Aditi Saha
Bangalore
Summary
Analytics professional with 11+ years of experience in business consulting, providing strategic guidance to enhance operational efficiency and profitability. Utilizes analytical skills and project management expertise to implement effective solutions, with a strong track record of fostering client relationships and driving collaborative team efforts for successful project outcomes.
Overview
11
11
years of professional experience
1
1
Certification
Work History
Senior Business Consultant
Allstate
05.2019 - Current
- Designed and deployed a model validation & monitoring framework (Python), reducing manual tracking effort by ~50% and enabling early drift detection (~2–3 weeks faster)
- Scaled monitoring framework across multiple insurance products, improving consistency and reducing model performance risks
- Built the base model within an end-to-end LTV framework (retention, loss, premium) using LightGBM (Tweedie/Gamma), replacing a legacy loss ratio approach with a pure premium model (annualized total loss) to better capture claim severity and frequency, improving model accuracy (~3%)
- Developed GLM-based retention models with time-varying features as part of the LTV framework, improving interpretability, and contributing to a ~12% improvement in model AUC.
- Built Tableau & Power BI (Fabric) dashboards, enabling real-time performance tracking and reducing reporting turnaround time by ~60%
- Increased forecasting accuracy by ~15–20%, improving workforce and resource planning
- Partnered with business and product stakeholders to analyze customer behavior and identify retention and engagement opportunities
- Automated end-to-end analytical pipelines, improving scalability and reducing dependency on manual processes
- Conducted deep-dive analysis on customer journeys and behavior patterns, leveraging A/B testing and experimentation to uncover actionable insights and optimize engagement strategies
Business Analyst
Titan company Ltd.
10.2016 - 09.2018
- Built customer propensity models to improve targeting and campaign effectiveness (~12–15% uplift in conversions)
- Developed sales forecasting models to support demand planning and inventory optimization
- Partnered with product and business teams to analyze customer behavior, leveraging A/B testing and experimentation to uncover actionable insights and optimize engagement strategies.
Analyst
Abacus Market research | IMRB International
12.2014 - 08.2016
- Designed and analyzed customer surveys, delivering actionable insights to clients across industries
- Developed complex SQL-based data extraction pipelines for multi-source datasets
- Supported cross-functional teams with analytics and reporting
Education
M.Sc. - Statistics
University of Kalyani
West Bengal06.2014
Skills
PROGRAMMING – Python (Pandas, NumPy, Scikit-learn), SQL, PySpark
MACHINE LEARNING – GLM, LightGBM, Regression, Forecasting, Feature Engineering
ANALYTICS – Product Analytics User Behavior Analysis Retention & Engagement A/B Testing & Experimentation KPI Design & Tracking Segmentation
VISUALISATION – Tableau, Power BI (Microsoft Fabric)
TOOLS– AWS S3, GitHub, Version Control
CONCEPTS– Model Monitoring, Model Validation, Statistical Analysis
Accomplishments
- Improved customer retention targeting, contributing to ~8–12% uplift in renewal rates through advanced ML models
- Reduced manual reporting and monitoring effort by ~40–60% via automation frameworks
- Built scalable model monitoring systems adopted across multiple products
Certification
Microsoft Azure Fundamentals (AZ-900)
Timeline
Microsoft Azure Fundamentals (AZ-900)
08-2025
Senior Business Consultant
Allstate
05.2019 - Current
Business Analyst
Titan company Ltd.
10.2016 - 09.2018
Analyst
Abacus Market research | IMRB International
12.2014 - 08.2016
M.Sc. - Statistics
University of Kalyani