Quantitative Study: Day 1 Breakouts vs Add-On Pullbacks

By JerungBursa Quantitative Research Team Dataset: 72 Trading Days ยท 285 Tested Signals Reading Time: 9 min Category: Algorithmic Backtest

One of the most fiercely debated questions among Malaysian momentum and swing traders is whether to buy Day 1 explosive breakouts directly off initial consolidation bases, or wait for staircase Add-On pullbacks to enter with secondary confirmation. In this whitepaper, we present empirical data derived from 72 trading sessions and 285 rigorously tracked quantitative signals across Bursa Malaysia equities.

72 Days
Trading Window
285
Signals Tested
82.9%
Peak Win Rate (Add-On A+)
13.39x
Max Profit Factor

Comprehensive Empirical Comparison

Our backtest engine segmented all 285 signals into four distinct tactical classifications based on base maturity, percentage extension, floor tightness, and institutional turnover:

Category Win Rate (%) Profit Factor Avg Return Key Technical Criteria
โญ ADD-ON A+ (Early) 82.9% 13.39x +14.8% Base 1/2, Gain ≤ 20%, Floor ≤ 3.5%, Turnover ≥ RM 2.0M
๐Ÿ›ก๏ธ ADD-ON (Tight Floor) 81.8% 10.57x +16.2% Staircase Base 2, Squeeze ≤ 3.5%, Floor ≤ 3.5%โ€“4.5%, Turnover ≥ RM 2.5M
๐Ÿ”ฅ NEW (Day 1 Breakout) 77.3% 7.91x +18.7% Primary base ignition, lowest stop loss distance (≤ 4.0%)
โš ๏ธ Stale Chasers / Pucuk 7.1% 0.18x -11.4% Extended > 15% above floor, weak turnover < RM 1.5M, age > 60 days

1. ๐Ÿ”ฅ NEW (Day 1) Breakouts: The Purest Asymmetry

Day 1 signals represent equities breaking out from their primary foundation (Base 1). Because these stocks have not yet extended, they offer the tightest risk-to-reward ratio in the market.

2. โญ ADD-ON A+ (Early) & ๐Ÿ›ก๏ธ ADD-ON (Tight Floor): The Power of Confirmation

Contrary to retail intuition that "buying higher is riskier", the quantitative data revealed that ADD-ON A+ pullbacks exhibited the highest Win Rate (82.9%) and the highest Profit Factor (13.39x) of any category tested. Why?

๐Ÿ’ก Institutional Confirmation: An ADD-ON candidate has already demonstrated that institutional smart money is actively supporting the trend. By waiting for a staircase consolidation (Base 2) where the stock builds a fresh, tight floor (≤ 3.5% distance) backed by multi-million ringgit turnover (≥ RM 2.0M โ€“ RM 2.5M), traders enter with proven institutional sponsorship.

Prime Add-On Case Studies

3. The Death Trap: โš ๏ธ ADD-ON Pucuk & Stale Runners

The backtest also unequivocally proved where retail traders consistently lose money: chasing overextended stocks without support floors, and buying stale "lemau" tickers.

Empirical Warning: Stocks extended more than 10% to 15% above their nearest technical floor (e.g., entering KEEMING when the floor is 14% away) or buying low-turnover, aged runners (> 60โ€“100 days old with sub-RM 1.5M turnover like AMS) produced a catastrophic 7.1% Win Rate and a miserable 0.18x Profit Factor. Without an immediate floor to anchor risk, a normal market pullback triggers an unrecoverable 10%โ€“15% drawdown.

The "1 NEW + 1 ADD-ON" Portfolio Pairing Strategy

Based on these quantitative findings, JerungBursa established the official 1 NEW + 1 ADD-ON allocation SOP:

  1. Slot 1: One ๐Ÿ”ฅ NEW (Day 1) Candidate โ€” Provides maximum explosive upside potential with ultra-tight primary risk.
  2. Slot 2: One โญ ADD-ON A+ or ๐Ÿ›ก๏ธ Tight Floor Candidate โ€” Provides rock-solid stability and high-probability continuation (82.9% Win Rate).
  3. Slot Discipline: Total active holdings strictly capped at 2 to 3 counters simultaneously to eliminate capital dilution and emotional overtrading.

Multi-Step Scale-Out Profit Locking Formula

To capture multi-week trend runners without prematurely forfeiting gains, execution adheres to the 3-phase scale-out formula:

Phase 1 (+5% Gain): ๐Ÿ›ก๏ธ Free Trade Lock โ€” Move Stop Loss from support floor to entry price (breakeven). The position is now completely risk-free.

Phase 2 (+10% Gain / TP1): ๐Ÿ’ฐ Bank 50% Cash โ€” Liquidate half (50%) of total lots. Lock guaranteed profits into the account.

Phase 3 (+20%+ Gain / TP2): ๐Ÿš€ Ride the Institutional Wave โ€” Elevate trailing stop on the remaining 50% to TP1 (+10%), allowing the remainder to run to full multi-bagger potential without downside risk.

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