This podcast episode examines the intricate relationship between various trading environments, such as OTC markets, sports betting, and cryptocurrencies, while emphasizing the evolution of Charlie's strategies at Altis Partners. It highlights the necessity of adaptability in investment approaches amid increasing market volatility and non-stationarity, presenting a compelling case for the integration of advanced data science and systematic techniques to optimize trading outcomes. Charlie's insights underscore the importance of evolving risk management frameworks, recognizing the significance of alternative data sources, and the appropriateness of ETFs as vehicles for delivering innovative investment strategies in a rapidly changing financial landscape.