- 1Gross profitability (Revenue minus COGS, divided by Assets) predicts returns as strongly as book-to-market
- 2Called "the other side of value" because profitable firms tend to be growth firms
- 3Combining gross profitability with value creates a more powerful strategy than either alone
- 4This paper launched the modern "quality factor" revolution
- 5Results hold across size groups, time periods, and international markets
#The Paper at a Glance
Title: The other side of value: The gross profitability premium
Authors: Robert Novy-Marx (University of Rochester)
Published: Journal of Financial Economics, 2013
DOI: 10.1016/j.jfineco.2013.01.003
Before this paper, "profitability" wasn't considered a distinct factor. Novy-Marx showed that the simplest profitability measure imaginable—gross profit divided by assets—is just as powerful as the value factor for predicting returns.
#What the Paper Found
The Surprising Power of Simplicity
Novy-Marx tested many profitability measures: net income, operating income, EBITDA, free cash flow. But the simplest measure won:
Gross Profitability = (Revenue - Cost of Goods Sold) / Total Assets
This measures a company's fundamental pricing power before any operating decisions, financing choices, or tax strategies muddy the picture.
| Profitability Measure | Return Spread (Annual) | t-statistic |
|---|---|---|
| Net Income / Assets | 2.1% | 1.8 |
| Operating Income / Assets | 3.0% | 2.5 |
| Gross Profit / Assets | 4.1% | 3.8 |
"The Other Side of Value"
Here's the key insight: profitable firms tend to look expensive on traditional value metrics. A company with high margins and strong pricing power will trade at a premium price-to-book ratio.
This means the value factor (buy cheap stocks) and the profitability factor (buy profitable stocks) are negatively correlated. Cheap stocks tend to be unprofitable. Profitable stocks tend to look expensive.
This negative correlation is a feature, not a bug. It means combining value and profitability gives you diversification—when one factor struggles, the other often helps.
#Why Gross Profitability Works
1. It Captures Competitive Advantage
Gross profitability reflects a company's ability to charge more than its direct costs. Companies with high gross margins have: - Strong brands - Proprietary technology - Network effects - Pricing power
These advantages tend to persist, generating sustained above-market returns.
2. It's Hard to Manipulate
Unlike net income (which can be managed through depreciation, one-time items, and tax strategies), gross profit is relatively clean. Revenue minus COGS leaves little room for accounting games.
3. It Predicts Future Earnings
Companies with high gross profitability today tend to maintain high profitability in the future. This earnings persistence is exactly what drives sustained stock returns.
#The Value-Quality Combination
Novy-Marx's most practical insight was that value + quality beats either alone:
| Strategy | Annual Return | Sharpe Ratio |
|---|---|---|
| Value Only (HML) | 4.8% | 0.38 |
| Profitability Only | 4.1% | 0.44 |
| Value + Profitability | 7.6% | 0.71 |
The combined strategy nearly doubles the Sharpe ratio because the two factors move independently. When value stocks lag (as they did 2017-2020), profitable stocks often hold up.
#Impact on the Field
Novy-Marx's paper triggered a wave of research:
- Fama & French (2015) added a profitability factor (RMW) to create their five-factor model
- Asness et al. (2019) expanded "quality" into profitability, growth, safety, and payout
- Ball et al. (2016) refined profitability measurement using cash-based metrics
The modern consensus: profitability belongs alongside value, momentum, and size as a core factor.
#How This Applies to Our Rankings
Our profitability factor builds on Novy-Marx's foundation. We use the more advanced cash-based measure from Ball et al. (2016), but the core insight is the same: profitable companies systematically outperform unprofitable ones.
We weight profitability at 30%—the highest weight in our model—reflecting the academic consensus that quality/profitability is the most robust and consistent factor.
Combined with our value factor (15% weight), we capture exactly the diversification benefit Novy-Marx identified.
See highest-profitability stocks →
#Academic Source
Novy-Marx, R. (2013). "The other side of value: The gross profitability premium." Journal of Financial Economics, 108(1), 1-28.
Last updated: February 1, 2026