The Quality Framework

Quantitative research has formalised the characteristics of businesses that consistently compound capital. In their landmark paper “Quality Minus Junk”, researchers defined the variables that drive the quality premium:

Profitability

Measured as profits per unit of book value (using gross profits, operating margins, free cash flows, and accruals). Highly profitable companies command a premium because they generate real economic surpluses.

Growth

Measured as the prior five-year growth in profitability metrics.

Safety

Measured by both market-based metrics (low beta) and fundamental metrics (low leverage, low earnings volatility, and low credit risk).

High-quality firms (high profitability, high growth, high safety) consistently outperform junk firms globally. A portfolio tilted toward these traits captured in the Quality-Minus-Junk (QMJ) factor recaptures significant risk-adjusted returns over time.

Additionally, in “What is Quality?”, empirical analysis verified that the quality premium is overwhelmingly driven by two categories: high return on capital (ROE, ROA, ROIC) and low capital reinvestment (firms that grow assets conservatively rather than aggressively diluting capital).