Work Experience
Two decades building data-driven products, AI platforms, and enterprise solutions across banking, sports-tech, cloud, and telecom.
Commonwealth Bank of Australia
Dec 2021 – Present
Bengaluru, India
Senior Manager - Data & Decision Science · Dec 2021 – Present
One of the earliest members of the Data & Decision Science team at CBA India. My key contributions:
- Built the Data Science function in India from the ground up - hired a high-performing team and established a culture of rigorous, impact-driven work.
- Leading multiple strategic Generative and Agentic AI and Macine Learning initiatives to improve how we work and deliver better outcomes for customers.
- Built an automated framework for development of propensity models for marketing teams - a single pipeline from data ingestion to model development and deployment - reducing the time to market from 8 weeks to 2 weeks. Featured in IT News Australia
- Built an in-house Generative-AI driven Intelligent Document Processing (IDP) product to automate the extraction of information from unstructured documents - enabling straight through processing of key customer facing processes. Featured in CIO Inc
- Driving adoption of Generative and Agentic AI across the bank.
Head Digital Works Pvt. Ltd. (Cricket.com)
Sep 2019 – Dec 2021
Bengaluru, India
Note
Due to regulatory guidelines, few products including cricket.com has shut down its operations in late 2025.
Lead Data Scientist · Sep 2019 – Dec 2021
- Established and led the Data Science team of cricket.com.
- Built Criclytics - an industry-leading prediction engine for match outcomes and real-time insights.
- Introduced the Fantasy Research Centre - automated and optimised fantasy team strategies using Linear Optimisation.
- Developed models for performance forecasting, player and team Elo ratings, post-match analysis, and playoff simulations.
- Created a content recommendation system - enhanceed user engagement by 40%.
- Delivered end-to-end ML pipelines and deployed models as scalable APIs.
- Contributed to user and marketing analytics through data pipelines and A/B testing.
Oracle
Apr 2009 – Sep 2019
Bengaluru · New York · St. Louis
Consulting Technical Manager · Mar 2019 – Sep 2019
- Lead Architect for a Hybrid Cloud Solution with Predictive Analytics, integrating CX on cloud with on-premise order orchestration, service fulfilment, monetisation, and analytics for the communications industry.
Senior Principal Consultant · Nov 2015 – Feb 2019
- Led end-to-end architecture, business process framework, and ML framework design.
- Built models for customer segmentation (clustering) and churn prediction (classification) to improve experience and retention.
Principal Consultant · Oct 2012 – Oct 2015
- Led development and delivery of solutions on Oracle's RODOD (Rapid Offer Design & Order Delivery) framework.
Senior Consultant · Apr 2009 – Sep 2012
- Development and delivery of solutions on Oracle BRM (Billing & Revenue Management).
Amdocs
Jul 2005 – Mar 2009
Limassol, Cyprus
Senior Programming Subject Matter Expert · Jul 2005 – Mar 2009
- Development Team Lead for Amdocs Engineering and Implementation Teams.
- Worked on Amdocs Activation Manager (AAM) and Partner Revenue Management (PRM) products.
UshaComm India Pvt. Ltd.
Jun 2003 – Jul 2005
Kolkata, India
Software Developer · Jun 2003 – Jul 2005
- Core Development Team member for Unicorn 6.0 product.
- Focused on Inventory Management, Dealer Management, and System Administrator modules.