Bina Print Scoring
Transparent formulas behind Style and Fitness
All factor inputs are percentile-ranked within GICS industry groups to keep comparisons fair. Style tracks Harvest-to-Build orientation across growth versus value/income profiles. Fitness tracks Stressed-to-Strong execution quality.
Style score formula (Harvest to Build)
Style = 0.40 x Growth + 0.30 x (100 - Valuation Value) + 0.20 x (100 - Income) + 0.10 x Reinvestment
| Component | Weight | Factor Equivalent | Details |
|---|---|---|---|
| Growth percentile | 40% | Growth | Forward and trailing revenue/EPS growth relative to GICS industry peers. |
| Valuation value percentile | 30% | Value | P/E, P/B, P/S, EV/EBITDA, and FCF yield versus sector peers; higher values indicate cheaper/value-heavy profiles. |
| Income percentile | 20% | Income carry | Dividend yield and payout characteristics; higher values indicate stronger income orientation. |
| Reinvestment percentile | 10% | Reinvestment | R&D + capex intensity; stronger reinvestment profile tilts Build. |
Fitness score formula (Stressed to Strong)
Fitness = 0.45 x Quality + 0.30 x (100 - Risk) + 0.25 x Momentum, with safety caps from Piotroski and Altman to reduce false strength signals.
| Component | Weight | Factor Equivalent | Details |
|---|---|---|---|
| Quality percentile | 45% | RMW | ROE, gross-profit-to-assets, and margin stability versus industry peers. |
| Risk percentile | 30% | BAB / risk (inverted) | Volatility, drawdown, and beta profile; lower risk lifts fitness. |
| Momentum percentile | 25% | MOM | Six-month return, estimate revisions, and earnings-surprise trajectory. |
Safety caps
If Piotroski F-Score is below 3, Fitness is capped at 35. If Altman Z-Score is below 1.8, Fitness is capped at 40.
Interactive scoring sandbox
Move factors, watch the BinaPrint change
Style factors
Fitness factors
Safety caps
Use it in practice
Apply BinaPrint to company and industry analysis
These pages are the scoring foundation for the analysis surfaces we publish next. Start with company pages, then track sectors as the industry layer rolls out.