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.

Capped value-weighted is the closest available analogue to Meridian’s own concentration controls, so it is the default.
Median and 10th–90th percentile annualized return, by factor and era, for the selected return-weighting method. Data: MarketBrain factor-library pilot summary, 86,400 specifications.
Data table (accessible alternative to the chart above)
Median, 10th percentile, and 90th percentile annualized return by factor and era for the selected return-weighting method.
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.