Context Engineer-II
Bristol-Myers Squibb India Pvt LtdJob Description
Context Engineer-II
Working with Us
Challenging. Meaningful. Life-changing. Those aren’t words that are usually associated with a job. But working at Bristol Myers Squibb is anything but usual. Here, uniquely interesting work happens every day, in every department. From optimizing a production line to the latest breakthroughs in cell therapy, this is work that transforms the lives of patients, and the careers of those who do it. You’ll get the chance to grow and thrive through opportunities uncommon in scale and scope, alongside high-achieving teams. Take your career farther than you thought possible.
Bristol Myers Squibb recognizes the importance of balance and flexibility in our work environment. We offer a wide variety of competitive benefits, services and programs that provide our employees with the resources to pursue their goals, both at work and in their personal lives. Read more: careers.bms.com/working-with-us.
Position Summary
The Context Engineer is responsible for supporting the design, implementation, maintenance, and governance of the enterprise semantic layer that underpins the organization’s Commercial data strategy. Working with and functionally reporting to the Lead Data Architect, this role helps develop and operationalize ontological models, taxonomy frameworks, business glossaries, metadata management practices, business context layers, and semantic governance processes that enable consistent interpretation of Commercial data across Sales, Marketing, Market Access, Medical Affairs, Regulatory Affairs, Finance, Analytics, and data product teams.
Key Responsibilities
- Support the Lead Data Architect in designing, implementing, maintaining, and governing the enterprise semantic layer that underpins the Commercial data strategy and enables consistent interpretation of data across Sales, Marketing, Market Access, Medical Affairs, Regulatory Affairs, Finance, Analytics, and data product teams.
- Develop and maintain ontological models that represent Commercial domain knowledge structures, including products, stakeholders, channels, outcomes, metrics, business events, and their interrelationships, enabling consistent reasoning across systems, analytical platforms, data products, and AI-enabled solutions.
- Design and maintain taxonomy frameworks and classification structures for Commercial content, data assets, business processes, domains, entities, and use cases, enabling reliable search, segmentation, reporting, reuse, and alignment with pharma commercial operations.
- Build, maintain, and govern the Commercial business glossary, ensuring critical business terms, commercial KPIs, data definitions, business rules, calculations, and regulatory concepts are clearly defined, consistently used, and aligned with approved business meaning.
- Establish and apply metadata management practices for Commercial data assets, including ownership, stewardship, source system, refresh frequency, sensitivity classification, lineage, quality expectations, access considerations, and usage restrictions.
- Design, implement, and maintain the business context layer that translates technical Commercial data structures into business-ready, context-enriched representations for self-service analytics, consistent reporting, data product delivery, reusable AI context, and AI-ready consumption across the Commercial organization.
- Maintain semantic mappings between business concepts, glossary terms, data models, source systems, data products, reports, and AI context assets to improve traceability, discoverability, reuse, and impact analysis across the Commercial data ecosystem.
- Operate semantic governance processes for ontologies, taxonomies, glossaries, metadata standards, context assets, and semantic mappings, ensuring changes are reviewed, documented, versioned, auditable, and aligned with enterprise data governance expectations.
- Partner with data architects, data engineers, product owners, analysts, governance teams, privacy/compliance partners, and business stakeholders to validate definitions, resolve semantic ambiguity, and ensure context assets reflect approved Commercial business meaning.
- Support compliance-aware documentation and governance practices by ensuring semantic assets reflect applicable privacy, data use, auditability, access control, and pharma regulatory considerations in a regulated life sciences environment.
Preferred Skills & Certifications
- AI context engineering experience, including reusable context assets, prompt/context packages, AI-ready documentation, retrieval-augmented generation concepts, and knowledge graph-enabled retrieval.
- Semantic modeling and knowledge representation skills, including ontologies, taxonomies, semantic mappings, controlled vocabularies, business glossaries, and metadata standards.
- Familiarity with semantic technologies and tools such as RDF/RDFS, OWL, SPARQL, SKOS, SHACL, JSON-LD, Protégé, PoolParty, TopBraid, or equivalent platforms.
- Experience with data catalog, metadata, governance, and lineage platforms such as Collibra, Alation, Atlan, Microsoft Purview, Informatica Axon, or equivalent tools.
- Working knowledge of data architecture and engineering concepts, including data models, data products, data contracts, lineage, SQL, Python, dbt, Snowflake, Databricks, Redshift, or similar cloud data platforms.
- Familiarity with Commercial pharma data ecosystems, including Veeva, IQVIA, Symphony Health, APLD, HCP/HCO master data, payer/market access data, claims, or patient services data.
- Understanding of responsible AI, privacy, access control, data use restrictions, auditability, and regulated life sciences data governance practices.
- Preferred certifications may include DAMA CDMP, Collibra, Alation, Microsoft Azure Data or AI, Databricks, Snowflake, Informatica, or equivalent data governance, data engineering, or AI-related credentials.
Qualifications
- Bachelor’s degree required in Computer Science, Information Science, Life Sciences, Data Science, Information Systems, Engineering, or a related field; master’s degree in Information Architecture, Knowledge Engineering, Biomedical Informatics, Health Informatics, Data Science, or a related discipline preferred.
- 5+ years of experience in data management, information architecture, data governance, semantic modeling, metadata management, or knowledge engineering, preferably in a pharmaceutical, biotech, life sciences commercial, or regulated data environment.
- Hands-on exposure to semantic competency areas such as ontology development, taxonomy design, business glossary management, metadata management, business context layer development, semantic mappings, or governance processes.
- Familiarity with Commercial data domains, syndicated pharma data sources, and commercial platforms such as Sales, Marketing, Market Access, Medical Affairs, Regulatory Affairs, Finance, Analytics, IQVIA, Symphony Health, APLD, Veeva, Snowflake, Databricks, Power BI, Collibra, Alation, Atlan, or Microsoft Purview is preferred.
- Ability to collaborate with data architects, engineers, product owners, analysts, governance, privacy/compliance, and business stakeholders to clarify definitions, align metadata, resolve ambiguity, and improve discoverability and reuse of data assets.
- Strong documentation, analytical thinking, written communication, and attention to detail, with the ability to translate technical data structures and Commercial business concepts into clear, reusable, and governance-ready context assets.
If you come across a role that intrigues you but doesn’t perfectly line up with your resume, we encourage you to apply anyway. You could be one step away from work that will transform your life and career.
Uniquely Interesting Work, Life-changing Careers
With a single vision as inspiring as “Transforming patients’ lives through science™ ”, every BMS employee plays an integral role in work that goes far beyond ordinary. Each of us is empowered to apply our individual talents and unique perspectives in a supportive culture, promoting global participation in clinical trials, while our shared values of passion, innovation, urgency, accountability, inclusion and integrity bring out the highest potential of each of our colleagues.
On-site Protocol
BMS has an occupancy structure that determines where an employee is required to conduct their work. This structure includes site-essential, site-by-design, field-based and remote-by-design jobs. The occupancy type that you are assigned is determined by the nature and responsibilities of your role:
Site-essential roles require 100% of shifts onsite at your assigned facility. Site-by-design roles may be eligible for a hybrid work model with at least 50% onsite at your assigned facility. For these roles, onsite presence is considered an essential job function and is critical to collaboration, innovation, productivity, and a positive Company culture. For field-based and remote-by-design roles the ability to physically travel to visit customers, patients or business partners and to attend meetings on behalf of BMS as directed is an essential job function.
Supporting People with Disabilities
BMS is dedicated to ensuring that people with disabilities can excel through a transparent recruitment process, reasonable workplace accommodations/adjustments and ongoing support in their roles. Applicants can request a reasonable workplace accommodation/adjustment prior to accepting a job offer. If you require reasonable accommodations/adjustments in completing this application, or in any part of the recruitment process, direct your inquiries to adastaffingsupport@bms.com. Visit careers.bms.com/eeo-accessibility to access our complete Equal Employment Opportunity statement.
Candidate Rights
BMS will consider for employment qualified applicants with arrest and conviction records, pursuant to applicable laws in your area.
If you live in or expect to work from Los Angeles County if hired for this position, please visit this page for important additional information: https://careers.bms.com/california-residents/
Data Protection
We will never request payments, financial information, or social security numbers during our application or recruitment process. Learn more about protecting yourself at https://careers.bms.com/fraud-protection.
Any data processed in connection with role applications will be treated in accordance with applicable data privacy policies and regulations.
If you believe that the job posting is missing information required by local law or incorrect in any way, please contact BMS at TAEnablement@bms.com. Please provide the Job Title and Requisition number so we can review. Communications related to your application should not be sent to this email and you will not receive a response. Inquiries related to the status of your application should be directed to Chat with Ripley.
R1604271 : Context Engineer-IIJob role
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