Fundamentals

From Six Signals to One Number: How We Automate Technical Analysis Into a Score

NewLeaf System Team2026-06-2111 min read

Ask ten traders to read the same chart and you will get ten opinions. Ask the same trader on two different days and you might get two. Discretionary technical analysis is inconsistent by nature — it depends on mood, memory, and which indicator caught your eye first. The fix is not a better indicator. It is turning the whole analysis into a single, reproducible number.

This is how we automate technical analysis into a 0–100 opportunity score: the same six signals, computed the same way, on every symbol, every fifteen minutes — then combined into one figure you can rank, filter, and act on without re-litigating the chart each time.

Six signals, computed the same way every time

Every symbol runs through the same battery of indicators on 250 days of price history, refreshed every fifteen minutes during market hours:

  • RSI (14-period) — momentum and overbought/oversold extremes.
  • Bollinger Bands (20-period, 2σ) — volatility and squeeze detection.
  • SMA 50 / 100 / 200 — the moving-average stack that defines trend.
  • Realized volatility (30-day) — how much the stock has actually moved.
  • ATR % (14-period) — the expected daily move as a percentage.
  • Gamma walls — where dealer positioning concentrates support and resistance.
SIGNALSPILLARSSCOREGamma wallsBollinger BandsRealized volATR %SMA 50 / 100 / 200RSIGamma40 ptsIV35 ptsTrend25 pts0–100opportunity score
The six signals feed three weighted pillars, which sum to one 0–100 score.

The value of automation here is not any single calculation — it is that the calculation never changes. No symbol gets the benefit of the doubt; none gets unfairly punished. Consistency is the edge.

Three pillars, one score

The signals roll up into three weighted pillars that sum to 100:

Score = Gamma (0–40) + IV (0–35) + Trend (0–25) = Total (0–100)
Gamma40 ptsIV35 ptsTrend25 pts0100
Three weighted pillars sum to one 0–100 opportunity score. Gamma carries the most weight.
PillarMax pointsWhat it measures
Gamma40Wall strength and the quality of the price corridor.
IV35Whether implied volatility sits in the premium-selling sweet spot.
Trend25Directional conviction, scaled by how strong the trend actually is.

Gamma gets the most weight because the corridor between dealer walls is the most actionable piece of information for defined-risk premium selling — it tells you where price is likely to stall.

The Gamma pillar degrades gracefully

Not every stock has clean options data, so the gamma pillar uses a three-tier fallback — it always produces a score, just with appropriately lower confidence:

Data availableHow it scoresCap
Full gamma exposure (GEX)wall quality 60% + band quality 40%40 pts
Open interest onlyband width quality28 pts
Technicals onlyRSI 50% + Bollinger width 50%22 pts

A stock with no options data simply cannot earn the top tier — which is correct. The score reflects not just the setup, but how much we can trust the data behind it.

The IV pillar rewards the sweet spot

Premium selling works best in a specific volatility band. Too low and the premium is not worth the risk; too high and the market is panicking. The IV pillar encodes exactly that:

  • IV below 20%: score scales down proportionally — premiums are too thin.
  • IV 20–50%: full 35 points — the sweet spot for selling premium.
  • IV above 50%: score decays toward zero — elevated risk, treat as a danger flag.

For the deeper logic on volatility, see implied volatility rank explained.

The Trend pillar rewards conviction, not direction

The trend pillar does not care whether a stock is bullish or bearish — it rewards conviction in either direction and penalizes indecision. A strongly bullish tape and a strongly bearish tape both score well; a directionless chop scores low. That conviction is then scaled by trend strength (an ADX-style multiplier), so a weak trend cannot masquerade as a strong one.

Trend scoreState
0.85Strong bullish — price above the stack, well clear of the 200-day
0.70Bullish — SMA50 over SMA100, price above SMA50
0.50Neutral — moving averages converging
0.30Bearish — price below SMA50, stack rolling over
0.10Strong bearish — price below the stack, well under the 200-day

Reading the number — and the decision it drives

Once the three pillars are summed, the total maps to a plain-English verdict:

ScoreReading
75–100Excellent — high-confidence setup
60–74Good — solid, with minor weakness
40–59Marginal — mixed signals, trade with caution
0–39Avoid — multiple pillars failing

The score then feeds a decision tier. A score of 65 or higher that also clears its setup gates becomes an APPROVED idea; 40–64 lands on the WATCHLIST; below 40 is NO-TRADE. Guardrails can only downgrade, never upgrade: a developing (not-yet-confirmed) trend, or price about to test a wall, will knock an otherwise-approved idea down to the watchlist. The system is built to say "not yet" cheaply.

Why automate at all?A human cannot score every optionable symbol every fifteen minutes without fatigue or bias. Software can. The win is not that the machine is smarter — it is that it is consistent, and consistency is what turns a vague "this looks good" into a number you can rank, compare, and trust tomorrow.

Frequently asked questions

Does a high score mean the trade will win?
No. The score measures the quality of the setup and the data behind it at a moment in time — not the outcome. A high score tilts the odds; it does not remove risk. Markets can and do move against well-scored setups.
Why weight gamma more than trend?
For defined-risk premium selling, the corridor between dealer walls is the most actionable information — it frames where price is likely to stall. Trend matters, but it is a tilt, so it carries fewer points.
What happens to stocks with no options data?
They still get a score via the technicals-only fallback, but the gamma pillar is capped well below the top tier. The number honestly reflects lower confidence rather than pretending the data exists.
Educational disclaimer.This article is for educational purposes only and is not investment advice. Scores and signals are analytical tools, not predictions, and do not guarantee any outcome. Options involve substantial risk and are not suitable for all investors.

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