Manager, Data DeliveryPetSmart
Enterprise delivery leadership across data products, platforms, and AI-assisted ways of working.

DATA & AI TRANSFORMATION LEADER
I turn complex data into trusted decisions and lasting capability.
SELECTED TRANSFORMATIONS
Shaped the data and analytics capability behind a customer risk profile analyzer for wholesale banking in Singapore.
Turned ambiguous Akamai behavioral logs into evidence for digital bonus-content investment decisions.
Connected pricing, promotion, assortment, and effectiveness decisions through trusted data and analytics enablement.
Enterprise work anonymized
THE EXECUTIVE SERIES
Short, evidence-led briefings on the business choices behind data, AI, and market performance.
EXECUTIVE DECISION BRIEF
THE PROFESSIONAL ARC
Experience across India, Singapore, and the United States shaped a practical leadership style: technically grounded, commercially aware, and built for complex organizations.
Enterprise delivery leadership across data products, platforms, and AI-assisted ways of working.
Four roles since joining, with expanding scope across commercial data and delivery.
Cross-industry programs spanning financial services, media, and enterprise analytics.
Built the technical grounding that still informs product and platform decisions.
EDUCATION & SELECT CREDENTIALS
Personal products that turn noisy information into a clear next decision.
01 / VALORA
Built to organize messy property inputs into sourced facts that a buyer can confirm before analysis begins. Maharashtra-first, with explicit evidence and risk boundaries.
GIVE US ANYTHING YOU HAVE
02 / WORTH IT?
A working AI deal advisor for marketplace listings. It turns a URL, image, or description into a value range, decision signals, and a practical negotiation starting point.
REAL AI DEAL & VALUATION ADVISOR
Three transformations. One leadership pattern.
Wholesale banking · Singapore
CONTEXT
Risk signals lived across complex data and operating boundaries. Leaders needed a clearer, more consistent view of each customer before they could act with confidence.
THE DECISION
Frame the work around the decisions relationship and risk teams needed to make, then organize the data product around those moments.
MY OWNERSHIP
Led end-to-end product shaping and owned the data, analytics, and enablement work across an approximately 100-person cross-functional program.
WHAT CHANGED
Created a shared path from fragmented signals to an actionable customer risk profile, aligning product, data, analytics, and business teams around one operating outcome.
Global media
CONTEXT
A media business had rich delivery logs but no dependable way to understand whether digital bonus content changed audience behavior or justified further investment.
THE DECISION
Treat the logs as a behavioral evidence source, translate them into decision-ready measures, and connect usage patterns to the bonus-content portfolio.
MY OWNERSHIP
Owned the data and analytics enablement, from interpreting ambiguous event data through shaping the product questions and measurement approach.
WHAT CHANGED
Gave product and investment leaders a clearer basis for deciding which bonus experiences deserved attention, refinement, or reduced investment.
Enterprise retail
CONTEXT
Pricing, promotion, and assortment choices touched many teams, while different data views made it harder to learn what worked and choose where to invest next.
THE DECISION
Build a dependable analytical foundation around the commercial questions: what to sell, how to price it, when to promote it, and how to measure effectiveness.
MY OWNERSHIP
Owned data, analytics, and AI enablement within an approximately 100-person cross-functional program, connecting strategy with delivery.
WHAT CHANGED
Established a more coherent decision system for commercial teams and a reusable foundation for evaluating pricing and promotion choices.
My leadership operating system moves from decision framing to durable capability.
“The goal is not a smarter dashboard. It is a stronger decision, made repeatedly.”