Context Trainer (Developer)
Full-time
Description
<p>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 <a href="https://jobs.takeda.com/privacynotice" target="_blank">Privacy Notice</a> and <a href="https://www.takeda.com/terms-and-conditions/" target="_blank">Terms of Use</a>. I further attest that all information I submit in my employment application is true to the best of my knowledge.</p><p></p><p style="text-align:inherit"></p><h2><b>Job Description</b></h2><p style="text-align:inherit"></p><div><div><p><u><span>THE OPPORTUNITY</span></u><span> </span></p></div><div><p><span><span>Curate and govern the context layer (RAG/KBs, embeddings, metadata, labeling) to improve answer quality and minimize hallucinations, while protecting data/PII.</span></span><span> </span></p></div><div><p><u><span>RESPONSIBILITIES</span></u><span> </span></p></div><div><p><b><span>Curation & Labeling</span></b><span> </span></p></div><div><ul><li><p><span><span>Extract and curate content from enterprise sources (Confluence, Jira, SharePoint, ServiceNow,<span> </span></span><span>qTest</span><span>) using APIs and automation.</span></span><span> </span></p></li></ul></div><div><ul><li><p><span><span>Define chunking and metadata schemas; labeling guidelines; golden Q&A and evaluation sets.</span></span><span> </span></p></li></ul></div><div><ul><li><p><span><span>Implement chunking strategies for diverse content types (code repositories, technical documentation, tickets, test cases).</span></span><span> </span></p></li></ul></div><div><ul><li><p><span><span>Implement<span> </span></span><span>curation</span><span><span> </span>workflows and retention policies.</span></span><span> </span></p></li></ul></div><div><p><b><span>Retrieval Quality</span></b><span> </span></p></div><div><ul><li><p><span><span>Run A/B experiments across vector stores;<span> </span></span><span>monitor</span><span><span> </span>answer quality vs. cost/latency; recommend defaults.</span></span><span> </span></p></li></ul></div><div><ul><li><p><span><span>Analyze failure cases and propose data-driven improvements.</span></span><span> </span></p></li></ul></div><div><p><b><span>Data Governance</span></b><span> </span></p></div><div><ul><li><p><span><span>Enforce data minimization, retention, and access controls;<span> </span></span><span>maintain</span><span><span> </span>lineage and approvals per RAI (Responsible AI).</span></span><span> </span></p></li></ul></div><div><ul><li><p><span><span>Document data sources and usage for audit readiness.</span></span><span> </span></p></li></ul></div><div><p><u><span>SKILLS & QUALIFICATIONS</span></u><span> </span></p></div><div><p><b><span>Required</span></b><span> </span></p></div><div><ul><li><p><span><span>3</span><span>+</span><span><span> </span></span><span>years</span><span><span> </span>data/ML experience with embeddings/retrieval<span> </span></span><span>expertise</span><span>; strong documentation and runbook skills.</span><span> </span></span><span> </span></p></li></ul></div><div><ul><li><p><span><span>Experience with content transformation, metadata extraction, and labeling workflows.</span></span><span> </span></p></li></ul></div><div><ul><li><p><span><span>Familiarity with privacy and data governance principles.</span></span><span> </span></p></li></ul></div><div><ul><li><p><span><span>Hands-on experience with vector stores (OpenSearch/</span><span>pgvector</span><span>/Kendra/Chroma) and labeling tools.</span></span><span> </span></p></li></ul></div></div><div><div><ul><li><p><span><span>Experience with REST APIs and data extraction from enterprise systems.</span></span><span> </span></p></li></ul></div><div><ul><li><p><span><span>Python coding<span> </span></span><span>proficiency</span><span><span> </span>for data pipelines and automation.</span></span><span> </span></p></li></ul></div><div><p><b><span>Preferred/Nice to have</span></b><span> </span></p></div><div><ul><li><p><span><span>Experience designing golden datasets and evaluation pipelines.</span></span><span> </span></p></li></ul></div><div><ul><li><p><span><span>AWS Bedrock Knowledge Bases experience.</span></span><span> </span></p></li></ul></div><div><ul><li><p><span><span>Familiarity with software development lifecycle and technical documentation patterns.</span></span><span> </span></p></li></ul><p></p><div><div><p><b><span>WHAT TAKEDA ICC INDIA CAN OFFER YOU:</span></b><span> </span></p></div></div><div><div><ul><li><p><span><span>Takeda is certified as a Top Employer, not only in India, but also globally. No investment we make pays greater dividends than taking </span><span>good care</span><span> of our people.</span></span><span> </span></p></li></ul></div><div><ul><li><p><span><span>At Takeda, you take the lead on building and shaping your own career.</span></span><span> </span></p></li></ul></div><div><ul><li><p><span><span>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.</span></span><span><span> </span></span><br /><span><span> </span></span></p><p><span><b>BENEFITS:</b></span></p><p><span>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:</span></p></li><li><p><span>Competitive Salary + Performance Annual Bonus</span></p></li><li><p><span>Flexible work environment, including hybrid working</span></p></li><li><p><span>Comprehensive Healthcare Insurance Plans for self, spouse, and children.</span></p></li></ul><p></p><ul><li><p><span><b>ABOUT ICC IN TAKEDA:</b></span></p></li><li><p><span>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.</span></p></li><li><p><span>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</span></p></li><li><p><span>Group Term Life Insurance and Group Accident Insurance programs</span></p></li><li><p><span>Health & Wellness programs including annual health screening, weekly health sessions for employees.</span></p></li><li><p><span>Employee Assistance Program</span></p></li><li><p><span>3 days of leave every year for Voluntary Service in additional to Humanitarian Leaves</span></p></li><li><p><span>Broad Variety of learning platforms </span></p></li><li><p><span>Diversity, Equity, and Inclusion Programs</span></p></li><li><p><span>Reimbursements – Home Internet & Mobile Phone</span></p></li><li><p><span>Employee Referral Program</span></p></li><li><p><span>Leaves – Paternity Leave (4 Weeks) , Maternity Leave (up to 26 weeks), Bereavement Leave (5 calendar days)</span></p></li></ul></div></div><p></p><p></p><h2><b>Locations</b></h2><span>IND - Bengaluru</span><p></p><h2><b>Worker Type</b></h2><span>Employee</span><p></p><h2><b>Worker Sub-Type</b></h2><span>Regular</span><p></p><h2><b>Time Type</b></h2><p><span>Full time</span></p></div></div><p style="text-align:inherit"></p><h2><b>Locations</b></h2>IND - Bengaluru<p style="text-align:inherit"></p><h2><b>Worker Type</b></h2>Employee<p style="text-align:inherit"></p><h2><b>Worker Sub-Type</b></h2>Regular<p style="text-align:inherit"></p><h2><b>Time Type</b></h2>Full time
Takeda
PHARMACEUTICAL
Small Molecule, Enzymes
LocationTOKYO, Japan
Employees49,000
Open Jobs1373
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