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entry signal

RSI (Relative Strength Index)

RSI(14) measures the speed and magnitude of recent price changes on a 0โ€“100 scale. In JumpStartSignal it works as a hard gate: any stock with RSI above 70 is excluded at Stage 2 before scoring begins, keeping every scored candidate at a technically approachable โ€” not extended โ€” entry point.

As of 2026-03-31: JumpStartSignal uses RSI(14) as a hard exclusion filter: stocks with RSI โ‰ฅ 70 are removed at Stage 2 before any quality or entry scoring. A separate RSI overbought-reversal signal was backtested across 3461 screening dates (2012โ€“2025) and showed 4% consistency at the 7-year hold period. It was eliminated in Round 16 after mRMR analysis found 90% overlap with the VWAP-MACD confluence signal, meaning it selected the same stocks without adding independent value.
Stage 2 Gate Hard exclusion filter (RSI โ‰ฅ 70)
0 entry pts โ€” fires before scoring
4% Best WF consistency
(7yr hold, standalone)
3461 Screening dates
2012โ€“2025
25 Walk-forward time windows
tested out-of-sample

Signal Illustration

The chart below uses synthetic price data (seed-fixed, deterministic) to illustrate exactly when and how the RSI (Relative Strength Index) fires. The arrow marks the event date; the shaded region shows the post-signal window our screener evaluates.

50-day SMA 200-day SMA RSI(14) โ€” lower pane โ†‘ RSI overbought reversal โ€” RSI crossed below 70
PeriodPhaseSignal
Pre-event50-day SMA below 200-day SMAโ€”
2023-10-0250-day SMA crosses above 200-day SMARSI (Relative Strength Index) fires
Post-eventUptrend phase โ€” screener evaluates entryEntry window

Entry Scoring Pathway

Entry signals are a precision layer on top of quality. JumpStartSignal's quality score (0โ€“60) does the heavy lifting โ€” confirming strong ROE, clean balance sheets, and established trend structure. The entry score (0โ€“20) answers the follow-on question: of the stocks that already pass those quality filters, which ones are at an actionable inflection point right now?

RSI (Relative Strength Index) is not part of that scoring layer โ€” it operates upstream as a hard exclusion gate at Stage 2. Any stock with RSI โ‰ฅ 70 is removed before the 100-point score runs, ensuring every candidate that reaches entry scoring is already at a technically approachable โ€” not extended โ€” level. Below is the current entry scoring landscape that applies to every stock that clears the RSI gate:

Signal combination Entry pts Tier reached
VWAP+MACD Confluence +1 MONITOR  โ€” โ†’ 9 pts below OPPORTUNITY gate
Golden Cross +9 MONITOR  โ€” โ†’ 1 pt below OPPORTUNITY gate
VWAP+MACD Confluence + Breakout Volume +4 MONITOR  โ€” โ†’ 6 pts below OPPORTUNITY gate
Golden Cross + VWAP+MACD Confluence +10 โœ“โœ“ SPOTLIGHT  โ†’ SPOTLIGHT gate (โ‰ฅ10)
Golden Cross + VWAP+MACD Confluence + Breakout Volume +13 โœ“โœ“ SPOTLIGHT  โ†’ SPOTLIGHT gate (โ‰ฅ10)

Filter Effectiveness: Walk-Forward View

The figure below shows how stocks that passed the RSI โ‰ฅ 70 exclusion gate performed across 25 independent time windows (2012โ€“2025). This reflects the quality of the candidate pool the filter admits โ€” not RSI as a forward-looking timing predictor. Because the RSI gate is already built into every OPPORTUNITY and SPOTLIGHT signal the pipeline produces, its effectiveness shows up in the system's overall alpha, not in a standalone RSI-timing metric.

4% Best standalone consistency
(3yr hold ยท 1/24 windows)
How to read this: These figures are for this signal tested in isolation โ€” not as part of the full pipeline. JumpStartSignal's full system (quality + entry + sector scoring) has delivered +372.4% over 14 years vs SPY's +209.2% (+163.2% alpha, daily screening frequency). Entry signals contribute to that result through timing โ€” not as standalone return predictors.

How JumpStartSignal Uses This Signal

RSI functions as an entry filter in JumpStartSignal's pipeline โ€” stocks with RSI โ‰ฅ 70 are excluded before the 100-point scoring runs, so every candidate that reaches scoring is already at a non-extended entry point. An RSI overbought-reversal entry signal was historically tested but eliminated in Round 16 after showing 90% feature overlap with VWAP-MACD confluence.

How Scoring Works

The RSI โ‰ฅ 70 exclusion is a binary pre-score gate, not a point-based signal. An RSI overbought-reversal scoring signal was historically included in the entry score but removed in Round 16: mRMR analysis found it was 90% redundant with vwap_macd_confluence (both selected nearly identical stocks), and Elastic Net returned a negative coefficient โ€” adding it was picking up noise, not signal.

Data Source & Methodology

Backtested across 3461 screening dates from 2012โ€“2025. Returns measured from entry date to exit date at each hold period. Portfolio vs S&P 500: +372.4% vs +209.2% (alpha: +163.2%). Signals fired by JumpStartSignal's technical screening engine; fundamentals sourced from SEC EDGAR XBRL filings. Constituent universe from NASDAQ.

Frequently Asked Questions

What is RSI and how does JumpStartSignal compute it?

RSI (Relative Strength Index) was developed by J. Welles Wilder in 1978. It compares smoothed average gains to average losses over 14 trading days using Wilder's exponential smoothing, producing a 0โ€“100 scale. Readings above 70 signal overbought conditions; below 30, oversold. JumpStartSignal computes RSI(14) from the same 756-day price history used for all SMA and EMA calculations.

Why exclude stocks with RSI above 70?

Stocks with RSI above 70 have typically already run hard โ€” near-term reversal risk is elevated and the entry price is extended. JumpStartSignal targets 3โ€“7 year holds starting from quality entry points, not momentum chases. Filtering RSI โ‰ฅ 70 at Stage 2 means every candidate that reaches scoring is already at a technically approachable level.

Why was the RSI overbought-reversal entry signal eliminated?

The signal (RSI drops back below 70 after exceeding it) showed 4% walk-forward consistency at 7yr with +-1.5% avg return delta โ€” interesting numbers. But mRMR analysis found it was 90% redundant with the VWAP-MACD confluence signal: nearly identical stocks were selected by both. Elastic Net regularization then returned a negative coefficient, meaning the stocks uniquely selected by the RSI signal dragged on returns. With both tests failing, Round 16 eliminated it.

Does RSI predict long-term stock returns on its own?

No โ€” the walk-forward data shows 0% consistency at 1yr and mixed results at 3yr. RSI measures momentum, not business quality. JumpStartSignal's 14-year outperformance is driven by quality signals (ROE, low debt, revenue growth) combined with discrete entry signals. RSI contributes by keeping candidates at approachable levels, not by directly predicting returns.

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Not financial advice. Past backtest performance does not guarantee future results. Data as of 2026-03-31 ยท Backtested 2012โ€“2025 ยท How It Works