Associate Director - Data Modeling
TakedaAbout the role
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Job Description
Job Title: Associate Director - Data Modeling
Location: Cambridge, MA
About the role:
As an Associate Director - Data Modeling, you will provide Data Modelling subject-matter-expertise to ensure high-quality analysis-ready data assets are created and utilized in a systematic manner for insight generation within R&D.
How will you contribute:
Design, plan & implement of data modelling activities, based on R&D portfolio & business priorities.
Design projects, activities and generate data mapping & harmonization specifications within the Data Modelling capability area.
Provide Subject-Matter-Expertise during the implementation of data mapping and harmonization specifications.
AI-Ready Data, Data Curation
Based on R&D needs and input from R&D organizations & functions, provide input for the identification of data assets and data sets for curation and other transformations to create AI & analytics ready data sets and assets.
Assess, design & implement curation methodologies with input from the Data Org. capability area team members and other SMEs.
Accountable for the creation of data sets and assets that can be readily used for AI and advanced analytics use cases and in a consumable format for AI models.
Work closely with the data science and analytics teams to ensure data models support and drive advanced analytics initiatives.
Primary and Secondary Data Architecture & Data Management
Design, specify and manage both primary and secondary data architecture & data management activities to ensure the efficient storage, flow and optimized use of data across the R&D organization.
Process Development and Optimization
Provide input for the assessment, design and implementation of data-focused processes that lead to optimized processes and workflows across R&D to increase operational efficiency, audit & inspection readiness and other R&D goals.
Collaborate with R&D functions and organizations to assess & understand data & process-related gaps, pain-points etc. and provide input to create a goal state view.
Design and optimize the data-centric components of these processes to move processes & workflows towards the goal-state.
Collaborate with other process and workflow-related organizations within R&D and Takeda Enterprise organization to ensure that the goal-state processes, workflows etc. are holistic.
Implement best practices for data processes & operations, ensuring standardized and streamlined workflows for data & insights generation across R&D.
Collaborate with the other capability areas within the Data Organization to ensure that processes related to data strategy, governance, modelling and insight-generation are aligned & systematic.
Knowledge graph development
Based upon prioritized R&D needs and input from R&D organizations and functions, develop and implement knowledge graphs to support target identifications, indication expansion, pharmacology and other R&D use cases.
Specify and document the knowledge models (foundational and subgraph).
In collaboration with Data Governance team of the Data Org. develop the governance structure to guide the onboarding and governance of data sources from internal and external sources.
Provide input for the operational activities needed to synchronize the data sources and knowledge database, including observability, quality, and recency of the data, so that the knowledge graphs stay current.
In collaboration with the Insight and Analytics group team of the Data & Insights Org. develop knowledge graph products with functionality related to user-interfaces, views, search, LLM-augmented RAG (Retrieval Augmented Generative) conversational interfaces and other gen-AI components etc. to enable the dissemination of the knowledge & insights across R&D.
Data Model D
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