Career Narrative
From audit assertions to data certification.
The same intellectual framework — verify what institutions claim about their data — applied with increasing scope and technical depth across five roles.
Team Lead - Core Data Infrastructure, Private Markets
Built the data orchestration and quality certification platform for private markets from scratch — ingesting from 20+ sources across funds, credit, directs, and alternatives. What started as 22 disconnected SQL checks is now the central data infrastructure serving 6 departments and 100+ users.
The platform is vendor-neutral by design, validated across Great Expectations, Pandera, Precisely, Informatica, and Collibra. Leading the core engineering team shipping Gherkin-based test specifications, pytest workflows, and Datadog observability. Now scaling from private markets into public markets.
Digital Transformation Project Manager
Owned digital strategy for FedEx International — scoping, validating, and deploying solutions for business intelligence and process mining across the finance function. Built on Power Platform and Azure to give teams analytical capabilities they previously didn't have.
Shipped an international exception case management system, change management portals, and customer self-service webforms.
Equity Analyst - APAC Technology, Media, & Telecom (TMT)
Designed equity research models on the Bloomberg Terminal for TMT across Asia. Led data standardisation and product analytics for Bloomberg Intelligence — defining how financial data was structured and consumed across the region.
Equity Analyst - South Asia
Covered equity fundamental data across the South Asian subcontinent. Asia lead for data standardisation policies. Published on the Bloomberg Terminal covering digital assets, Korean politics, and the Indian economy. Collaborated with Bloomberg News, achieving record news hits across multiple regions.
Senior Auditor
Qualified as a Chartered Accountant. Coordinated treasury function audits internationally — statutory compliance, credit compliance, consolidation, and tax. Risk-based auditing, COSO frameworks, and sampling methodology across multi-entity engagements.
Qualifications & Tools
Chartered Accountant (CA Singapore) · Python · SQL · Great Expectations · Pandera · Power Platform · Docker · Snowflake · Precisely · Git · Linux · Gherkin/BDD
Vendor-neutral by design. The framework I build can run on open-source tooling or enterprise platforms — the methodology is independent of any single technology stack.