Mark Aron Szulyovszky: Crypto, Alpha Factors, and Market Neutrality | Blushing Quants #20

Mark Aron Szulyovszky is a crypto quant and an entrepreneur focused on cross-sectional alpha factors in digital assets. He works to surface crypto-native factors, build market-neutral portfolios, and turn research on derivatives, microstructure, and token-specific behavior into tradable products for both internal use and external clients.

In this episode, we get into what it actually takes to build and trade crypto-native alpha factors in a market that is volatile, fragmented, and still structurally different from traditional finance.

We talk about why Mark moved away from a more machine-learning-heavy approach toward simpler, more interpretable factor research, how he thinks about market microstructure and derivatives data in crypto, and why cross-sectional alpha remains more abundant there than in many traditional markets. He explains how his team classifies and cleans data, works with tradable universes, controls turnover, and looks for signals that can survive transaction costs rather than just look good in backtests. We also get into retail versus institutional flow, the relationship between spot and perpetual futures, portfolio construction under extreme non-stationarity, and why, in crypto, the biggest challenge is often not finding a signal but sizing and risk-managing it properly when the market regime shifts. The conversation also touches on his entrepreneurial path, including selling his first company and applying that builder mindset to quantitative finance.

 

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The information shared on this podcast is for educational and informational purposes only and reflects the personal opinions of the hosts and guests at the time of recording. Nothing in this podcast constitutes financial, investment, legal, tax, or trading advice, and nothing should be interpreted as a recommendation to buy, sell, or hold any security, cryptocurrency, derivative, or financial product.

Trading and investing involve substantial risk, including the possible loss of all or part of your capital. You are solely responsible for your own decisions, and you should consult a qualified professional before making financial decisions. By listening to this podcast, you agree that the hosts, guests, and producers are not liable for any losses or damages arising from the use of any information discussed.