entry signal

VWAP+MACD Confluence

The VWAP+MACD Confluence fires when two conditions align: the stock's price is above its 20-day rolling VWAP (buying pressure confirmed) and the MACD line has just crossed above its signal line (short-term momentum turning up). Requiring both filters together makes this a higher-conviction entry trigger than either signal alone.

As of 2026-03-31: The VWAP+MACD Confluence is one of JumpStartSignal's entry timing signals, contributing +1 entry point in the current Round 26 GA-optimised scoring. It was demoted from a much higher prior weight by the Genetic Algorithm to diversify the entry signal set away from a single-signal monoculture — but remains active because it provides the marginal point that enables the Golden Cross (+9 pts) to clear the 10-point OPPORTUNITY entry gate. It fires when a stock's MACD line crosses above its signal line at the same time price is above the 20-day rolling VWAP — requiring both momentum acceleration and sustained buying pressure before recording an entry. In JumpStartSignal's 14-year walk-forward backtest (2012–2025, 713 screening dates, weekly screening frequency), VWAP+MACD Confluence showed 56% out-of-sample consistency at the 5-year hold period — 5 of 9 independently tested time windows showed stocks with this signal outperforming same-date stocks without it, with an average +31.6% return advantage. As a timing signal, its strongest validation window is the 5-year hold, where the entry-quality selection effect has time to compound; short-hold windows (1–3yr) reflect higher noise from near-term market conditions at the time of entry.

+1 Entry score points
(of 20 max)

56% Best WF consistency
(5yr hold, standalone)

713 Screening dates
2012–2025

9 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 VWAP+MACD Confluence fires. The arrow marks the event date; the shaded region shows the post-signal window our screener evaluates.

50-day SMA 20-day VWAP MACD histogram MACD line Signal line ↑ VWAP+MACD Confluence — MACD crossed above signal while price > 20-day VWAP

Period	Phase	Signal
Pre-event	50-day SMA below 200-day SMA	—
2025-07-16	50-day SMA crosses above 200-day SMA	VWAP+MACD Confluence fires
Post-event	Uptrend phase — screener evaluates entry	Entry window

Entry Scoring Pathway

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

VWAP+MACD Confluence contributes +1 of 20 entry points toward the tier gates. To reach OPPORTUNITY a stock needs at least 10 entry points; SPOTLIGHT requires 10+. Here's how this signal combines with the other active entry signals:

Signal combination	Entry pts	Tier reached
VWAP+MACD Confluence	+1	MONITOR — → 9 pts below OPPORTUNITY gate
VWAP+MACD Confluence + Breakout Volume	+4	MONITOR — → 6 pts below OPPORTUNITY gate
Golden Cross	+9	MONITOR — → 1 pt below OPPORTUNITY gate
Golden Cross + VWAP+MACD Confluence	+10	✓✓ SPOTLIGHT → SPOTLIGHT gate (≥10)
Golden Cross + VWAP+MACD Confluence + Breakout Volume	+13	✓✓ SPOTLIGHT → SPOTLIGHT gate (≥10)

Why the gate exists: SPOTLIGHT (entry ≥ 10) always requires at least two signals to align — no single timing indicator reaches 10 pts on its own. OPPORTUNITY (entry ≥ 10) requires at least two timing signals to align. The Golden Cross (+9 pts) comes closest to clearing the gate solo — just 1 pt short — so at least one additional signal is needed to confirm timing before a position is actioned. In the 14-year backtest, lower entry scores correlated with meaningfully worse outcomes, which is why JumpStartSignal routes stocks with strong quality but weak entry timing to MONITOR rather than actioning them immediately.

Standalone Walk-Forward Results

Walk-forward analysis tests whether stocks where this signal fired outperformed same-date non-signal stocks across 9 independent time windows (2012–2025). For entry timing signals, the standalone test has a structural limitation: it re-enters a position every time the signal fires, so a stock in a persistent uptrend gets bought repeatedly as it continues higher — mechanically compressing the measured return delta. The stronger validation is at the portfolio level, where quality gates ensure only high-conviction setups reach this signal check.

This signal is validated at weekly screening frequency (9 independent windows) rather than daily. VWAP/MACD signals re-fire every day a stock stays in trend — inflating daily window counts and compressing measured return deltas. Weekly intervals avoid this artefact. Other signal pages that use daily screening show 25 windows.

56% Best standalone consistency
(5yr hold · 5/9 windows)

How to read this: These figures are for this signal tested in isolation — 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, weekly screening frequency). Entry signals contribute to that result through timing — not as standalone return predictors.

How JumpStartSignal Uses This Signal

VWAP+MACD Confluence is an entry signal contributing +1 entry point toward the tier gates (Round 26, GA-optimised). It was demoted from a much higher prior weight by the Genetic Algorithm as part of diversifying the entry signal set away from a single-signal monoculture. At +1 its role is precise: the Golden Cross earns +9 entry points, just 1 pt short of the 10-point OPPORTUNITY gate — VWAP+MACD Confluence is the signal that closes that gap. Unlike the VWAP Bullish quality signal (which fires whenever price is above VWAP), this signal requires an active MACD crossover at the same moment — a discrete timing event rather than a continuous state. A stock can sit above VWAP for weeks; this signal only fires when momentum is actively accelerating.

How Scoring Works

JumpStartSignal requires stocks to clear an entry score gate before being elevated to OPPORTUNITY or SPOTLIGHT status. The VWAP+MACD Confluence contributes +1 of the 20 available entry points (Round 26). Its primary contribution is enabling the Golden Cross combination: the Golden Cross alone earns +9 pts — 1 pt short of the 10-point OPPORTUNITY gate. Adding VWAP+MACD Confluence reaches exactly 10, clearing the gate. Combined with the separate VWAP Bullish quality signal (price > 20-day VWAP, scored in quality), a stock showing the confluence has its buying pressure confirmed in both the quality and entry dimensions — a double-confirmation that distinguishes it from stocks that happen to show a MACD crossover while in a weak or declining trend.

Why entry scoring matters: Entry signals confirm a stock is at an actionable inflection point, not just a long-term quality holding.
VWAP+MACD Confluence advantage: Dual-condition filtering. Requiring MACD to cross while price is above VWAP eliminates MACD crossovers in downtrends (price below VWAP) and eliminates VWAP-above readings without active momentum (no crossover). The intersection of the two conditions selects for stocks where short-term momentum is turning up in an already-supportive buying environment.

Data Source & Methodology

Backtested across 713 screening dates from 2012–2025. 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 the difference between VWAP Bullish and VWAP+MACD Confluence?

VWAP Bullish is a quality signal — it fires whenever a stock's price is above its 20-day rolling VWAP, and it earns points in the quality score (0–60). It can stay active for weeks or months as long as price holds above VWAP. VWAP+MACD Confluence is an entry signal — it requires price > VWAP AND an active MACD bullish crossover at the same time. The MACD crossover is a discrete event (MACD line crossing above its signal line), so this fires only at specific inflection points rather than continuously. It earns points in the entry score (0–20) toward the entry gate that OPPORTUNITY and SPOTLIGHT signals must clear.

What MACD parameters does JumpStartSignal use?

JumpStartSignal uses the standard MACD(12,26,9) — a 12-day EMA minus a 26-day EMA for the MACD line, with a 9-day EMA of that as the signal line. The confluence fires when the MACD line crosses above the signal line (bullish crossover), not just when MACD is positive. A crossover below zero still counts as long as price is above the 20-day rolling VWAP — the key is that short-term momentum is turning up, not that it has already fully recovered.

Why does this use a 20-day rolling VWAP rather than intraday VWAP?

Intraday VWAP resets to zero at the market open each day and is a day-trading tool — it measures buying and selling pressure within a single session. JumpStartSignal screens for swing and position trades (multi-week to multi-year holds), so it uses a 20-day rolling VWAP that captures buying pressure across roughly one trading month. Price above this level means the average buyer over the past 20 sessions is sitting on a gain — a meaningful structural condition that persists across days, unlike the intraday reset.

Can a stock trigger VWAP+MACD Confluence without a golden cross?

Yes — the two entry signals are independent. A stock can fire VWAP+MACD Confluence without having a golden cross (50-day SMA above 200-day SMA), and vice versa. The Golden Cross earns +9 entry points and VWAP+MACD Confluence earns +1 — when both fire simultaneously the combined score is 10, exactly at the 10-point OPPORTUNITY gate. VWAP+MACD alone (+1 pt) falls far short; Golden Cross alone (+9 pts) is 1 pt short of the gate. Adding Breakout Volume (+3 pts) to the combination reaches 13, clearing the SPOTLIGHT entry gate (≥10). The signals are designed to complement each other: Golden Cross confirms macro trend change, VWAP+MACD confirms the entry inflection point.

Why is this an entry signal rather than a quality signal?

Quality signals measure persistent structural properties — trend alignment, balance sheet health, revenue trajectory, drawdown history. They change slowly and reflect what a company is over months or years. Entry signals measure timing: is the stock at an actionable inflection point right now? The MACD crossover is an event, not a state — it fires at a specific bar and is not guaranteed to persist. Treating it as an entry signal means it contributes to the entry gate (which a stock must clear to become an OPPORTUNITY) rather than accumulating toward the quality score that persists regardless of near-term momentum.

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