Becton Dickinson; Bengaluru; On-site; INR 1,800,000 - 3,200,000; Full time

Job summary

BD in Bengaluru is seeking a data science professional to frame business problems into ML use cases and deploy scalable models. You will collaborate with Data Engineers, AI Product Owners and Compliance teams on end-to-end ML workflows, from feature engineering to production monitoring, in a dynamic healthcare technology environment that spans Databricks and Mlflow infrastructure.

The role requires 4–9 years of experience, strong skills in Python, SQL, Spark, and MLOps, and a Master’s degree

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.

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.

Skills

Feature Engineering

Mlflow Experiments/Registry

Model Monitoring

Python

SQL

Spark

MLOps

Responsible AI

CI/CD for Analytics

ERP SAP

Education

Master's Degree in Data Science / Statistics

Bachelor's Degree

Tools

Databricks

MLflow

Apache Spark

CI/CD tooling

Job description

We are the people who give possibilities purpose BD is one of the largest global medical technology companies in the world. Advancing the world of health is our Purpose, and it’s no small feat. It takes the imagination and passion of all of us-from design and engineering to the manufacturing and marketing of our billions of MedTech products per year-to look at the impossible and find transformative solutions that turn dreams into possibilities.

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)

Why Join Us? To find purpose in the possibilities, we need people who can see the bigger picture, who understand the human story that underpins everything we do. We welcome people with the imagination and drive to help us reinvent the future of healthcare. At BD, you’ll discover a culture in which you can learn, grow and thrive. We believe that when people connect in person, we learn faster, collaborate more deeply, and build a stronger culture. Join us and enjoy a culture where face-to-face collaboration supports your learning, your progress, and your success. To learn more about BD visit https://bd.com/careers.

Becton, Dickinson, and Company is an Equal Opportunity Employer. We evaluate applicants without regard to race, color, religion, age, sex, creed, national origin, ancestry, citizenship status, marital or domestic or civil union status, familial status, affectional or sexual orientation, gender identity or expression, genetics, disability, military eligibility or veteran status, and other legally protected characteristics.

Primary Work Location IND Bengaluru - Technology Campus Additional Locations Work Shift

BD is a leading global medical technology company that creates medical technology, devices and laboratory equipment for a variety of needs across the healthcare continuum. At BD, we are looking for candidates who possess passion, innovative solutions and a commitment to our one mission of improving access to groundbreaking medical and biotechnology services for people near and far, delivering state-of-the-art technology and cutting-edge research in the battle to fight and cure infectious diseases. With a global reach that extends across 50 countries worldwide, our network of professionals collaborates on effective measures to deliver enhanced patient quality such as lower health care delivery costs, improved health care and safety, and expanded health care for all. Join our company and see how you can become a part of one global mission to make a difference in human health.