Best Stocks with Predictive Metrics + Cheatsheet
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| SYMBOL | MKT CAP | VRT | SIGNAL | RS | IS | IS SHARE | PERF 3M | PERF 12M | ALPHA | BETA | VOLATILITY | SAFETY | PIOTROSKI | ROIC-WACC | SUE | REVISIONS | ROIC RANK | FWD P/E | DIV YIELD |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PAYC NYSE Paycom Software |
12.3B | 87 | 1.4 | 97 | 98 | 85% | 62.8% | 33.7% | 23.2% | 0.53 | 42.5% | 90 | 7 | 19.7 pp | 6.92 | +88% | 91 | 16.7 | 1.0% |
| SEZL NASDAQ Sezzle |
4.46B | 84 | 0.9 | 92 | 91 | 76% | -17.2% | 80.3% | 38.9% | 2.78 | 109.3% | 93 | 9 | 36.8 pp | 1.58 | +73% | 98 | 15.6 | - |
| TTC NYSE Toro |
9.97B | 80 | 1.1 | 80 | 89 | 85% | 10.3% | 42.6% | 30.4% | 0.87 | 28.3% | 86 | 10 | 9.5 pp | 1.39 | +53% | 90 | 17.0 | 1.8% |
| HALO NASDAQ Halozyme Therapeutics |
14.3B | 79 | 1.3 | 98 | 99 | 89% | 55.8% | 98.8% | 93.8% | -0.03 | 35.7% | 71 | 9 | 13.2 pp | 4.47 | +50% | 90 | 8.2 | - |
| NDSN NASDAQ Nordson |
17.8B | 77 | 1.1 | 80 | 90 | 78% | 8.1% | 40.3% | 24.2% | 1.04 | 23.6% | 85 | 8 | 3.6 pp | 5.22 | +84% | 72 | 24.8 | 1.2% |
| CEU TO CES Energy Solutions |
3.01B | 77 | 1.1 | 94 | 95 | 80% | 22.5% | 123.3% | 132.4% | 0.30 | 38.7% | 84 | 8 | 10.5 pp | 3.06 | +6% | 95 | 10.4 | 1.3% |
| NWPX NASDAQ NWPX Infrastructure |
962M | 76 | 0.9 | 82 | 89 | 71% | -21.1% | 79.8% | 63.9% | 1.38 | 34.6% | 90 | 9 | 1.1 pp | 2.92 | +22% | 49 | 18.9 | - |
| PBI NYSE Pitney Bowes |
2.37B | 76 | 0.8 | 86 | 86 | 87% | -1.6% | 52.4% | 39.2% | 0.82 | 38.1% | 87 | 7 | 11.1 pp | 1.19 | +46% | 88 | 9.6 | 3.0% |
| GFF NYSE Griffon |
4.48B | 76 | 0.6 | 76 | 92 | 54% | 7.1% | 31.5% | 13.2% | 1.44 | 36.6% | 79 | 9 | 10.2 pp | 2.41 | +42% | 79 | 10.2 | 1.0% |
| FTDR NASDAQ Frontdoor |
5.81B | 75 | 1.8 | 85 | 84 | 95% | 13.4% | 23.6% | 8.7% | 0.97 | 34.5% | 95 | 9 | 11.6 pp | 1.76 | +75% | 89 | 15.8 | - |
| HURN NASDAQ Huron Consulting |
3.08B | 75 | 1.5 | 93 | 96 | 64% | 59.6% | 27.0% | 26.9% | -0.49 | 36.5% | 85 | 7 | 7.1 pp | 4.06 | +56% | 67 | 15.5 | - |
| KEYS NYSE Keysight Technologies |
53.6B | 73 | 0.8 | 90 | 89 | 52% | 9.9% | 97.3% | 77.1% | 1.90 | 47.2% | 78 | 8 | 2.1 pp | 7.93 | +82% | 71 | 22.0 | - |
| ALLE NYSE Allegion |
15.0B | 73 | 1.1 | 76 | 94 | 52% | 12.5% | 8.4% | -0.6% | 0.38 | 25.2% | 88 | 8 | 10.4 pp | 3.96 | +40% | 76 | 15.9 | 1.5% |
| ATI NYSE Allegheny Technologies |
21.4B | 73 | -0.1 | 79 | 81 | 81% | -11.6% | 67.8% | 57.1% | 1.93 | 43.9% | 91 | 8 | 1.4 pp | 3.19 | +88% | 78 | 29.7 | - |
| IFCN SW Inficon Holding |
5.44B | 72 | 1.0 | 93 | 92 | 67% | 20.1% | 103.6% | 65.6% | 1.28 | 48.6% | 85 | 6 | 9.7 pp | 3.26 | +50% | 81 | 28.7 | 1.5% |
| CON NYSE Concentra Holdings Parent |
5.10B | 72 | 1.4 | 96 | 95 | 72% | 24.4% | 98.3% | 88.4% | 0.49 | 29.6% | 75 | 6 | 5.3 pp | 5.72 | +67% | 78 | 18.0 | 1.0% |
| PCTY NASDAQ Paylocity Holding |
9.24B | 72 | 0.8 | 87 | 89 | 52% | 21.5% | 12.9% | 4.6% | 0.26 | 36.8% | 74 | 6 | 13.2 pp | 5.37 | +60% | 82 | 25.5 | - |
| GEO NYSE Geo |
3.63B | 71 | 0.7 | 89 | 89 | 93% | -10.3% | 65.2% | 55.1% | 0.32 | 47.4% | 78 | 8 | 4.5 pp | 2.10 | +75% | 63 | 16.0 | - |
| AMGN NASDAQ Amgen |
242B | 69 | 0.6 | 89 | 91 | 79% | 15.6% | 59.0% | 54.2% | 0.13 | 26.9% | 69 | 6 | 9.3 pp | 5.81 | +23% | 88 | 16.7 | 2.7% |
| KARO NASDAQ Karooooo |
1.94B | 69 | 0.5 | 84 | 82 | 64% | 2.3% | 47.9% | 33.3% | 0.91 | 52.5% | 88 | 7 | 15.2 pp | 0.13 | +17% | 87 | 26.0 | 2.4% |
| MILDEF ST MilDef |
1.09B | 68 | 0.6 | 92 | 95 | 89% | 9.1% | 51.4% | 22.6% | -0.25 | 53.1% | 76 | 7 | 10.9 pp | 0.73 | +40% | 90 | 22.8 | 0.4% |
| CSX NASDAQ CSX |
95.7B | 68 | 1.1 | 83 | 90 | 74% | 2.5% | 47.6% | 35.8% | 0.65 | 21.5% | 72 | 8 | 3.1 pp | 3.57 | +15% | 83 | 21.2 | 1.3% |
| DGX NYSE Quest Diagnostics |
26.9B | 68 | 1.0 | 83 | 86 | 97% | 4.5% | 40.1% | 35.4% | -0.09 | 22.1% | 80 | 7 | 4.0 pp | 3.84 | +24% | 58 | 19.5 | 1.7% |
| REGN NASDAQ Regeneron Pharmaceuticals |
84.3B | 68 | -0.1 | 77 | 76 | 85% | 17.1% | 24.9% | 29.8% | 0.59 | 31.5% | 88 | 5 | 4.9 pp | 5.89 | +42% | 85 | 14.5 | 0.5% |
| PNDORA CO Pandora |
9.36B | 67 | 0.8 | 88 | 96 | 100% | 3.4% | -1.6% | -8.9% | 0.87 | 32.1% | 74 | 5 | 21.4 pp | 3.50 | +6% | 94 | 18.6 | 4.9% |
| SOON SW Sonova H |
20.2B | 67 | 1.3 | 91 | 95 | 83% | 27.0% | 29.7% | 20.7% | 0.56 | 23.0% | 88 | 7 | 6.3 pp | - | +35% | 88 | 21.1 | 2.5% |
| IA NASDAQ Innovative Aerosystems |
357M | 67 | 1.1 | 86 | 87 | 78% | 8.3% | 104.9% | 77.7% | 2.05 | 38.3% | 82 | 7 | 5.4 pp | - | +17% | 91 | 9.5 | - |
| EDRY NASDAQ EuroDry |
136M | 66 | 1.0 | 99 | 98 | 82% | 88.9% | 279.7% | 259.4% | 1.03 | 69.0% | 76 | 6 | 2.3 pp | 0.13 | +57% | 50 | 8.4 | - |
Approach: High-quality industry leaders with strong momentum that beat earnings expectations - combining fundamental strength with peer outperformance, expecting a Post-Earnings Announcement Drift.
High switching costs, unbeatable prices, intangible assets (patents, trademarks, approvals, brand, geographic advantage) or network effects (first mover = legal monopolist).
Evaluate historical P/E, P/B and P/S over the last 10 years. Run a DCF valuation with a margin of safety.
Avoid trading - commissions, taxes and you will miss the best spots by 10% anyway.
- It was a mistake to buy in the first place.
- The stock became wildly overvalued (P/E Forward, PEG in the 90+ percentile of its peer group).
- The moat has been destroyed or fundamentals are deteriorating.
- You need the money for something that matters more (inner peace > portfolio).
Ensures smaller spreads and faster execution. For options trading: > 1,000,000.
Avoids nano caps and reduces risk of price manipulation. For options: > $5B.
Avoids penny stocks — often come with information problems and manipulation risk.
Ensures access to at least 2 fiscal years or 8 quarters of financial data.
Historically, gross margins should be stable and predictable.
High gross margins > 30%.
CAPEX/Sales < 5% and CAPEX/OCF < 15%.
Owner & Family > 20% of shares.
Sustainable, high ROIC (> WACC) with recurring revenues, high gross margins and low capital intensity.
Best CAPEX/Sales in peer group.
Capital Allocation (by priority)ROIC > 20%, historically stable.
60%–90% don't create value.
Preferable over dividends.
20%–35% of EPS (only in absence of better alternatives).
Annual reports, investor presentations, shareholder letters.
Segment diversification (reliance on one product or customer group?) and geographic split (geopolitical risks?).
There are 1,000 reasons to sell a stock, but only one to buy. Which insiders are buying/holding?
Check the ROIC curve over 3–5 years. The more stable, the higher the moat.
CAPEX/Sales < 5%, CAPEX/OCF < 15%.
Interest Coverage (EBIT/Interest) > 10, Net Debt/FCF < 4.
Gross Margin > 30%, FCF Margin > 20% (industry-dependent).
Revenue > 5% YoY, Earnings > 7% YoY.
Secular trends: urbanization, aging, cybersecurity, obesity, digital payments.