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PORTFOLIO
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Energy & Data Infrastructure Backdrop

Product & Business Transformation | Financial Services, Data & Automation | NUS MSc Energy Systems

Product and business transformation professional with 15 years of experience across private banking, wealth management, and markets operations. More than eight years have been with UBS, delivering risk and data solutions across trustee operations, regulated reporting, portfolio-risk processes, and workflow automation.

At UBS, I supported bankers’ use of accurate portfolio-risk information ahead of investment decisions. I investigated calculation issues, advised on potential risk breaches, and conducted monthly data-control analysis to identify and help resolve data or algorithmic breaks as market conditions evolved. I also contributed to the two-year transition of the Credit Suisse business into UBS (APAC & Switzerland) and developed targeted Python solutions to accelerate issue resolution.

Currently pursuing an MSc in Energy Systems at the National University of Singapore (NUS), I am dedicated to pioneering the future of energy through AI applications, exploring opportunities where my experience in regulated commercial operations, data, risk, and transformation can contribute to energy markets, commercial projects, and digital transformation.

LOCATION
EXPERIENCE
CURRENT DEGREE
SPECIALIZATION
CAREER SYNTHESIS & PIVOT MATRIX
01 // BANKING OPS

Banking Operations

02 // INVESTMENT

Investment & Research

03 // AI & AUTOMATION

AI & Automation

04 // ENTREPRENEURSHIP

Entrepreneurship

05 // ENERGY SYSTEMS

Energy Systems

Professional Trajectory

MAR 2026 — PRESENT · 7 MOS

Professional Development

Career Break · Singapore

Pursuing a full-time MSc in Energy Systems at the National University of Singapore (NUS) following a deliberate career reassessment.

  • arrow_forward Building domain knowledge in energy systems and the regional energy transition, motivated by energy security, rising electricity demand from digital infrastructure, and lower-carbon solutions.
  • arrow_forward Exploring how my background in regulated operations, risk, data, and transformation can contribute to commercial, project, and digital-transformation roles in the energy sector.
JUN 2018 — MAR 2026 · 7 YRS 10 MOS

Product Manager / Business Analyst

UBS · Full-time · Singapore

Product Manager

  • arrow_forward Enable bankers to access accurate portfolio-risk information ahead of investment decisions in a regulated private-banking environment.
  • arrow_forward Investigate system calculation and data issues, review potential risk breaches, and coordinate timely resolution with relevant business and technology stakeholders.
  • arrow_forward Conduct monthly data-control analysis to identify and help resolve data or algorithmic breaks as market conditions and instrument-risk assessments evolve.
  • arrow_forward Contributed to the two-year transition of the Credit Suisse business into UBS, with primary support for APAC and additional support for Switzerland.
  • arrow_forward Troubleshoot existing automation and develop targeted Python solutions to support faster issue diagnosis and resolution.

Business Analyst

  • arrow_forward Managed the Singapore Trustee database and delivered 300+ internal reports annually, alongside regulatory reporting including Situs Assets, CRS, FATCA, AML, and MLTF.
  • arrow_forward Designed and maintained three end-user applications using Excel 365 and VBA, automating manual data inputs, Excel-to-XML conversion, and consolidation of XML files into standardised summary forms.
  • arrow_forward Initiated data-quality remediation across Trustee Singapore functions and with colleagues in Switzerland, strengthening the integrity and reliability of report outputs.
JAN 2025 — APR 2025 · 4 MOS

Hedge Fund Analyst

Liberfield Capital · Internship

  • arrow_forward Conducted individual and group research across equities and alternative investments.
  • arrow_forward Developed and presented an investment thesis on Palantir, assessing its US public-sector contract footprint and potential demand for AI-enabled data platforms.
  • arrow_forward Evaluated trade ideas and co-managed a portfolio with fellow interns.
JUL 2017 — JUN 2018 · 1 YR

Personal Goal Pursuit

Career Break · Singapore

  • arrow_forward Pursued independent fintech and problem-solving initiatives through hackathons and innovation challenges.
  • arrow_forward Reached finalist stage in the HDB Cool Ideas Hack 2017 and BNP Paribas Hackathon 2017.
  • arrow_forward Developed practical experience in rapid problem framing, collaborative ideation, and pitching solutions under time constraints.
JAN 2017 — JUL 2017 · 7 MOS

Einstein

We Pee Rainbow

Focused on bridging the existing gap in the creative marketing industry, and empowering startups and SMEs in (re-)branding and marketing.

  • arrow_forward Contributed by analysing and strategising for founders and marketing communications managers during presentation pitches, garnering multiple awards of contracts with ranges of valuations.
DEC 2015 — NOV 2016 · 1 YR

Wealth Relationship Manager

United Overseas Bank (UOB)

  • arrow_forward Managed relationships across 100+ client portfolios in a tiered wealth segment, partnering with Investment Advisors to support investment, wealth-growth, and preservation objectives.
JUN 2011 — DEC 2015 · 4 YRS 7 MOS

FX Advisory Associate / Derivatives Specialist

Citi Private Bank Singapore

FX Advisory Associate

  • arrow_forward Supported a 20-person FX Sales and Advisory team across Singapore and Hong Kong, managing the end-to-end lifecycle of FX and derivatives transactions for private bankers and clients across APAC and EMEA.
  • arrow_forward Coordinated with 10+ institutional counterparties and cross-functional teams across Global Markets, Risk, Compliance, Legal, Operations, and Technology.
  • arrow_forward Created automation for repetitive daily processes, increasing efficiency by 50% and enabling resource-intensive ad-hoc processes to run in the background.
  • arrow_forward Co-developed and implemented a web-based trade blotter within a one-month deadline, supporting straight-through processing across linked systems and training stakeholders on the new workflow.
  • arrow_forward Represented the desk in three automation and migration initiatives, collaborating across Singapore, EMEA, and North America from UAT through production; documented and prioritised business requirements.

Derivatives Operations Specialist

  • arrow_forward Settled capital-markets derivatives trades and payments across Asia and Europe; mentored a team of eight to support the migration of operations to Poland.

Skill Matrix

A multi-disciplinary toolkit designed for high-precision technical environments.

CORE TECHNICAL
Python (Pandas, PyTorch)
LLM fine-tuning
Quantitative Modeling
STRATEGIC DOMAIN
Macro-economics Risk Mitigation Energy Derivatives Agile Management Systems Thinking

Academic

MSc in Energy Systems

National University of Singapore (NUS)

MSc in Technopreneurship & Innovation

Nanyang Technological University (NTU)

BEng in Materials Engineering

Nanyang Technological University (NTU)

neurology
CONTINUOUS INTELLIGENCE

Current Specializations

verified

NTU SCTP Advanced Professional Certificate

verified

NTU SCTP Advanced Professional Certificate