Profitability Factor Robustness Dashboard
86,400 tested specifications across five profitability definitions, 1960–2024. Shows the spread of outcomes across construction choices for each factor and era — not a single ranked winner.
Historical research, not live data. Every number on this page comes from external long-short research portfolios built on the Tidy Finance Factor Library (CRSP/Compustat, 1960–2024) plus a MarketBrain pilot aggregation. This is not Meridian index performance, not a live trading signal, and not a backtest of any Meridian product. Coverage ends December 2024 and nothing here updates going forward. See the companion article for the full write-up, or the definitions & caveats below.
Dispersion by era, all five factors
Each marker is one factor’s median annualized return across every tested specification in that era; the line spans the 10th–90th percentile of outcomes. A short, high line means the definition worked reliably across construction choices in that period — a long line means results were sensitive to how the factor was built. Factors are always listed in the same fixed order below; nothing is sorted by performance.
Data table (accessible alternative to the chart above)
| Era | Factor | Median return | P10 | P90 | % specs positive | Series count |
|---|
Factor spotlight
Pick one factor, era, and return-weighting method to see its full robustness profile.
Methodology sensitivity
Full-history, capped value-weighted specifications only. Median annualized return by one construction choice at a time, holding the rest at their observed mix. Construction choices change results by more than the choice of factor sometimes does — a reason not to read any single backtest as the definitive number for a factor.
By information lag
| Factor | 3-month lag | 6-month lag | Fama–French lag |
|---|
By portfolio count
| Factor | 3 portfolios | 5 portfolios | 10 portfolios |
|---|
Definitions, sources & caveats
- Return on assets (ROA)
- Long-short portfolios sorted on operating income scaled by total assets.
- Return on equity (ROE)
- Long-short portfolios sorted on net income scaled by book equity; the most leverage-sensitive of the five.
- Gross profitability (GPA)
- Sales minus cost of goods sold, scaled by total assets. The most stable definition across eras in this pilot.
- Operating profitability (OPE)
- Revenue minus cost of goods sold and operating expenses, scaled by book equity.
- Cash-flow-to-market (CFM)
- Operating cash flow scaled by market equity. Strongest full-history result, weakest post-2010 result — its denominator brings market valuation into the signal.
- Series / specification
- One tested combination of factor, information lag, sorting method, and portfolio count (86,400 total). Not an individual company.
- Not a Meridian backtest
- These are third-party long-short research portfolios, not issuer-level signals and not a reconstruction of any Meridian index. None of Meridian’s quality score, ROIC formula, or weighting rules changed because of this pilot.
Sources: Tidy Finance Factor Library (CRSP/Compustat-derived U.S.
long-short portfolio returns, 1960–2024); MarketBrain factor-library pilot
(jeremyj2e/factor-library, 86,400 series). See the
companion research article for the
narrative read of the cash-flow-vs-gross-profitability regime split.