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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.