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The Confidence Score: How One Number Replaces 40 Ratios

A deep dive into Stoxmine's Confidence Score — how it's computed, what it means, and why it outperforms traditional stock screening for retail investors.

SE

Stoxmine Engineering

Engineering Team

·10 July 2026·14 min read

Most stock screeners give you 40+ financial ratios and leave you to figure out what they mean together. The Confidence Score compresses all of that into a single, actionable number.

The Problem with Traditional Screeners

Open any popular stock screener and you'll see columns like PE, PB, ROCE, Debt/Equity, RSI, MACD, 52-week high, promoter holding, DII holding change, delivery percentage… the list goes on.

Now ask yourself: what does it mean when a stock has a PE of 25, RSI of 62, promoter holding of 71%, and volume is 2x its 20-day average? Is that good? Bad? Depends?

For most investors, the answer is "I have no idea." And that's not their fault — it's a design failure in every existing tool.

How the Confidence Score Works

The Confidence Score is a weighted composite that synthesises five independent signal pillars:

Pillar 1: Fundamental Health (25% weight)

  • Earnings quality & consistency (trailing 8 quarters)
  • Revenue growth trajectory
  • Debt-to-equity and interest coverage
  • Return on equity & capital employed
  • Promoter holding and pledge percentage
  • Free cash flow yield

Pillar 2: Technical Structure (25% weight)

  • Trend strength (ADX, moving average alignment)
  • Momentum (RSI, MACD histogram)
  • Breakout proximity (distance to resistance/support)
  • Volume confirmation (OBV, volume-price trend)
  • Chart pattern recognition (cup & handle, ascending triangle, etc.)

Pillar 3: Institutional Activity (20% weight)

  • FII net buying/selling (5, 10, 20-day cumulative)
  • DII net buying/selling
  • Bulk & block deal detection
  • Delivery percentage vs. 20-day average
  • F&O open interest changes (for derivatives-eligible stocks)

Pillar 4: News & Sentiment (15% weight)

  • NLP-scored headlines from 50+ Indian financial media sources
  • Sentiment trend (improving, stable, deteriorating)
  • Event detection (earnings, corporate actions, regulatory)
  • Social buzz velocity (Twitter/X, Reddit, StockTwits)

Pillar 5: Risk & Valuation Context (15% weight)

  • Relative valuation (PE/PB vs. sector median)
  • Volatility regime (ATR, Beta)
  • Sector rotation momentum
  • Macro sensitivity (correlation with Nifty/Bank Nifty)

The Scoring Scale

Score RangeLabelWhat It Means
80–100Strong BuyMultiple pillars converging positively. High confidence setup.
60–79BuyMajority of signals are positive. Worth adding to watchlist or position.
40–59HoldMixed signals. Wait for clarity or maintain existing positions.
20–39ReduceDeteriorating signals. Consider trimming or setting stop-losses.
0–19ExitMultiple pillars flagging risk. Institutional outflow or fundamental deterioration.

Why This Matters

The Confidence Score doesn't replace your judgment — it accelerates it. Instead of spending 45 minutes analysing one stock across 5 tabs, you scan a sorted list of scores, click the ones that interest you, and drill into the detail only when needed.

In our beta testing, users reported a 73% reduction in analysis time per stock and a 2.4x improvement in entry timing compared to their previous workflow.

That's not magic. It's what happens when you stop showing people data and start showing them decisions.

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