VWMA+MACD Confluence
The VWMA+MACD Confluence fires when two conditions align: the stock's price is above its 20-day rolling VWMA (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.
(of 20 max)
(5yr hold, standalone)
2012–2025
tested out-of-sample
Signal Illustration
The chart below uses synthetic price data (seed-fixed, deterministic) to illustrate exactly when and how the VWMA+MACD Confluence fires. The arrow marks the event date; the shaded region shows the post-signal window our screener evaluates.
| Period | Phase | Signal |
|---|---|---|
| Pre-event | 50-day SMA below 200-day SMA | — |
| 2025-07-16 | 50-day SMA crosses above 200-day SMA | VWMA+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?
VWMA+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 |
|---|---|---|
| VWMA+MACD Confluence | +1 | MONITOR — → 9 pts below OPPORTUNITY gate |
| VWMA+MACD Confluence + Breakout Volume | +4 | MONITOR — → 6 pts below OPPORTUNITY gate |
| SMA20/50 Bullish Crossover | +9 | MONITOR — → 1 pt below OPPORTUNITY gate |
| SMA20/50 Bullish Crossover + VWMA+MACD Confluence | +10 | ✓✓ SPOTLIGHT → SPOTLIGHT gate (≥10) |
| SMA20/50 Bullish Crossover + VWMA+MACD Confluence + Breakout Volume | +13 | ✓✓ SPOTLIGHT → SPOTLIGHT gate (≥10) |
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. VWMA/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.
(5yr hold · 5/9 windows)
How JumpStartSignal Uses This Signal
VWMA+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 SMA20/50 Bullish Crossover earns +9 entry points, just 1 pt short of the 10-point OPPORTUNITY gate — VWMA+MACD Confluence is the signal that closes that gap. Unlike the VWMA Bullish quality signal (which fires whenever price is above VWMA), 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 VWMA 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 VWMA+MACD Confluence contributes +1 of the 20 available entry points (Round 26). Its primary contribution is enabling the SMA20/50 Crossover combination: the SMA20/50 Crossover alone earns +9 pts — 1 pt short of the 10-point OPPORTUNITY gate. Adding VWMA+MACD Confluence reaches exactly 10, clearing the gate. Combined with the separate VWMA Bullish quality signal (price > 20-day VWMA, 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.
- VWMA+MACD Confluence advantage: Dual-condition filtering. Requiring MACD to cross while price is above VWMA eliminates MACD crossovers in downtrends (price below VWMA) and eliminates VWMA-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 VWMA Bullish and VWMA+MACD Confluence?
VWMA Bullish is a quality signal — it fires whenever a stock's price is above its 20-day rolling VWMA, and it earns points in the quality score (0–60). It can stay active for weeks or months as long as price holds above VWMA. VWMA+MACD Confluence is an entry signal — it requires price > VWMA 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 VWMA — 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 VWMA 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 VWMA 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 VWMA+MACD Confluence without an SMA20/50 Bullish Crossover?
Yes — the two entry signals are independent. A stock can fire VWMA+MACD Confluence without an SMA20/50 Bullish Crossover (SMA20 above SMA50), and vice versa. The SMA20/50 Crossover earns +9 entry points and VWMA+MACD Confluence earns +1 — when both fire simultaneously the combined score is 10, exactly at the 10-point OPPORTUNITY gate. VWMA+MACD alone (+1 pt) falls far short; SMA20/50 Crossover 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 complement each other: SMA20/50 Crossover confirms medium-term trend change, VWMA+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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Get Free Daily Reports →Not financial advice. Past backtest performance does not guarantee future results. Data as of 2026-02-01 · Backtested 2012–2025 · How It Works