Sign In
Academy/Guides/MiroMint Screener Mastery: Building High-Alpha Quantitative Filters
AI & Data Science·Advanced·9 min read·July 24, 2026

MiroMint Screener Mastery: Building High-Alpha Quantitative Filters

Learn step-by-step how to construct high-probability stock screens using MiroMint's AI scoring engine, technical momentum filters, and fundamental balance sheet ratios.

🎯 Key Learning Objectives

  • Systematic stock screening eliminates emotional biases by filtering thousands of US equities against quantifiable parameters.
  • Combining technical momentum (RSI, EMA alignment) with fundamental health (ROE, Debt-to-Equity) produces higher win rates.
  • MiroMint's 0-100 AI Score aggregates multi-vector analytics into a unified quantitative ranking.
  • Saving custom multi-factor screens enables instant daily scans for emerging market setups.

Why Systematic Screening Wins

The US stock market contains over 8,000 publicly traded companies. Attempting to manually inspect charts and SEC filings for every stock is humanly impossible.

A Stock Screener acts as an automated quantitative filter, scanning thousands of assets in milliseconds to present only the top 1% of equities that meet your strict financial criteria.

---

Three High-Probability Screening Recipes

Strategy 1: High-Growth Momentum Breakout This setup targets fast-growing companies breaking out to new multi-month highs with strong technical support.

  • Market Cap: >= $1 Billion (Ensures adequate liquidity)
  • YoY Revenue Growth: >= +20%
  • 20 EMA vs 50 SMA: 20 EMA > 50 SMA (Bullish Moving Average Alignment)
  • RSI (14): Between 55 and 70 (Strong momentum without extreme overbought levels)
  • MiroMint AI Score: >= 80

Strategy 2: High-Quality Value Pullback This strategy identifies established profitability leaders experiencing temporary short-term price pullbacks.

  • P/E Ratio: Below Industry Peer Median
  • Return on Equity (ROE): >= 15% (Strong profitability)
  • Debt-to-Equity: <= 0.6 (Solid balance sheet solvency)
  • RSI (14): <= 40 (Oversold pullback zone)
  • Free Cash Flow Yield: >= 5%

Strategy 3: Low-Beta Dividend Fortress A defensive strategy designed for market uncertainty and downside protection.

  • Dividend Yield: >= 3.0%
  • FCF Payout Ratio: <= 50%
  • Beta (Systematic Risk): <= 0.70 (30% less volatile than S&P 500)
  • MiroMint Solvency Score: >= 85

---

Executing Custom Screens on MiroMint

1. Navigate to the [AI Screener](/screener) terminal. 2. Select your target Market (US Equities, India NSE/BSE, or Crypto). 3. Adjust sliders or enter numeric thresholds for Fundamental, Technical, and Sentiment vectors. 4. Click Save Screen Preset to enable automated daily email or alert notifications when new stocks enter your screen.

Published by: MiroMint Engineering Team← Back to Academy