Stylus Capital

Systematic investing

A systematic strategy turns an investment idea into explicit rules for taking and managing risk.

Those rules make the idea testable. They specify what information is available when a decision is made, how a position is sized, and when it changes. A good explanation makes the assumptions as visible as the results.

From an idea to a testable strategy

Consider a momentum rule: buy assets whose prices have risen over a chosen period. The headline leaves important decisions unanswered. Which assets qualify? How often does the portfolio trade? How does it respond to volatility? What happens when an asset cannot be traded at the assumed price?

A backtest only answers the question it was designed to test. Trading costs, information timing and the choice of sample can change its interpretation. A result observed while developing a rule is different from evidence collected after the rule was fixed.

Systematic crypto investing

Digital assets add practical questions about market access, custody, liquidity and counterparties. A signal can be mathematically simple while its implementation remains difficult. “Systematic” describes a decision process; it does not promise a particular return or remove investment risk.

Stylus Digital is our public research site. Two starting points are Is Bitcoin the Ultimate Momentum Asset? and A Strategy for (Micro)Strategy. Each includes the underlying research and its disclosures.

Read the evidence behind the model

The MSTR relative-value monitor separates a dated model snapshot from historical strategy performance. Its companion mNAV explainer distinguishes a simple bitcoin-backing ratio from the fitted model signal.

Research can help frame a question without deciding whether a strategy suits a particular portfolio. The investment advisory page describes Stylus Capital’s advisory offering and contains the firm’s important disclosures.

Meet the people behind Stylus Capital · Listen to Rob Carver on risk and the Kelly criterion