About

I turn complex business problems into scalable digital products.

My experience spans strategy, business process re-engineering, product ownership, AI implementation, and full-stack delivery. Across transportation, logistics, public sector, healthcare, aviation and defence, I have led initiatives that improve operational performance, reduce costs, and reshape how organisations work.

Journey

A career across industries

Engineering foundations, cloud, operations and product — woven into a transformation practice.

  1. ST Logistics Pte Ltd

    Dec 2022 – Present
    Manager, Strategy & Transformation | Lead Product Manager – AI & Enterprise Platforms

    Where strategy meets execution at scale. I own the end-to-end transformation agenda — from AI product roadmap to operating model design — across six business domains, turning multi-million-dollar bets into measurable cost savings and new commercial value.

  2. Johnson & Johnson

    May 2022 – Dec 2022
    Category Associate Manager

    Built the commercial rigour behind regional procurement — modelling freight economics, leading supplier negotiations, and structuring the analytical frameworks that turned cost leakage into hard savings.

  3. Amazon Web Services (AWS)

    Jun 2021 – May 2022
    Supply Chain Manager

    Operated at AWS speed: designed performance analytics systems, drove APAC network reliability, and partnered globally to scale what worked — lifting partner performance by double digits within weeks of launch.

  4. SMRT Trains Ltd

    Jul 2018 – Jun 2021
    Engineering & Management Associate, Senior Executive

    From revenue strategy to automation tooling — led financial modelling that shaped national fare policy, built analytics infrastructure that saved millions, and mentored the team that ran it all.

  5. Rolls-Royce PLC

    Mar 2017 – Sep 2017
    Customer Management Graduate, VP Coordinator

    A formative rotation across commercial, engineering, and customer operations in APAC — learning how world-class organisations manage complexity, relationships, and precision at the same time.

Capabilities

What I bring to the table

Digital Transformation

Enterprise-wide transformation from strategy and operating model design through execution and adoption.

Product Management

End-to-end product ownership — discovery, roadmap, backlog, ship/kill decisions and outcome metrics.

AI & Automation

Generative AI, computer vision, agentic workflows and automation strategy at enterprise scale.

Data & Analytics

SQL, Tableau, Power BI, Microsoft Fabric — from data products to executive decision dashboards.

Business Process Re-engineering

Workflow redesign, operating model transformation and digital capability embedding.

Programme & Portfolio Management

Multi-workstream delivery, business case development, governance and stakeholder alignment.

Supply Chain

Forecasting, inventory optimisation, resilience planning and procurement transformation.

Change Management

Stakeholder engagement, training, rollout strategy and sustained adoption initiatives.

Microsoft Power Platform

Power Apps, Power Automate, Dataverse — rapid low-code enterprise capability delivery.

Software Development

Python, C++, HTML/CSS/JavaScript — full-stack delivery staying close to the craft.