
About
What I do
I help investors and operators use data, machine learning, and software to make better decisions and run businesses more effectively. My work sits at the intersection of ML and AI, advanced analytics, software engineering, finance, and the practical needs of private equity and operations. I am most energized when I can combine technical depth with ownership, entrepreneurship, and clear business outcomes.
I usually start from a business or investment question: how do we grow, improve margins, reduce risk, or make an operation meaningfully better? From there, I design solutions that might involve decision systems, ML models, analytics workflows, or changes to how teams use data in their day-to-day work. I am comfortable going deep on the technical side when needed, but the primary goal is always to create tangible value for the business and its stakeholders.
I have built and led data, analytics, and engineering efforts across portfolio and client organizations, and I have also founded and helped build new products, teams, and companies from the ground up. That includes taking ideas from zero to one, turning them into repeatable capabilities, and then scaling them in a way that fits the economics and culture of the business. In practice, this means owning outcomes end to end, not just delivering a model or a dashboard.
My background spans software and data engineering, machine learning and AI, advanced analytics, product and platform thinking, strategy, and investing. This breadth helps me translate between technical teams, business leaders, and deal or investment teams. I am comfortable contributing as an individual expert on a complex problem, leading cross-functional teams from idea to execution, or acting as a strategic partner to decide where data, analytics, and technology can have the highest impact and where not to spend effort.
I have lived and worked across North America, Latin America, Asia, and Europe, and now call Singapore home. Before that, I was based in San Francisco and spent time in Jakarta, Boston, São Paulo, London, Berkeley, Zurich, San Jose, Hong Kong, and Stuttgart. That range of contexts has shaped how I lead and collaborate. Practically, it means I pay attention to culture and communication style, and I am comfortable making progress in ambiguous or unfamiliar environments where the path forward is not perfectly defined.
If any of this resonates, or if you think we might share interests, feel free to reach out. You can find an overview of my work experience here, and explore some of my technical, applied analytics, and entrepreneurial work and writing here.
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Professional Experience

2024 - Present
Associate Director, Data Science
EQT Partners2024 - Present • Singapore, Singapore
EQT AB is a Swedish global investment organization founded in 1994. Its funds invest in private equity, infrastructure, real estate, growth equity, and venture capital in Europe, North America, and Asia Pacific. As of 2024, EQT's assets under management are €269 billion / US$300 billion.
In my role as Data Science Lead for APAC, effectively serving as an analytics operating partner and AI expert, I work at the intersection of data, AI, and engineering to drive value creation in private capital (Private Equity, Infrastructure, Real Estate and Venture Capital). I focus on partnering with portfolio companies to deliver data- and AI-driven initiatives, while also leading internal efforts around next-generation AI capabilities.

2021 - 2024
Vice President, Portfolio Value Creation
Canadian Pension Plan Investment Board (CPPIB)2021 - 2024 • San Francisco, CA, USA
The Canada Pension Plan Investment Board, operating as CPP Investments, is a Canadian Crown corporation established by way of the 1997 Canada Pension Plan Investment Board Act to oversee and invest the funds contributed to and held by the Canada Pension Plan.
As part of CPPIB's Portfolio Value Creation team (the Operating Partner group), I worked across the global portfolio of direct private equity and infrastructure investments to lead data- and analytics-driven initiatives. I was also a founding member of the group's Data & Advanced Analytics team.

2019 - 2021
Associate Principal, Advanced Analytics
McKinsey & Company, QuantumBlack2019 - 2021 • Boston, MA, USA
McKinsey & Company is an American multinational strategy and management consulting firm that offers professional services to corporations, governments, and other organizations. Founded in 1926 by James O. McKinsey, McKinsey is the oldest and largest of the "MBB" management consultancies.
As an expert consultant, I focused on advanced analytics, digital strategy, and software initiatives. I led the development of several big data platforms and machine learning solutions for clients around the world, and was part of the very early team at QuantumBlack (now AI by McKinsey).

2018
Senior Software Engineer
Fitbit (now part of Google)2018 • Boston, MA, USA
Fitbit is a line of wireless-enabled wearable technology, physical fitness monitors and activity trackers such as smartwatches, pedometers and monitors for heart rate, quality of sleep, and stairs climbed as well as related software.
As a senior software engineer, I worked on the Fitbit Healthcare Services platform, responsible for development and optimization efforts to ensure performance and scalability.

2017 - 2018
Co-founder, CTO
Cryptonite2017 - 2018 • Berkeley, CA, USA
Cryptonite was a first-of-its-kind brokerage and portfolio management platform, optimizing order routing across exchanges and alternative trading systems (ATS) for best execution. Incubated at Berkeley SkyDeck.
As Co-founder and CTO, I was responsible for everything from product development and engineering to fundraising, hiring, and everything else.





2013 - 2017
R&D Engineer
IBM Research2013 - 2017 • Almaden, CA / Boston, MA / Rueschlikon, Switzerland / Stuttgart, Germany
IBM Research is the research and development division for IBM, an American multinational information technology company. IBM Research is headquartered at the Thomas J. Watson Research Center in Yorktown Heights, New York, near IBM headquarters in Armonk, New York.
As an R&D engineer, I worked across distributed systems, databases, and machine learning. My primary focus was on developing deep learning cloud services for IBM Watson and building high-availability, high-throughput components for IBM Cloud. I also conducted fundamental research on database systems and blockchain.
Education

M.Eng. in Electrical Engineering & Computer Science (EECS)
University of California, BerkeleyFung Institute of Engineering Leadership • Berkeley, CA, USA


Visiting Student
Harvard UniversityHarvard Business School • Grade A in international business & strategy • Boston, MA, USA

Executive Education in Startup Law
University of California, BerkeleyBerkeley Law • Merit based acceptance into executive education program • Berkeley, CA, USA

Cross-enrolled MBA (no degree)
University of California, Berkeley - Haas School of BusinessAttended most classes of the MBA program during my M.Eng. in Computer Science • Berkeley, CA, USA

Entrepreneurship

2021
Co-founder
Standard InformationMost advanced lead distribution platform for lead generation, brokering and selling.

2019
Co-founder
1st Nation Ads
As Co-founder, I was responsible for a multi-million dollar budget across programmatic ad buying, XML search feed integration, and ad arbitrage. I built and scaled data-driven traffic acquisition funnels, managed ad tech infrastructure, and continuously optimized revenue strategies to maximize profitability.

2017
Co-founder, CTO
CryptoniteAs Co-founder and CTO, I was responsible for everything from product development and engineering to fundraising, hiring, and everything else.

2017
Research Engineer
EMR.AII joined as a Research Engineer, contributing to deep learning NLP pipelines, core platform development, and infrastructure. I also collaborated on multiple scientific research papers.

2016
Software Engineering Consultant
Ketos.coI joined as a software engineering consultant and worked on the initial version of the Water API, along with the mobile app used to bootstrap field-deployed water sensing devices.

2015
Founder
Magna Wear
I founded a direct-to-consumer brand focused on women's athleisure wear, overseeing the end-to-end business operations. This included product design and development, sourcing and manufacturing, branding, digital marketing, e-commerce strategy, and customer experience.

2011
Co-founder
Touch New Media
I co-founded TouchNewMedia, a Web 2.0 company that developed a tablet-based system to streamline POS processes and enhance customer service in the food and beverage industry.

2010
Sole Proprietor
Q-VisionAs sole proprietor, I provided web development and design services across a range of industries and technical requirements. Projects ranged from WordPress and WooCommerce setup and maintenance to fully bespoke PHP- and Java-based web and server applications.
Club Activities

2024 - Current
Club Secretary and Chair of the Technology Committee
Berkeley Club of SingaporeSingapore
Leading the technology initiatives for the Berkeley alumni community in Singapore, and serving as the club's secretary.

2018 - Current
Council Member
Council of the German American Conference at Harvard e.V.Germany
Serving on the council to help organize and shape the annual German-American Conference at Harvard, fostering transatlantic dialogue and collaboration.

2017 - 2021
Member
German-American Business Council of BostonBoston, MA, USA
Participated in networking events and business discussions focused on strengthening German-American business relations in the Boston area.


Head of Technology
German American Conference at HarvardCambridge, MA, USA
Led the technical infrastructure and digital platform development for the annual conference, ensuring seamless execution of hybrid events and digital content delivery.




2019 - 2024
Coach and Mentor
IDEA: Northeastern University Venture AcceleratorBoston, MA, USA
Mentored early-stage startups in technology, data science, and AI, providing strategic guidance and technical expertise to help founders build and scale their ventures.

2018 - 2020
Admissions Interviewer for EECS Graduate Program
Fung Institute of Engineering LeadershipBerkeley, CA, USA
Conducted interviews and evaluated candidates for the EECS graduate program, focusing on technical aptitude and leadership potential.

2017 - 2020
Mentor
Project AccessMentored students from underrepresented backgrounds to help get access to top universities and jobs.
Recognitions

2018
Audience Choice Winner - Frontier Innovation Awards 2018
San Francisco Blockchain WeekSan Francisco, CA, USA
Bee Partners, a leading pre-seed VC firm, organized the first annual Frontier Innovation Awards. That year's competition centered on finding the most disruptive blockchain idea of the year.





Recipient - Berkeley-Haas Entrepreneurship Dean Seed Fund
Berkeley-Haas School of BusinessBerkeley, CA, USA
The fund provides $5,000 awards to four student startups annually that are focused on ventures such as entertainment, gaming, or new technology. Intended for use in prototype development and customer discovery activities. These awards provide a unique opportunity for high risk, high reward projects that best embody the Berkeley Haas Defining Principle to Question The Status Quo.

2017
Finalist, 1st Place Germany, Runner-up Worldwide
Accenture Global HackathonWorldwide
$3,000 USD prize money; Developed a blockchain based temper-proof voting system


2015
1st Place Winner
IBM Research Blockchain HackathonAlmaden, CA, USA
$2,000 USD prize money; Built an Ethereum blockchain-based prototype for confidential transactions


2014
Finalist
Deutsche Bank Finance AppathonFrankfurt, Germany
Developed an mobile banking app with gamification elements tailored towards young customers for early brand awareness

2015
1st Place Overall and 1st Place for Social Impact
Startup Weekend Hackathon (Techstars)Stuttgart, Germany
Created a platform for local communities


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