How it works: The engine assigns points based on rigorous data thresholds, such as awarding +25 points for revenue growth above 25% or applying a -3x multiplier (up to -100 points) when Enterprise Value to Sales exceeds 20x.

The Value: By analyzing everything from Return on Equity (ROE) to LTM share buybacks, the score identifies price-to-target asymmetries where the market price sits significantly below analyst targets (scoring as high as +35 points).

Finding the Top 1% Best (Longs): The engine actively hunts for elite compounders. It awards a maximum of +25 points for high-velocity top-line expansion (LTM revenue growth >25%) and an immediate +35 points when the current stock price sits severely discounted below sell-side target prices (below 50% of target). It layers on another +25 points for dominant profitability (Return on Equity >20%) and automatically adds a +15 point Long Bonus if the company couples this high ROE with an elite EBITDA margin above 35%.

Finding the Worst (Shorts): The system ruthlessly filters out operational decay. It aggressively docks -25 points for negative revenue growth (declining -10% or worse) and strips away -35 points for deeply negative EBITDA margins. If a company is burning capital with an ROE below -20%, it receives another -25 points, instantly dragging it into the bottom tier.

How it works: It utilizes the Squeeze Watch and Short Bonus overlays to monitor 10-day price performance against high short interest. If a stock is in the bottom 3 deciles and sees price movement above 7% with short interest over 15%, a -2x multiplier is triggered.

The Value: It spots explosive short-squeeze potential and momentum breakouts before they are fully priced in, ensuring you aren't the last one into a trade.

Finding the Top 1% Best (Longs): The predictor mathematically rewards structural valuation safety. It looks for companies trading at deep value discounts—awarding a maximum +20 points when Enterprise Value to Sales (EV/Sales) drops below 1 times, and an additional +25 points when Forward EV/EBITDA is under an incredibly low 2 times threshold. This isolates companies with an asymmetric, un-shortable valuation floor.

Finding the Worst (Shorts): This is where non-linear multipliers act as an early-warning system for disaster. When a stock trades at bloated multiples, the engine applies exponential penalties—capping EV/Sales penalties at a massive -100 points if it exceeds 20 times. Furthermore, it integrates a Short Bonus modifier: if a stock is fundamentally weak (bottom 4 deciles) but its 5-day trading volume surges past the market average, the engine strips away an additional -4 points for every 1% above the market average, predicting a rapid fundamental collapse.

How it works: We rank every stock in our universe from best to worst on a percentile basis across these three specific metrics, looking for the rare intersection of efficiency and expansion.

The Value: This identifies "compounders"—companies that are growing fast (10-15%+), generating massive cash, and reinvesting that cash at high rates of return (above 20% ROE/ROIC).

Finding the Top 1% Best (Longs): To make the Top 25 Long list, a stock must exhibit elite efficiency across all three pillars. The engine isolates businesses that possess a massive FCF Margin (converting sales directly to cash), high-double-digit Revenue Growth, and an ROIC/ROE above 20%. When a company actively backs this up by executing LTM Share Buybacks (earning an extra +10 points), it proves management is efficiently compounding shareholder value.

Finding the Worst (Shorts): The bottom tier isolates the ultimate terminal shorts. These are structurally broken businesses that fall into the lowest percentiles—characterized by negative revenue growth, heavily negative ROIC, and a complete lack of share buybacks (triggering a automatic -10 point penalty). To protect capital, the engine pairs these horrific fundamentals with an automated Squeeze Watch overlay: if a stock sits in the bottom 3 deciles but experiences a highly irrational 10-day price surge >7% alongside heavy short interest >15%, a harsh -2x risk multiplier triggers. This highlights high-risk technical dislocations, alerting you exactly when a toxic stock is ripe for a short position or mathematical mean reversion.