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I am a quantitative analytics leader with 15+ years spanning financial portfolio analytics, data science, and business intelligence. I partner with cross-functional teams to translate complex requirements into data-driven portfolio insights for institutional clients, building scalable analytics infrastructure and end-to-end pipelines. I craft multi-factor models, apply machine learning, and translate outputs into clear business recommendations while engaging executives to drive strategic decisions. I am currently pursuing an M.S. in Applied Data Science at the National University of Singapore and enjoy applying advanced data science techniques to real-world finance, technology, and operations challenges.…I am a quantitative analytics leader with 15+ years spanning financial portfolio analytics, data science, and business intelligence. I partner with cross-functional teams to translate complex requirements into data-driven portfolio insights for institutional clients, building scalable analytics infrastructure and end-to-end pipelines. I craft multi-factor models, apply machine learning, and translate outputs into clear business recommendations while engaging executives to drive strategic decisions. I am currently pursuing an M.S. in Applied Data Science at the National University of Singapore and enjoy applying advanced data science techniques to real-world finance, technology, and operations challenges.

Artificial Autonomy Pte. Ltd.

Data Scientist, Data Analyst, Full Stack Developer, +2

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I am a quantitative analytics leader with 15+ years spanning financial portfolio analytics, data science, and business intelligence. I partner with cross-functional teams to translate complex requirements into data-driven portfolio insights for institutional clients, building scalable analytics infrastructure and end-to-end pipelines. I craft multi-factor models, apply machine learning, and translate outputs into clear business recommendations while engaging executives to drive strategic decisions. I am currently pursuing an M.S. in Applied Data Science at the National University of Singapore and enjoy applying advanced data science techniques to real-world finance, technology, and operations challenges.…I am a quantitative analytics leader with 15+ years spanning financial portfolio analytics, data science, and business intelligence. I partner with cross-functional teams to translate complex requirements into data-driven portfolio insights for institutional clients, building scalable analytics infrastructure and end-to-end pipelines. I craft multi-factor models, apply machine learning, and translate outputs into clear business recommendations while engaging executives to drive strategic decisions. I am currently pursuing an M.S. in Applied Data Science at the National University of Singapore and enjoy applying advanced data science techniques to real-world finance, technology, and operations challenges.

Available to hire

I am a quantitative analytics leader with 15+ years spanning financial portfolio analytics, data science, and business intelligence. I partner with cross-functional teams to translate complex requirements into data-driven portfolio insights for institutional clients, building scalable analytics infrastructure and end-to-end pipelines. I craft multi-factor models, apply machine learning, and translate outputs into clear business recommendations while engaging executives to drive strategic decisions. I am currently pursuing an M.S. in Applied Data Science at the National University of Singapore and enjoy applying advanced data science techniques to real-world finance, technology, and operations challenges.

Skills

Experience Level

Expert

Expert

Expert

Expert

Expert

Expert

Expert

Expert

Expert

Expert

Expert

Expert

Intermediate

Intermediate

Intermediate

Language

English

Fluent

Work Experience

Director, Analytics, Data Science & Business Intelligence at Artificial Autonomy Pte. Ltd.

August 1, 2022 - Present

Led cross-functional analytics engagements across finance, transport, and technology sectors; built multi-factor predictive models for portfolio returns and risk attribution; designed end-to-end analytics pipelines and data architecture; applied ML and deep learning to portfolio optimization and equity analytics; translated model outputs into Go/No-Go investment recommendations; built Power BI dashboards and internal analytics infrastructure; maintained data quality through QA processes.

Board Member & Director of Offshore Quantitative Hedge Fund at Goku Technologies Pte. Ltd.

May 1, 2024 - January 1, 2026

Provided strategic leadership and analytical direction for fund operations; streamlined business processes and guided agentic automation initiatives; achieved CMS licence In-Principal Approval (IPA) from MAS within 1 month and full CMS licence within 6 months of joining.

Portfolio Manager in Derivatives at AIA Investment Management (AIAIM)

August 1, 2022 - September 1, 2023

Drove data-led decision making for large-scale portfolio operations; translated business requirements into analytical solutions; managed an interest-rate hedging programme with notional USD 36 billion using OTC US Treasury Bond Forwards and optimized collateral and security lending.

Quantitative Risk Manager at Graticule Asset Management Asia (GAMA)

November 1, 2020 - August 1, 2022

Quantitative analytics SME for a USD 2B global multi-asset portfolio; provided data-driven insights to PMs across time zones; engaged with FX PM to implement FX Forward Volatility Agreements (FVA) Spreads strategy.

Risk Analyst at The Rohatyn Group

December 1, 2013 - May 1, 2020

Led end-to-end analytics delivery; established data standards and best practices for portfolio risk management; built the global performance and risk reporting platform for funds; acted as central analytics SME for a USD 500M multi-asset portfolio; collaborated with Research on macro-driven strategy frameworks; developed SGD NEER, Currency Baskets, and global growth risk monitoring models.

Commodities Trading Desk Support at Bank of America Merrill Lynch

June 1, 2009 - November 1, 2013

Supported commodities trading desk risk applications; collaborated on intraday volatility gamma scalping strategies and risk analytics.

Quantitative Research at Munich Re ERGO Asset Management GmbH (MEAG)

December 1, 2007 - April 1, 2009

Supported portfolio managers in quantitative research, position, risk, and P&L validation; contributed to prediction and hedging analysis.

Rates Trading Desk Support at BNP Paribas

April 1, 2006 - September 1, 2007

Provided quantitative risk support for fixed income exotic derivatives desk.