Y-VQS (Quality & Health)

Learn how the Y-VQS (Vertex Quality Score) audits credit solvency, capital discipline, real-time YTD growth compounding, and proportional damage scaling.

What is the Y-VQS?

The Y-VQS (Vertex Quality Score) is a proprietary multi-factor corporate health scoring engine (0–100) that audits an asset’s solvency, capital discipline, real-time growth compounding, and corporate integrity.

Unlike flat screening tools that apply rigid rules across disparate industries, Y-VQS automatically branches into specialized analytical pathways tailored for Standard Corporates, Financial Services (Banks & Insurance), and Real Estate Investment Trusts (REITs).


Quality Signal Bands

Every analyzed asset receives a normalized score from 0 to 100%, mapped into five quality signal classifications:

  • Pristine ($\ge$ 80%) [Emerald]: Elite balance sheet, exceptional capital conversion, and strong compounding trajectory. Extremely resilient fundamental profile.
  • Healthy ($\ge$ 60%) [Teal]: Solid profitability, manageable leverage, and healthy cash flow conversion.
  • Average ($\ge$ 40%) [Gray]: Moderate performance and debt levels in line with historical sector benchmarks.
  • Caution ($\ge$ 20%) [Amber]: Elevated debt burdens, deteriorating operating margins, or heavy shareholder dilution.
  • Distress ($<$ 20%) [Rose]: Critical liquidity stress, severe capital impairment, or high insolvency risk.

Continuous Threshold Interpolation & Proportional Damage Scaling

1. Smooth Boundary Scoring

To eliminate arbitrary scoring cliff effects—where a company at 14.9% Return on Equity (ROE) might otherwise drop abruptly compared to one at 15.0%—the Y-VQS engine applies continuous linear and logarithmic interpolation between threshold boundaries. This ensures proportional, fluid point allocation across every financial ratio.

2. Proportional Damage Scaling

Rather than deducting flat binary penalties (where a mild $-0.2%$ bump takes the same hit as a $-100%$ collapse), Y-VQS scales risk deductions proportionally to the severity of the financial damage:

$$\text{Deduction} = \min\left(1.0, \frac{|\text{Excess Damage}|}{|\text{Damage Cap}|}\right) \times \text{Max Penalty Pool}$$

  • Revenue Contraction (YTD YoY): Scaled from $0.0% \rightarrow -15.0%$ (Max Pool: $-10.00\text{ pts}$).
  • EPS Contraction (YTD YoY): Scaled from $0.0% \rightarrow -20.0%$ (Max Pool: $-10.00\text{ pts}$).
  • FCF Contraction (YTD YoY): Scaled from $0.0% \rightarrow -25.0%$ (Max Pool: $-10.00\text{ pts}$).
  • Negative EBITDA Margin (TTM): Scaled from $0.0% \rightarrow -30.0%$ (Max Pool: $-10.00\text{ pts}$).
  • Operating Interest Coverage Deficit (TTM): Scaled from $0.0% \rightarrow -25.0%$ EBIT Margin (Max Pool: $-10.00\text{ pts}$).
  • Core Cash Burn (TTM): Scaled from $0.0% \rightarrow -10.0%$ of Market Cap (Max Pool: $-10.00\text{ pts}$).
  • SBC Dilution Toxicity (TTM): Scaled from $20.0% \rightarrow 50.0%$ of OCF (Max Pool: $-10.00\text{ pts}$).
  • Debt-Funded Growth Gearing (YoY): Scaled from $15.0% \rightarrow 30.0%$ Debt Spread (Max Pool: $-5.00\text{ pts}$).

3. Dynamic Denominator Normalization

To prevent missing or non-applicable reporting metrics from distorting an asset’s score, the engine dynamically adjusts the maximum possible point pool. When outperformance bonus points push the total earned score above $100%$, the summary line transparently presents the bonus excess:

Total Scorecard Summary Line:
Total: +100.00/100.00 pts (100.0%) [+3.56 Bonus Excess]


4-Category Weighted Quality Model

To prevent single-category bleed-over and ensure balance sheet safety cannot be masked by explosive growth, Y-VQS evaluates 4 distinct fundamental quality categories. Each category calculates a normalized sub-score from 0 to 100%, which are weighted into the final Y-VQS Quality Score:

$$\mathbf{\text{Y-VQS Quality Score}} = 0.30 \times \text{CatScore}_A + 0.35 \times \text{CatScore}_B + 0.20 \times \text{CatScore}_C + 0.15 \times \text{CatScore}_D$$

  • Category A: Solvency & Balance Sheet Safety (Weight: 30.0%): Balance sheet gearing, debt paydown velocity, short-term liquidity, and bankruptcy safety.
  • Category B: Profitability & Capital Efficiency (Weight: 35.0%): Structural return on capital, pricing power, profit retention, asset turnover, and operational efficiency.
  • Category C: Growth Compounding & Momentum (Weight: 20.0%): Multi-year top-line, operating income (EBIT), and cash flow compounding & short-term YTD momentum.
  • Category D: Capital Discipline & Shareholder Alignment (Weight: 15.0%): Accretive CapEx reinvestment, true SBC-adjusted cash conversion, share count velocity, debt accumulation discipline, and ESG/Governance disclosure ratings.

Detailed Category & Metric Breakdown

Category A: Solvency & Balance Sheet Safety (Weight: 30.0%)

Evaluates balance sheet strength, liquidity coverage, and debt safety.

Standard Corporates Pathway:

  • Net Debt / EBITDA (TTM) (10 pts): Rewards net cash balances and conservative leverage ($\le 1.0\text{x}$ to $1.5\text{x}$ or lower). Negative EBITDA margin (TTM) scales a proportional penalty up to -10 pts.
  • Interest Coverage Ratio (TTM) (10 pts): Assesses operating earnings relative to interest obligations. Debt-free firms receive full +10 pts. Coverage between $1.5\text{x}$ and $12.0\text{x}$ scales points from 0.00 $\rightarrow$ 10.00 pts. Operating losses scale a proportional penalty from $0.0% \rightarrow -25.0%$ EBIT margin (TTM) up to -10 pts.
  • Current Ratio (TTM) (10 pts): Measures short-term liquidity. Current ratio between $0.8$ and $2.0$ scales points from 0.00 $\rightarrow$ 10.00 pts, requiring $\ge 2.0$ for the full allocation.

Financial Services & REITs Pathway:

  • Return on Equity (ROE) (TTM) (20 pts) & Return on Assets (ROA) (TTM) (10 pts): Measures underlying structural profitability ($\ge 12%$ for REITs, $\ge 15%$ for banks receives maximum allocation).
    • DuPont Leverage Risk Guard (TTM): If high ROE ($\ge 10%$) is masked by paper-thin ROA ($< 1.5%$), signaling extreme balance-sheet gearing, a proportional penalty scales up to -5 pts.
  • REIT Cash Flow Dividend Payout (TTM) (10 pts): Evaluates REIT payout safety directly against Operating Cash Flow (OCF TTM):
    $$\text{Payout}_{\text{REIT}} = \frac{\text{Dividends Paid (TTM)}}{\text{Operating Cash Flow (TTM)}}$$
    Optimal payout bands (70–90% for REITs, $< 50%$ for banks) receive maximum points, while negative payouts scale a proportional penalty up to -10 pts.
  • Debt to Assets (TTM) (REITs) / Financial Leverage (TTM) (Banks) (10 pts): Sector-aware balance sheet leverage evaluation:
    • REITs (Debt to Assets): Property LTV proxy where $\le 40%$ receives full +10.00 pts and $> 60%$ scales a proportional penalty up to -10 pts.
    • Banks (Financial Leverage): Conservative asset-to-equity leverage ($\le 6.0\text{x}$) receives full +10.00 / 10.00 pts and elevated leverage ($> 12.0\text{x}$) scales a proportional penalty up to -10 pts.
  • Net Margin (TTM) (Banks) (5 pts): Evaluates bottom-line income retention efficiency ($\ge 25.0%$ receives full +5.00 pts).

Category B: Profitability & Capital Efficiency (Weight: 35.0%)

Audits structural profitability, return on invested capital, gross margins, asset productivity, and operational efficiency.

  • Return on Invested Capital (ROIC) (TTM) (10 pts): Measures capital allocation efficiency ($\ge 15.0%$ receives full allocation, with logarithmic outperformance bonus for elite ROIC).
  • Return on Equity (ROE) (TTM) (10 pts): Measures equity profitability ($\ge 15.0%$ receives full allocation).
  • Gross Profit Margin (TTM) (5 pts): Pricing power indicator ($\ge 40.0%$ receives full allocation).
  • Operating Margin (TTM) (5 pts): Operational efficiency ($\ge 20.0%$ receives full allocation with logarithmic bonus).
  • Asset Turnover (TTM) (5 pts): Measures asset velocity, applying specialized sector benchmarks for Asset-Light ($0.50\text{x} \rightarrow 1.50\text{x}$) vs Cap-Heavy ($0.15\text{x} \rightarrow 0.75\text{x}$) models.

Category C: Growth Compounding & Momentum (Weight: 20.0%)

Audits long-term value compounding alongside real-time intra-year business momentum.

  • 5-Year Revenue, Operating Cash Flow & Net Income CAGR (5Y) (10 pts each): Rewards steady multi-year compounding with logarithmic outperformance bonuses. Secular margin collapse (5Y sales growing while 5Y Net Income shrinks) scales a proportional penalty up to -5 pts.
  • Real-Time Cumulative YTD YoY Growth (YTD YoY) (Revenue, EPS, FCF — 5 pts each): Aggregates all released quarters of the current active fiscal year ($Q_1 \dots Q_N$) to compute cumulative YTD YoY growth against the exact same period last year.
    • Cyclical Downturn Cushion (YTD YoY): Highly cyclical sectors (Energy, Semiconductors, Mining, Materials) have decline penalties waived during sector downturns, receiving partial positive credit ($\le +2.50\text{ pts}$) if their 5-year compounding CAGR remains strong ($\ge 8%$).
    • Non-Cyclical Contraction Penalties (YTD YoY): Contractions scale proportional damage penalties up to -10 pts (Revenue Cap: $-15%$, EPS Cap: $-20%$, FCF Cap: $-25%$).
  • Growth Quality & Forensic Accounting Overlays:
    • EBIT Operating Leverage (YoY) (+2 pts bonus): Operating income (EBIT) growth outpacing revenue growth by $\ge 5%$ (proves economies of scale). Operating margin collapse ($EBIT < -20%$) scales a penalty up to -5.00 pts.
    • Pricing Power & Gross Margin Expansion (TTM / YoY) (+2 pts bonus): Gross profit growth outpacing revenue growth by $\ge 3%$ (bypassed for financials & REITs).
    • Moat R&D Expansion (YoY) (+2 pts bonus): Re-investing into R&D faster than top-line revenue expansion (up to a 15% growth spread above sales growth) during growth periods (bypassed for financials & REITs).
    • Deferred Revenue Acceleration (YoY) (+2 pts bonus): Unearned subscription cash flow accelerating $> 15%$ faster than realized revenue growth.
    • Cash Cow Turnaround (YTD YoY) (+3 pts bonus): FCF expansion despite temporary accounting earnings pressure.
    • Capacity Expansion (YTD YoY) (+3 pts bonus): Strong earnings & sales growth with temporary CapEx FCF lag.
    • Operating Leverage Acceleration (YTD YoY) (+3 pts bonus): Earnings growth systematically outpacing top-line growth backed by cash flow.
    • Hyper-Growth Scaler (YTD YoY) (+3 pts bonus): Explosive top-line growth ($\ge 30%$) paired with cash-generative scale.
    • Channel Stuffing Risk (YoY): Receivables growth outstripping revenue growth by $> 15%$ (bypassed for financials, REITs, utilities/commodities & fast-collection firms).
    • Inventory Bloat Risk (YoY): Unsold inventory growth outstripping revenue growth by $> 15%$ (bypassed for financials & REITs).
    • SG&A Overhead Bloat (YoY): Administrative overhead outstripping revenue growth by $> 15%$ (bypassed for financials).
    • Goodwill Inflation Risk (YoY): Goodwill / Intangible assets growth $> 20%$ masking weak organic sales ($< 10%$) scales a proportional penalty up to -5.00 pts.
    • Low-Quality Growth (YTD YoY): Sales expansion accompanied by collapsing cash flow scales up to -10 pts (bypassed for cyclical assets under active cushion).
    • Margin Compression (YTD YoY): Revenue growth occurring alongside shrinking EPS scales up to -10 pts.

Category D: Capital Discipline & Shareholder Alignment (Weight: 15.0%)

Audits management capital allocation, reinvestment efficiency, share count velocity, and governance alignment.

  • True Cash Conversion (TTM SBC-Adj) (10 pts): Evaluates operational cash conversion after deflating Operating and Free Cash Flows (TTM) by Stock-Based Compensation ($OCF_{\text{adj}} = OCF - SBC$ and $FCF_{\text{adj}} = FCF - SBC$).
    • Post-SBC Cash Deficit (TTM): If post-SBC conversion is negative, a proportional penalty scales from $0.0% \rightarrow -30.0%$ up to -10 pts.
    • SBC Toxicity Penalty (TTM): If Stock-Based Compensation exceeds 20% of Operating Cash Flow ($SBC / OCF > 20%$), a proportional penalty scales from $20% \rightarrow 50%$ up to -10 pts.
    • Core Operations Cash Burn (TTM): Negative true OCF scales a proportional penalty up to -10 pts of market cap.
  • Accretive Growth CapEx Reinvestment (YoY) (+2 pts bonus): Growth CapEx expansion ($\ge 20%$) backed by positive sales and positive Free Cash Flow generation.
  • Share Count Velocity & Buybacks (TTM / YoY) (10 pts): Full points (+10) awarded for net share repurchases ($\le -1.0%$). Dilution is penalized unless proven accretive (where EPS growth outpaces share count expansion).
  • Debt-Funded Growth Penalty (YoY): Balance sheet debt accumulation outstripping revenue growth by $\ge 15%$ scales a proportional penalty up to -5.00 pts.
  • Debt-Funded Buybacks (TTM / YoY): Issuing net debt ($> 15%$) to repurchase shares ($> 15%$) while Free Cash Flow is contracting ($< 0%$) scales up to -5.00 pts.
  • SBC Explosion Risk (YoY): Stock-Based Compensation expanding $> 25%$ YoY while revenue growth remains sluggish ($< 10%$) scales up to -5.00 pts.

ESG & Governance Risk Guardrails

Applies negative guardrails to protect portfolios from tail risk and governance failures:

  • Corporate Governance Risk (Latest Disclosure): Governance Score $< 50.0$ scales a proportional penalty up to -10 pts.
  • Critical ESG Risk (Latest Disclosure): Overall ESG Score $< 40.0$ scales a proportional penalty up to -3 pts.

(Note: Governance guardrails only evaluate assets with active disclosures, ensuring companies without reporting coverage are never penalized).


How to Audit Y-VQS in Your Portfolio

  1. Open Y-Vertex Dashboard: Select any portfolio holding and navigate to the Y-Vertex tab.
  2. Inspect Quality Scorecard: Hover over the Y-VQS score badge (e.g. Pristine (85%)) to inspect the detailed, itemized breakdown of point allocations, SBC adjustments, real-time YTD growth, and active safety guards.