Shayoni Dutta

Product Manager

Brentford, England, United Kingdom14 yrs 7 mos experience
Most Likely To SwitchAI ML Practitioner

Key Highlights

  • Delivered £300M savings through a semantic layer project.
  • Built a predictive platform generating £100M annualized value.
  • Named a Databricks Champion for leadership in analytics.
Stackforce AI infers this person is a Data Science and Analytics leader in the Biopharma sector.

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Skills

Core Skills

Data EngineeringSupply Chain OptimizationData AnalysisQuantitative Modeling

Other Skills

Data-driven Decision MakingBusiness Data ManagementData IntelligenceE2EMachine LearningCell Based AssaysStakeholder ManagementData Quality AssuranceData CoordinationCytotoxicityClinical DataPDBProgrammingMatlabC++

About

Hands-on data platform and analytics leader with over 10 years of post-PhD experience delivering enterprise-scale analytics ecosystems across biopharma R&D, clinical operations, and global supply chain functions. Proven end-to-end owner of Databricks Lakehouse–based data products, including ingestion pipelines, curated data models, governed semantic layers, and self-service analytics capabilities. Recognized for translating complex scientific and operational data into decision-ready platforms. Signature Achievements Owned and delivered an enterprise-wide semantic layer (Knowledge Graph) spanning Manufacturing, Quality, and Logistics from raw materials through distribution, standardizing lead-time and risk KPIs, and uncovering systemic bottlenecks through network analytics, contributing approximately £300M in savings within six months. • Built and productionized a Databricks-based agentic orchestration platform to predict supply delays and recommend proactive batch rescheduling using Bayesian sweep methodologies; scaled the solution from MVP to production with a 30–40 engineer team, generating approximately £100M in annualized value with £500M projected impact. • Designed and published a novel Target Pharmacology Assessment pipeline integrating mechanistic QSP models with data-driven analytics, enabling differentiation of internal PROTAC programs versus external benchmarks and accelerating progression toward clinical development (PubMed ID: 38375820). • Served as an influential technical architect in the development of Certara IQ™, a commercial AI-enabled QSP modeling platform that operationalized mechanistic modeling at enterprise scale. • named a Databricks Champion for hands-on leadership in orchestration and platform adoption. • Led a rapid-delivery team of 10 engineers to build an MVP in 48 hours, identifying golden-batch deviations and downstream delay risk; completed value assessment within three days, validating approximately £100M in potential savings and earning a Bronze Award for innovation.

Experience

14 yrs 7 mos
Total Experience
2 yrs 7 mos
Average Tenure
3 yrs 5 mos
Current Experience

Gsk

2 roles

Data Science Manager

Feb 2024Present · 2 yrs 2 mos

  • Sp Served as the primary internal owner of Databricks-based analytics products supporting global supply
  • chain decision-making, defining the platform roadmap, phased delivery plan, and enterprise adoption
  • strategy across Manufacturing, Quality, and Logistics.
  • Architected and governed end-to-end data ingestion, transformation, and curation pipelines for structured
  • and semi-structured operational data, including SAP manufacturing, procurement, and logistics systems.
  • Established subject-area data models and a governed enterprise semantic layer (Knowledge Graph) to
  • standardize key performance indicators, such as lead time, bottleneck risk, and network centrality, and
  • enable scalable self-service analytics.
  • Built and scaled a predictive orchestration platform to forecast supply delays and recommend mitigation
  • actions using constraint-aware optimization and Bayesian sweep methodologies, scaling the solution from
  • MVP to production with a 30–40-engineer delivery team.
  • Partnered closely with IT, Security, and Engineering leadership on access controls, release management,
  • documentation, and enablement to drive adoption within a highly regulated enterprise environment.
Data-driven Decision MakingData EngineeringBusiness Data ManagementData IntelligenceE2ESupply Chain Optimization

Senior Principal Data Scientist

Nov 2022Feb 2024 · 1 yr 3 mos

  • Designed and delivered a novel Target Pharmacology Assessment pipeline within the first year, integrating
  • mechanistic QSP models with data-driven analytics to identify key drivers of efficacy and therapeutic
  • differentiation.
  • Enabled rigorous, evidence-based comparison of internal PROTAC programs against external benchmarks
  • (including ARD-110), directly informing program design, prioritization, and optimization decisions.
  • Drove substantial preclinical cost and timeline efficiencies by identifying early failure modes and required
  • design modifications, accelerating progression toward clinical readiness.
  • Developed a methodology that was peer-reviewed and published (PubMed ID: 38375820), establishing a
  • reusable, scalable decision framework adopted across multiple programs.
Cell Based AssaysStakeholder ManagementData Quality AssuranceData CoordinationData AnalysisQuantitative Modeling

Certara

QSP and Data Scientist

Dec 2021Nov 2022 · 11 mos · England, United Kingdom

  • Served as a key technical architect in the development of Certara IQ™, an AI-enabled QSP modeling
  • software platform.
  • Designed and contributed to scalable QSP workflows, model orchestration, and reusable components,
  • enabling broader adoption across pharmaceutical clients.
  • Partnered cross-functionally with scientific, product, and engineering teams to translate advanced
  • quantitative modeling into robust, production-grade, user-facing software capabilities.
CytotoxicityQuantitative Modeling

Mathworks

Senior Application Engineer-Data Science

Aug 2018Nov 2021 · 3 yrs 3 mos · New Delhi Area, India

  • Delivered advanced analytics and data engineering solutions across pharmaceutical, medtech, and imaging
  • domains, encompassing quantitative modeling, ETL pipeline development, cloud integration, and
  • production deployment using Spark, Hadoop, Azure, and GCP.
  • Led complex customer engagements applying QSP/PK-PD modeling, machine learning, optimization, and
  • computer vision to inform scientific strategy and drive data-backed business decision-making.
Stakeholder ManagementData Engineering

Bayer

Data Scientist

May 2017Aug 2018 · 1 yr 3 mos · Thane

  • Analyzed clinical operations datasets, including CTMS-derived data, to develop predictive models
  • supporting trial enrolment, recruitment, and retention strategies.
  • Designed and delivered operational dashboards using Power BI and Tableau to support feasibility
  • assessments and portfolio-level clinical decision-making.
Clinical DataData Analysis

Sun pharma

Digital Imaging Scientist

Aug 2016Apr 2017 · 8 mos · Mumbai Metropolitan Region

  • Developed computer vision and deep learning models for preclinical oncology, applying image
  • segmentation, pattern recognition, and color deconvolution techniques to SCN mouse imaging data to
  • predict cancer stage and detect tumors, supporting translational research workflows.

Lok nayak jayaprakash narayan national institute of criminology and forensic science

Adjunct faculty

Sep 2012Aug 2016 · 3 yrs 11 mos · Home Ministry

  • Bioinformatics, Linux, programming in Perl and statistical analysis in the field of forensic sciences.
PDB

Indian institute of technology, delhi

PhD

Jul 2011Mar 2016 · 4 yrs 8 mos · Greater Delhi Area

  • " A Computational study of DNA-protein(Zinc Finger Proteins) interactions."
  • Machine learning , algorithm development, statistical analysis, Drug discovery, Molecular dynamic simulations and web-server development.

Education

Indian Institute of Technology, Delhi

Doctor of Philosophy (Ph.D.) — Artificial Intelligence

Birla Institute of Technology, Mesra

Master of Science (MS)

Jan 2009Jan 2011

Delhi University

Bachelor of Science (B.S.) — Biological and Biomedical Sciences

Jan 2006Jan 2009

Delhi Public School - R. K. Puram

High school — Science

Jan 2004Jan 2006

Carmel Convent School, Delhi

Jan 1992Jan 2004

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