Senior Data Scientist · ML/AI · Pharma Analytics

Ankita
Bose

Assistant Manager, Data Science · Genpact · Bengaluru, India

5+ years turning complex pharma and marketing data into real-time decisions — through predictive ML, LLM-integrated BI, and automated analytics pipelines for Fortune 500 clients.

Ankita Bose
5+Years in ML/AI
~$500KAnnual Savings Delivered
F500Pharma Clients

A statistician who thinks
in models, speaks in insights

Senior Data Scientist with 5+ years of end-to-end ML/AI experience in Pharmaceutical and Marketing Analytics. Proven track record of designing predictive Machine Learning models, NLP-powered pipelines, and automated BI solutions that drive real-time decision making — turning raw data into measurable ROI for Fortune 500 clients.

At Genpact, I architect LLM-integrated ThoughtSpot data models and omnichannel marketing analytics platforms. Previously at Axtria, I built scalable Health System segmentation pipelines, CatBoost quantile regression models for HCP engagement, LSTM-based sales forecasting, and Genetic Algorithm-driven impression optimisation systems.

Outside of work, you'll find me with a camera, on a trail, singing, drawing, or teaching statistics — because the best way to truly understand something is to explain it clearly to someone else.

Core Stack

  • Python · SQL · R
  • Databricks · ThoughtSpot · Snowflake
  • Redshift · AWS · Google BigQuery
  • MS SQL Server · SAS · MS Excel

Languages

  • Bengali Native
  • Hindi Full Professional
  • English Professional

Interests

Singing Drawing Travelling Teaching Photography

Work that moved the needle

Genpact

AI-Powered ThoughtSpot BI — PBM Metrics & 340B Chargeback Automation

Architected LLM-integrated ThoughtSpot data models and Liveboards with Natural Language Querying (NLQ) enabling non-technical stakeholders to interrogate complex pharmacy claims data conversationally — surfacing real-time insights on prescription drug utilisation, rebates, and cost optimisation trends.

Eliminated manual reporting bottlenecks

Genpact

Automated Health System Segmentation & Targeting Pipeline

Led transition of manual Excel/SAS processes to a scalable Python + SQL automated pipeline. Integrated 340B density, CMP win, Medicaid density, and clinical partnership metrics into a unified segmentation framework with automated tiering logic.

~00K annual savings delivered

Axtria

HCP TRx Forecasting — CatBoost Quantile Regression + Monte Carlo

End-to-end predictive pipeline integrating sales, activity logs, and HCP attributes. Built a CatBoost quantile regression model (tuned with Optuna), leveraged SHAP for feature insights, and Monte Carlo simulations to optimise messaging sequences with business constraints — driving personalised, compliant HCP communication strategies.

Improved HCP engagement & Rx outcomes

Axtria

LSTM Sales Forecasting & Genetic Algorithm Impression Optimisation

Developed and automated an AI orchestration project using Databricks. Built LSTM models per segment with extensive feature engineering. Used Genetic Algorithm (GA) to optimise channel impressions, recommending an optimised HCP Pool based on model outcomes and business rules.

Multi-segment forecasting at scale

Axtria

MMx Modelling & ROI Automation

Automated Python-based pipeline for Marketing Mix modelling, replacing manual Excel/SAS workflows. Designed linear mixed-effects models with advanced feature engineering — outlier treatment, lagged variables, adstock transformations — for accurate demand forecasting and NRx optimisation.

Full reproducibility from manual process

Ipsos

Multi-Touch Attribution (MTA) for Fortune 500 Advertisers

Led MTA model development across e-commerce channels, optimising digital marketing investments. Built a Data Analysis Framework for preprocessing, feature engineering, and ML model execution to predict channel revenue and conversion effectiveness in real-time across all marketing channels using AWS, BigQuery, and Facebook Business Manager.

Real-time attribution across channels

Where I've worked

Aug 2024 — Present
Genpact India Pvt. Ltd.

Genpact

Assistant Manager — Data Science

Bengaluru, Karnataka · Full-Time

Leading LLM-integrated ThoughtSpot BI platform development, omnichannel marketing analytics, and automated Health System segmentation pipelines for pharma clients. Delivered ~$500K annual savings via Python/SQL automation and eliminated manual reporting bottlenecks through AI-powered NLQ.

ThoughtSpotLLM/NLQPythonSQLPharma AnalyticsHS Segmentation
Jun 2022 — Aug 2024
Axtria India Pvt. Ltd.

Axtria – Ingenious Insights

Associate → Senior Associate Decision Scientist

Bengaluru, Karnataka · Full-Time

Built end-to-end ML pipelines for HCP targeting, TRx forecasting, and impression optimisation. Delivered MMx ROI automation, vaccine portfolio segmentation, RBM team sizing, and PSM-based test-control analysis for major pharma clients across Databricks, Redshift, and SQL environments.

CatBoostLSTMGenetic AlgorithmSHAPDatabricksMMx
Jan 2021 — Jun 2022
Ipsos Research Pvt. Ltd.

Ipsos

Business Analyst

Bengaluru, Karnataka · Full-Time

Led Multi-Touch Attribution model development for Fortune 500 advertisers. Built data analysis frameworks for digital media investment optimisation using AWS, Google BigQuery, Facebook Business Manager, Redshift, R, Python, and SAS.

MTA ModellingAWSBigQueryRedshiftSAS
Jul 2019 — Dec 2022
Howrah Vivekananda Institution

Howrah Vivekananda Institution

Guest Lecturer — Applied Statistics

Howrah, West Bengal · Part-Time

Delivered lectures on Descriptive and Applied Statistics. Guided students in solving statistical problems using R and Python, conducted classes on advanced statistical techniques, and mentored students on data science projects.

Applied StatisticsRPythonTeaching
Jan 2020 — Dec 2020
Chegg India Pvt. Ltd.

Chegg

Subject Matter Expert — Statistics

Remote · Part-Time

Provided expert solutions to statistical problems using R, Python, and MS Excel for students globally, reinforcing strong foundations in applied statistics.

StatisticsRPython

The craft behind the numbers

📐

Statistical Methods

Modelling & Analysis

  • Regression & Classification
  • Hypothesis Testing
  • Time Series (LSTM, RNN)
  • Mixed-Effects Models
  • Propensity Score Matching
  • Test-Control Analysis
🤖

Machine Learning & AI

ML / Deep Learning

  • CatBoost · XGBoost · Random Forest
  • LSTM · RNN · Deep Learning
  • K-means Clustering
  • Genetic Algorithm Optimisation
  • LLM Integration & NLQ
  • SHAP · Optuna · Monte Carlo
💊

Platforms & Domain

Pharma & BI Stack

  • Databricks · ThoughtSpot · Snowflake
  • Redshift · AWS · Google BigQuery
  • MS SQL Server · SAS
  • HCP/HCS Targeting & Segmentation
  • Omnichannel Marketing Analytics
  • MMx · ROI · 340B Analytics

Built on a rigorous foundation

2018 – 2020

M.Sc. in Statistics

University of Kalyani

Distinction

2015 – 2018

B.Sc. (Hons.) in Statistics

Vivekananda College, University of Calcutta

Moments that matter

Genpact · Dec 2025

Certificate of Recognition

Consistent error-free outputs, exemplary performance, and significant contribution driving end-to-end HS modelling and Python/SQL automation

Axtria · Mar–Apr 2024

Bravo Award

Consistent quality delivery in stringent timelines, positive client feedback, and onboarding support for new team members

Axtria · H2 2023

Game Changer Award

Significant contribution to overall team objective with passion and innovation leading to measurable project impact

Ipsos · Sept 2021

Applause Award

Entrepreneurial spirit, innovative ideas, and partnership with the US team in standing up a new product at Ipsos

Ipsos · Jul 2021

Star of the Month

Youngest team member to take on and deliver a fast transition of a major project at Ipsos

Academic

SVMCM Scholarship

Swami Vivekananda Merit Cum Means Scholarship for academic excellence

Always learning

01Data Science & Machine Learning courses — Udemy
02Training on Databricks & ThoughtSpot
03National Workshop on AI & ML — CIET, approved by AICTE
04Data Science using R — StepUp Analytics
0521-Day Summer Training on Data Science — University of Kalyani
06Workshop: Data Science — Decoding the Black Box — University of Calcutta
07National Workshop on Statistics & Its Application — Presidency University

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Full project details · tools · awards · certifications

↓ Download Resume (PDF)

08 · Contact

Let's build something
meaningful together

abose5894@gmail.com