Blog Posts

Probability Distributions in Finance, Markets & Trading

Probability distributions are one of the most fundamental concepts in finance, markets, and trading. They provide a fundamental framework for understanding, modeling, and managing the unknowns and risks inherent in these domains. Trading isn’t so much about “predicting the future” (i.e., trying to ascertain a deterministic line of how things will transpire) as it is […]

Day Trading vs. Gambling

Day trading and gambling are often compared due to their potential for high financial risk and reward. But the important distinction lies in the analytical approach and strategies that can be used in day trading, which differentiate it significantly from gambling.   Key Takeaways – Day Trading vs. Gambling Analytical Edge – Day trading uses […]

How to Design a Less Volatile Stocks Portfolio

Designing a less volatile equities portfolio requires an approach that blends macroeconomic insights with strategic cash flow management.  The crux of this approach involves focusing on stable cash flow streams and incorporating macroeconomic overlays to better control the short-term volatility. This way, an equities portfolio can reduce downside exposure while maintaining resilience across varying market […]

How Tariffs Work & How to Trade Them

Tariffs are government-imposed taxes on imported goods that serve as both a revenue source and a strategic policy tool to influence trade balances, protect domestic industries, and respond to geopolitical tensions. In our current times, tariffs, debt cycles, monetary imbalances, geopolitical distrust, domestic political polarization, and deglobalization are converging to reshape capital flows, inflation dynamics, […]

Insurance-Linked Securities

Here’s a list of Insurance-Linked Securities (ILS) – financial instruments where investors take on insurance-related risks in exchange for potential returns, most commonly in the form of premiums or coupons.  These securities transfer insurance or catastrophe risks from insurers, reinsurers, governments, or large corporations to capital markets. Fundamentally, the idea is to earn premiums by taking […]

How to Generate Leverage in a Portfolio

The concept of leverage involves using borrowed capital for investment and amplifying the potential returns. While leverage can magnify profits, it also magnifies losses. Below we focus on how you can generate leverage in your portfolio, through options, futures, borrowing, shorting, and more.   Key Takeaways – How to Generate Leverage in a Portfolio Leverage […]

How to Design an Institutional Trading System

Designing an institutional trading system with both strategic and tactical asset allocation components, along with sophisticated forms of analysis and a comprehensive risk management system, requires a multi-layered approach. Each component ensures the system can adapt to market conditions, manage risk effectively, and strive for optimal returns.   Key Takeaways – How to Design an […]

Market Research Process

Here’s a structured, step-by-step breakdown of the market research process, focused on the systematic development of durable trading or investment insights, from first perception to codified application.  Our goal here is to reflect institutional workflows, but it can be used by anyone serious about building their market understanding. Step-by-Step Process of Market Research and Investment […]

Financial, Economic & Market Forecasting Process

Here’s a step-by-step process for analyzing markets and making forecasts, structured in a way that meets high standards: specific probabilistic resolvable rooted in macro frameworks, and justified with data This is designed to help you build a forecasting model worthy of hedge fund-level scrutiny.   Key Takeaways – Financial, Economic & Market Forecasting Process This […]

Crypto Trading Strategies

Crypto trading has evolved from simple directional bets into a diverse ecosystem of arbitrage, market-neutral, quant, and yield-driven strategies.  As institutional capital and on-chain infrastructure matured, traders began exploiting volatility, liquidity gaps, governance events, and data-driven inefficiencies.  We look at the most important crypto strategies used today – what they are, how they work, and […]

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