By clicking the “Apply” button, I understand that my employment application process with Takeda will commence and that the information I provide in my application will be processed in line with Takeda’s Privacy Notice (https://jobs.takeda.com/privacynotice) and Terms of Use (https://www.takeda.com/terms-and-conditions/) . I further attest that all information I submit in my employment application is true to the best of my knowledge. **Job Description** THE OPPORTUNITY Curate and govern the context layer (RAG/KBs, embeddings, metadata, labeling) to improve answer quality and minimize hallucinations, while protecting data/PII. RESPONSIBILITIES **Curation & Labeling** + Extract and curate content from enterprise sources (Confluence, Jira, SharePoint, ServiceNow,qTest) using APIs and automation. + Define chunking and metadata schemas; labeling guidelines; golden Q&A and evaluation sets. + Implement chunking strategies for diverse content types (code repositories, technical documentation, tickets, test cases). + Implementcurationworkflows and retention policies. **Retrieval Quality** + Run A/B experiments across vector stores;monitoranswer quality vs. cost/latency; recommend defaults. + Analyze failure cases and propose data-driven improvements. **Data Governance** + Enforce data minimization, retention, and access controls;maintainlineage and approvals per RAI (Responsible AI). + Document data sources and usage for audit readiness. SKILLS & QUALIFICATIONS **Required** + 3+yearsdata/ML experience with embeddings/retrievalexpertise; strong documentation and runbook skills. + Experience with content transformation, metadata extraction, and labeling workflows. + Familiarity with privacy and data governance principles. + Hands-on experience with vector stores (OpenSearch/pgvector/Kendra/Chroma) and labeling tools. + Experience with REST APIs and data extraction from enterprise systems. + Python codingproficiencyfor data pipelines and automation. **Preferred/Nice to have** + Experience designing golden datasets and evaluation pipelines. + AWS Bedrock Knowledge Bases experience. + Familiarity with software development lifecycle and technical documentation patterns. **WHAT TAKEDA ICC INDIA CAN OFFER YOU:** + Takeda is certified as a Top Employer, not only in India, but also globally. No investment we make pays greater dividends than taking good care of our people. + At Takeda, you take the lead on building and shaping your own career. + Joining the ICC in Bengaluru will give you access to high-end technology, continuous training and a diverse and inclusive network of colleagues who will support your career growth. **BENEFITS:** It is our priority to provide competitive compensation and a benefit package that bridges your personal life with your professional career. Amongst our benefits are: + Competitive Salary + Performance Annual Bonus + Flexible work environment, including hybrid working + Comprehensive Healthcare Insurance Plans for self, spouse, and children. + **ABOUT ICC IN TAKEDA:** + Takeda is leading a digital revolution. We’re not just transforming our company; we’re improving the lives of millions of patients who rely on our medicines every day. + As an organization, we are committed to our cloud-driven business transformation and believe the ICCs are the catalysts of change for our global organization + Group Term Life Insurance and Group Accident Insurance programs + Health & Wellness programs including annual health screening, weekly health sessions for employees. + Employee Assistance Program + 3 days of leave every year for Voluntary Service in additional to Humanitarian Leaves + Broad Variety of learning platforms + Diversity, Equity, and Inclusion Programs + Reimbursements – Home Internet & Mobile Phone + Employee Referral Program + Leaves – Paternity Leave (4 Weeks) , Maternity Leave (up to 26 weeks), Bereavement Leave (5 calendar days) **Locations** IND - Bengaluru **Worker Type** Employee **Worker Sub-Type** Regular **Time Type** Full time **Locations** IND - Bengaluru **Worker Type** Employee **Worker Sub-Type** Regular **Time Type** Full time