How JaySense Scores Stocks

A transparent look at the quantitative signals behind every research score.

What is a Research Score?

Every stock on NSE receives a Research Score from 0 to 100 — a single number that summarises the stock's current technical health, momentum, volume dynamics, fundamental quality, sector strength, risk profile, and institutional interest.

The score is recomputed daily after market close using EOD data from NSE. It is a research output, not a buy or sell recommendation.

Score Bands
Score Range Technical Signal What it means
70 – 100 Strong Technical Alignment All major signals aligned positively
60 – 69 Positive Trend Signals Mostly positive with minor cautions
45 – 59 Mixed Technical Signals Mixed signals — consolidation or transition
30 – 44 Weak Technical Signals Weak technical momentum
0 – 29 Low Score Multiple weak technical signals

Score Dimensions

JaySense evaluates each stock across nine independent dimensions. Each dimension receives its own sub-score (0–100); the composite Research Score is derived from these. Dimension weights are not disclosed.

Trend

Measures whether the stock is in a confirmed, sustained directional move across multiple timeframes. A high Trend score means the price structure is orderly and directional, not choppy or mean-reverting.

Momentum

Captures short-to-medium term directional energy — whether buying pressure is accelerating or fading. Distinguishes healthy pullbacks from genuine reversals.

Volume Profile

Evaluates whether price moves are backed by conviction in traded volume. High scores indicate sustained accumulation rather than low-volume drift.

Fundamental Quality

Assesses the underlying business quality — profitability, capital efficiency, and earnings trajectory. Rewards financially sound companies; penalises deteriorating fundamentals.

Valuation

Considers whether the stock is priced reasonably relative to its own history and sector peers. Neither a growth screen nor a deep-value screen — it rewards fair value, not extremes.

Growth

Tracks revenue and earnings growth trajectory — both recent momentum and multi-year consistency. Companies with accelerating, durable growth score higher.

Sector Positioning

Scores the stock in context of its sector's current strength relative to the broader market. A good stock in a leading sector scores higher than the same stock in a lagging sector.

Risk Profile

Measures downside risk — volatility, distance from recent highs, and proximity to known risk events. A high Risk score means the stock has a lower-risk profile at the time of scoring.

Institutional Activity

Detects changes in institutional ownership and participation. Sustained institutional buying is a positive signal; consistent distribution is negative.

Data Sources
  • NSE EOD price & delivery data — updated daily after 6 pm IST
  • Yahoo Finance fundamentals — updated quarterly
  • NSE shareholding patterns — updated quarterly
  • NSE F&O lot file — updated monthly
  • NSE earnings calendar — updated on announcement
Score Band Performance Validation View full results →

We run a weekly validation of JaySense scores against actual NSE price outcomes across 120+ liquid stocks. The engine samples every stock at weekly intervals, records the Research Score, then measures the actual 7-day forward return. Results are aggregated into score bands. Past performance is not indicative of future results.

The full, live table — win rate, average return, net return after brokerage, and Sharpe ratio by score band — is publicly available at /score-validation. It is updated automatically every Sunday night after the nightly engine run.

Conviction Level Score Range Interpretation Signal Strength
Score ≥ 70 ≥ 70 All major dimensions aligned positively. Historically the highest win-rate band. Strong Technical Alignment
Score 55 – 69 55 – 69 Most signals positive. Positive average returns in most regimes. Positive Trend Signals
Score 40 – 54 40 – 54 Mixed signals — consolidation or regime transition. Lower edge. Mixed Technical Signals
Score 0 – 39 0 – 39 Multiple weak technical signals. Historically lower average return. Weak Technical Signals

Results vary by market regime — edge is typically stronger in Bull/StrongBull regimes and compresses in Bear regimes. Sharpe ratio uses 6.5% annual risk-free rate scaled to the holding period. View live validation results with actual numbers →

Disclaimer: JaySense scores are generated by a quantitative algorithm and are not buy or sell recommendations. They do not constitute investment advice under any applicable law or SEBI regulation. JaySense is not a SEBI-registered Investment Adviser. Please consult a SEBI-registered investment adviser before making any investment decision. Past score performance does not guarantee future results.