91探花

When Eugene Ng moved from trading derivatives at Deutsche Bank to the cryptocurrency industry, he encountered a problem that surprised him: the risk management frameworks he鈥檇 spent a decade mastering didn鈥檛 fully translate.

After over ten years at Barclays, Deutsche Bank, and Citibank where he was rated in the top 5% of Deutsche Bank鈥檚 Listed Derivatives & Markets Clearing Sales Asia team in 2018, Eugene Ng had built expertise in managing risk across interest rate swaps, equity derivatives, and futures clearing. He was 鈥渋nstrumental in growing the bank鈥檚 footprint in electronic offerings, clearing solutions and collateral services.鈥�

Yet when he transitioned to leadership roles at Matrixport and later as Head of Business Development for Asia-Pacific at Gemini, the disconnect became clear: institutional investors moving into crypto couldn鈥檛 simply port their traditional risk frameworks over. They needed to fundamentally rethink their approach.

from Wall Street鈥檚 structured environment to cryptocurrency鈥檚 24/7 global markets offers insights into what actually needs to change when sophisticated traders enter crypto. The challenge isn鈥檛 just higher volatility. It鈥檚 navigating fundamentally different market structures simultaneously.

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Three Distinct Trading Environments

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Understanding crypto risk management requires recognising that digital asset trading doesn鈥檛 happen in a single, uniform market. Instead, institutions navigate three distinct environments, each with different risk characteristics:

Regulated institutional venues like CME Group, where Bitcoin and Ethereum futures trade with central clearing and familiar regulatory oversight. By late 2024, CME averaged $10 billion in daily volume, a 300% year-over-year surge driven by institutional demand. For traders from Ng鈥檚 background, this environment is recognisable. The collateral management and clearing solutions largely apply. But even here, the 24/7 nature of crypto creates new challenges Bitcoin鈥檚 most violent moves often happen when traditional markets are closed.

Offshore exchange ecosystem including Binance, Bybit, OKX, and Deribit, where roughly 70-75% of crypto derivatives trading actually occurs. The top exchanges processed $58.5 trillion in perpetual futures volume in 2024, dwarfing CME鈥檚 numbers. These platforms offer leverage up to 125x and order books that can thin dramatically during volatility. Margin calls happen in real-time, not on T+2 settlement cycles. Position liquidations occur in minutes if collateral requirements aren鈥檛 met. As the FTX collapse demonstrated, counterparty risk manifests differently here than in traditional finance.

On-chain/DeFi landscape where decentralised exchanges processed approximately $1.5 trillion in perpetual trading in 2024. Platforms like dYdX and GMX operate via smart contracts with transparent on-chain order books and non-custodial trading. The risk categories here don鈥檛 exist in traditional finance: smart contract vulnerabilities, governance risks where protocol parameters change via token holder votes, and composability risks where multiple protocol layers create cascading dependencies.

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The Custody Challenge

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One of the most significant departures from traditional finance is custody; how digital assets are actually held and secured.

When asked in a Forkast interview what institutions most want to understand, : 鈥淥ne of the things that they really want to figure out is the custody of the assets, who exactly hold these assets. If I鈥檓 going to be trading on Gemini, who is it that is exactly holding. So that鈥檚 the number one concern that most investors have.鈥�

He continued: 鈥淚t is a departure from our traditional securities where we buy a stock and it gets sent into one of our CDPs (central depository) in Singapore. But in crypto, it is slightly different. The exchange is also the carrier, it鈥檚 also the broker, it鈥檚 also the custody. So that鈥檚 a great departure and that requires a shift in thinking on this investment.鈥�

By 2025, infrastructure has improved significantly. Major custodians including BNY Mellon and State Street now offer bank-grade digital asset custody. The crypto custody market is projected to reach $3.3 billion in revenue. But the fundamental challenge remains: custody operates differently in crypto, requiring institutions to rethink counterparty relationships and operational risk.

Beyond Simple Bitcoin Exposure

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The conversation with institutions has evolved beyond simple Bitcoin holdings.

鈥淎 second one would be, 鈥榃hat else besides bitcoin? What else can I invest besides bitcoin?鈥� So that鈥檚 also another very commonly asked question that we get,鈥� Ng noted.

His response reflects the broader evolution: 鈥淲ith the innovation that we鈥檙e seeing in crypto space today, you don鈥檛 just buy bitcoin and hold it, there are so many other use cases, you can invest in interest-bearing product, it鈥檚 more than just diversifying and it鈥檚 becoming more of an investment.鈥�

This expansion into derivatives, structured products, and yield strategies requires corresponding evolution in risk management. The frameworks for managing a Bitcoin futures position aren鈥檛 identical to those for managing complex DeFi lending positions or structured notes with embedded options.

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What Traditional Finance Gets Right and Wrong

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The discipline Ng developed over his decade on Wall Street remains valuable. Position sizing frameworks, correlation monitoring, stress testing methodology, and understanding that leverage can be fatal; these principles are universal.

His education reinforces this foundation: a Master of Science in Global Finance from NYU Stern and Hong Kong University of Science and Technology (rated top 20% in the program and invited to Beta Gamma Sigma honor society), plus a Bachelor of Business Management with Summa Cum Laude from Singapore Management University.

But the assumption that market structure is constant; central clearing, standardised hours, regulatory backstops, weekend downtime breaks down completely in crypto. Traditional markets have built-in cooling-off periods. Crypto runs continuously across decentralised global networks.

When establishing institutional relationships at Gemini, including work with 鈥渟overeign wealth funds, pensions, insurance companies and regional banks,鈥� Ng observed a pattern: institutions that succeeded were those willing to adapt their frameworks rather than assuming direct portability.

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The Dramatic Shift

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Perhaps the most striking aspect of Ng鈥檚 observations is the pace of institutional attitude change.

鈥淲hen I first spoke with institutions six months ago, the response was very lukewarm. It was 鈥榳e鈥檒l take a look when we have some time,'鈥� he recalled during his Gemini tenure. 鈥淔ast forward today, they鈥檙e actually sending us a lot of inquiries. It鈥檚 all in-bound. So that鈥檚 really a 180-degrees change.鈥�

His story about one institutional client is telling: someone pushing crypto initiatives within a large organisation faced 鈥渁 lot of pushback鈥� and career risk six months earlier. But as institutional interest surged, 鈥渢oday, he鈥檚 essentially telling me that everybody has been flooding his email address鈥�he鈥檚 getting so many people, even guys who are more senior than him, send him emails requesting for his time.鈥�

The turnaround from pariah to celebrity within the same institution reflects how quickly the risk calculus changed for sophisticated investors.

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Building The Bridge

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Eugene Ng鈥檚 career trajectory wasn鈥檛 about abandoning traditional risk discipline. It was about recognising where that discipline applies unchanged, where it requires adaptation, and where entirely new frameworks are needed.

His experience as a top 5% performer at Deutsche Bank, key institutional relationships at Citibank and Barclays, then successfully leading digital asset initiatives at Matrixport and Gemini demonstrates that the bridge between traditional finance and crypto exists. But it鈥檚 not a simple crossing.

For institutions entering crypto derivatives markets whether through CME futures, offshore exchange perpetuals, or emerging DeFi protocols, the lesson is clear: bring the risk discipline, but don鈥檛 assume existing frameworks are sufficient without adaptation.

The 24/7 markets, novel custody arrangements, and fundamentally different market structures require careful rethinking of what risk management means in this context. Those who do as Eugene Ng鈥檚 work with Asia-Pacific institutions demonstrated can navigate these markets successfully. Those who assume direct portability of traditional frameworks will likely learn expensive lessons.

鈥�91探花 does not recommend or endorse any financial, investment, gambling, trading or other advice, practices, companies or operators. All articles are purely informational鈥�