Algorithmic Trading Systems Library: 46 Quant-Based Backtested Systems for Any Market Regime

Build a mechanical trading edge with an algorithmic trading systems library featuring 46 quant-based backtested systems mapped to five distinct market hubs.

Algorithmic Trading Systems Library: 46 Quant-Based Backtested Systems for Any Market Regime

A Complete Reference for Choosing, Learning, and Sequencing Your First System

WHAT THIS GUIDE DOES

Pillars 1 and 2 built the framework: how to construct a system, how to score setups using the 19-point confluence framework, and how to match entry type to market condition. This guide answers the next question: which specific rules-based stock trading strategy to apply that framework to.

The 46 quant-based backtested systems in this catalog are organized into five hubs by setup type. Each hub targets a distinct market condition and delivers a repeatable, mechanical trading edge through precise entry rules, defined exits, and fixed position sizing. Choosing a strategy from the wrong hub for the current regime is a more common source of underperformance than indicator selection. The selection framework in Part 3 addresses this directly.

What this guide is not: a detailed masterclass on each strategy. Every strategy in this rules-based trading systems library has a dedicated hub document with full entry rules, real trade examples, position sizing, and backtest summaries. This catalog helps you decide which one to read first.

IMPORTANT: ON THE STATISTICS IN THIS GUIDE

Every win rate and profit factor in this document comes from hypothetical backtests on S&P 500 stocks, 2020-2024, pre-commission and pre-slippage. These are systematic, rules-based approaches to algorithmic-style trading, not black-box automation. Every signal is generated by defined, repeatable conditions a trader executes manually.

Critical adjustments for live trading:

  • Commissions and slippage reduce actual results by 5-15% relative to backtest figures
  • A backtest showing 62% win rate should be expected to produce 55-60% in live conditions
  • A backtest showing 2.3 profit factor should be expected to produce 1.9-2.1 in live conditions
  • Results vary by stock selection, market regime, position size, and execution quality
  • Past performance does not guarantee future results

Full backtest methodology, sample sizes, time periods, and walk-forward analysis are documented in each hub's dedicated guide.

Volume standard across this catalog: A 200%+ reading relative to the 20-day average is the threshold for institutional-grade volume confirmation used throughout this library. Setups that meet all other criteria but show below-average volume on the signal candle historically underperform. Where specific hub guides reference a lower threshold (150%+), that is the floor for that setup type; 200%+ remains the preferred filter for the highest-probability entries in Hubs 1, 2, and 4.

PART 1: THE 46-STRATEGY ECOSYSTEM

All 46 recommended strategies fit into one of five hubs, each built around a distinct entry type and market condition. 

46 RECOMMENDED TRADING SYSTEMS

HUB 1: MOMENTUM REVERSAL (11 strategies)
  Entry type: Momentum + Reversal
  Win rate: 45-65%
  Best for: Choppy and volatile markets

HUB 2: TREND FOLLOWING (14 strategies)
  Entry type: Trend + Pullback
  Win rate: 52-68%
  Best for: Bull markets (highest win rates of all five hubs)

HUB 3: VOLATILITY BREAKOUT (6 strategies)
  Entry type: Breakout + Momentum
  Win rate: 42-62%
  Best for: Post-consolidation squeeze patterns

HUB 4: VOLUME TRADING (8 strategies)
  Entry type: Momentum + Volume confirmation
  Win rate: 48-64%
  Best for: Institutional accumulation setups

HUB 5: MEAN REVERSION (5 strategies)
  Entry type: Reversal
  Win rate: 48-56%
  Best for: Extreme oversold bounces

Note: Strategies 7, 9, 29, 31 (all below 50% win rate) and 44
(Z-Score, redundant with other mean reversion entries) were
removed from the original list of 50.

Hub 1: Momentum Reversal (11 Strategies)

# Name Indicators Win Rate PF Hold Tier
1 TSI + TRIX Wave Pullback TSI, TRIX, CMF, Supertrend, Force Index 62% 2.3 4d 1
2 MFI Reversal Bounce MFI, OBV, VWAP, ATR, Fibonacci 60% 2.0 3d 2
3 ADX Trend Shift ADX, DI+/DI-, SMA, A/D Line, Support 65% 2.2 4d 1
4 Stoch + RSI Cross Stochastic RSI, ADX, Keltner, Previous High, Bollinger 52% 1.7 2d 3
5 Williams %R Extreme Williams %R, Parabolic SAR, Volume, Bollinger %B 55% 1.9 3d 2
6 CCI Momentum Shift CCI, DEMA, PVT, Chaikin Vol, Pivots 54% 1.8 3d 3
8 Awesome Osc Cloud Awesome Osc, KAMA, PVI, ATR Bands, Ichimoku 56% 1.9 3d 3
10 ROC Acceleration ROC, ZLEMA, Klinger, Bollinger %B, Pitchfork 55% 2.0 3d 2
11 Ultimate Osc Turn Ultimate Osc, CMO, VPT, STARC Bands, Weekly High/Low 54% 1.8 3d 3
12 Alligator Fractal Awesome Osc, Alligator, Accelerator, Fractals, VWAP 56% 2.1 3d 2
47 Monthly + Daily Multi-TF Monthly MACD + Daily Stoch <20 + Force Index + 3:1 R:R 61% 2.2 3d 1

Hub stats: Win rate 45-65% | Profit factor 1.8-2.3 | Best in choppy markets

Hub 1 systems work the oscillations, buying sharp oversold bounces and exiting within 2-4 days. When the broader market settles into a sustained uptrend, the edge shifts to Hub 2, where buying the pullback within a confirmed trend produces materially higher win rates.

Hub 2: Trend Following (14 Strategies)

# Name Indicators Win Rate PF Hold Tier
13 Triple MA Powerhouse 20/50/200 SMA, ADX, Volume, HH/HL, Support 68% 2.4 5d 1
14 Parabolic SAR Storm Parabolic SAR, MACD, Volume, Gap Up, ATR 60% 2.1 4d 2
15 Supertrend Momentum Supertrend, VWAP, ATR, Volume, Higher TF 62% 2.2 4d 2
16 Ichimoku Full System Tenkan, Kijun, Cloud, Chikou, Volume 59% 2.0 5d 2
17 Aroon Rising Cross Aroon Osc, Aroon Up, EMA, MACD, Volume 58% 1.9 4d 3
18 ADX Golden Cross ADX >20 rising, DI+ cross, 50-day high, Volume 62% 2.3 5d 2
19 Donchian Breakout Donchian, Bollinger Width, ROC, Volume 58% 2.0 5d 2
20 MA Envelope Squeeze Envelopes, Price at lower band, RSI, 20MA, Volume 52% 1.7 4d 3
21 Keltner Channel Ride Keltner, Price above upper band, ATR rising, ADX 59% 2.0 5d 2
22 Linear Regression Channel Lin Reg Channel, Volume, RSI 52% 1.7 4d 3
23 EMA Ribbon Alignment 8-EMA Ribbon, Steep slope, Pullback to 8/13 EMA 64% 2.3 5d 1
24 HMA Crossover HMA(20) x HMA(50), Higher High, RSI, Volume 55% 1.9 4d 3
49 Donchian + ADX Combo Donchian breakout, ADX >25, 200 SMA rising, 2×ATR 60% 2.2 6d 1
50 Monthly Golden Cross Monthly 50/200 SMA cross, Weekly 20/50, Daily pullback 66% 2.4 6d 1

Hub stats: Win rate 52-68% | Profit factor 1.7-2.4 | Best in bull trending markets (highest win rates across all hubs)

Hub 3: Volatility Breakout (6 Strategies)

# Name Indicators Win Rate PF Hold Tier
25 Legendary Squeeze Bollinger + Keltner squeeze, Volume >200%, Expansion 62% 2.4 5d 1
26 ATR Expansion ATR rising 5 days, BB above upper, MACD expanding 60% 2.1 4d 2
27 Squeeze Breakout BB Width <50%, Keltner contracting, Expansion >1.5% 62% 2.3 5d 2
28 Choppiness Breakout Choppiness <38.2, 10-day range break, Volume >150% 52% 1.7 4d 3
30 BB Reversal %B BB %B <0, RSI divergence, Volume >180%, Hammer 50% 1.6 3d 3
32 BB Walk Upper Band BB walks upper band 3+ days, ADX >25, Retest midband 59% 2.0 4d 2

Hub 3: Volatility Breakout (continued)

Hub stats: Win rate 42-62% | Profit factor 1.6-2.4 | Best after volatility compression and consolidation

Volatility breakout systems exploit the transition from quiet markets to active markets. Most of the edge comes from recognizing compression before expansion. These systems produce fewer signals than trend-following systems but often generate larger individual winners when the breakout sustains.

Hub 4: Volume Trading (8 Strategies)

# Name Indicators Win Rate PF Hold Tier
33 OBV Breakout OBV, Volume Spike, Resistance Break, ATR 64% 2.3 4d 1
34 CMF Accumulation CMF, VWAP, Volume >200%, Support 61% 2.2 4d 1
35 Klinger Volume Surge Klinger, EMA, Volume Expansion, Trend Filter 58% 2.0 4d 2
36 Force Index Drive Force Index, Higher High, Rising Volume 60% 2.1 4d 2
37 VPT Confirmation Volume Price Trend, Breakout, ATR Stop 55% 1.9 4d 3
38 Accumulation Distribution Shift A/D Line, Price Base, Volume Expansion 57% 2.0 4d 2
39 VWAP Institutional Pullback VWAP, Pullback, High Relative Volume 63% 2.3 4d 1
40 Money Flow Expansion MFI, CMF, Volume Spike, Breakout 59% 2.1 4d 2

Hub stats: Win rate 48-64% | Profit factor 1.9-2.3 | Best for institutional accumulation and participation

Volume trading systems answer a different question than trend systems. Trend asks, "Where is price going?" Volume asks, "Who is participating?" Institutional accumulation often appears in volume data before it becomes obvious in price action. These systems are built around that observation.

Hub 5: Mean Reversion (5 Strategies)

# Name Indicators Win Rate PF Hold Tier
41 RSI 2 Extreme RSI(2), Oversold Threshold, ATR Exit 56% 1.8 2d 2
42 Connors RSI Bounce Connors RSI, Trend Filter, Pullback 54% 1.8 2d 2
43 Percent B Mean Revert Bollinger %B, Oversold, Support 52% 1.7 2d 3
45 Extreme Deviation Revert Price Deviation, ATR, Oversold Signal 50% 1.6 2d 3
48 Weekly Oversold Recovery Weekly RSI, Daily Confirmation, Support 56% 1.9 3d 2

Hub stats: Win rate 48-56% | Profit factor 1.6-1.9 | Best for extreme oversold conditions

Mean reversion systems assume that extreme short-term moves tend to revert toward average values. They work best when markets become emotionally stretched and price moves further than fundamentals or trend structure justify.

PART 2: TIER SYSTEM – WHICH STRATEGIES SHOULD YOU LEARN FIRST?

Not all 46 systems deserve equal attention. Some are consistently stronger across multiple market regimes, some are more robust in live trading, and some are simply easier to execute correctly.

To make selection easier, every strategy is assigned a tier.

Tier 1: Core Systems

These are the highest-priority systems in the catalog.

Characteristics:

  • Win rate generally above 60%
  • Profit factor generally above 2.2
  • Robust across multiple market conditions
  • Clear, objective entry rules
  • Lower execution complexity
  • Suitable for newer systematic traders

Tier 1 Strategies

Strategy Hub Win Rate PF
TSI + TRIX Wave Pullback Momentum Reversal 62% 2.3
ADX Trend Shift Momentum Reversal 65% 2.2
Monthly + Daily Multi-TF Momentum Reversal 61% 2.2
Triple MA Powerhouse Trend Following 68% 2.4
EMA Ribbon Alignment Trend Following 64% 2.3
Donchian + ADX Combo Trend Following 60% 2.2
Monthly Golden Cross Trend Following 66% 2.4
Legendary Squeeze Volatility Breakout 62% 2.4
OBV Breakout Volume Trading 64% 2.3
CMF Accumulation Volume Trading 61% 2.2
VWAP Institutional Pullback Volume Trading 63% 2.3

If learning one system only, start here.

Tier 2: Strong Supporting Systems

These systems are profitable and useful but slightly less robust than Tier 1.

Characteristics:

  • Win rate generally 55-62%
  • Profit factor 1.9-2.2
  • Slightly more sensitive to market regime
  • Useful as secondary systems

Examples:

  • MFI Reversal Bounce
  • Williams %R Extreme
  • Supertrend Momentum
  • Ichimoku Full System
  • ATR Expansion
  • Klinger Volume Surge
  • Force Index Drive
  • Weekly Oversold Recovery

Tier 3: Specialist Systems

These systems work, but only under narrower conditions.

Characteristics:

  • Win rate generally 50-56%
  • Profit factor below 2.0
  • More execution complexity
  • Strong dependence on specific market structures

Examples:

  • Stoch + RSI Cross
  • CCI Momentum Shift
  • Aroon Rising Cross
  • MA Envelope Squeeze
  • Linear Regression Channel
  • Percent B Mean Revert
  • Extreme Deviation Revert

Tier 3 systems are best learned after mastering one or two Tier 1 systems.

PART 3: HOW TO CHOOSE THE RIGHT STRATEGY

Most traders choose strategies based on indicator preference.

That is backwards.

The correct process is:

  1. Identify market regime
  2. Identify available trading time
  3. Identify preferred holding period
  4. Select the hub
  5. Select the strategy

Step 1: Identify Market Regime

Bull Market

Characteristics:

  • SPY above 200-day moving average
  • 20-day above 50-day
  • VIX generally below 20
  • Market breadth positive

Best hubs:

  1. Trend Following
  2. Volume Trading
  3. Volatility Breakout

Avoid making Momentum Reversal your primary approach during strong bull runs.

Available Time Recommended Hub
15-30 min/day Trend Following
30-60 min/day Volume Trading
1-2 hrs/day Momentum Reversal
2+ hrs/day Volatility Breakout
Any Mean Reversion

Bear Market

Characteristics:

  • SPY below 200-day moving average
  • Weak breadth
  • VIX elevated

Best hubs:

  1. Momentum Reversal
  2. Mean Reversion
  3. Volatility Breakout

Trend Following systems lose effectiveness in prolonged bear phases.

Sideways / Choppy Market

Characteristics:

  • SPY moving sideways
  • VIX moderate
  • Frequent reversals

Best hubs:

  1. Momentum Reversal
  2. Mean Reversion

Trend systems typically suffer from whipsaws during these periods.

Post-Consolidation Expansion

Characteristics:

  • Bollinger Band compression
  • ATR contraction
  • Price trapped in range

Best hub:

  1. Volatility Breakout

This is where the Legendary Squeeze and ATR Expansion systems perform best.

High Institutional Participation

Characteristics:

  • Volume spikes
  • Relative strength
  • Strong accumulation signals

Best hub:

  1. Volume Trading

Institutional participation often creates the strongest sustained moves.

Step 2: Match Strategy to Available Time

Not every trader can monitor markets all day.

Choose accordingly.

Trend Following systems generally require the least monitoring.

Volatility Breakout systems require the most attention around breakout windows.

Step 3: Match Strategy to Personality

This step is frequently ignored but matters more than most traders realize.

A profitable system that conflicts with the trader's personality is difficult to follow consistently.

If you prefer patience:

  • Trend Following
  • Volume Trading

If you enjoy fast-moving trades:

  • Momentum Reversal
  • Volatility Breakout

If you prefer statistical edges and short holding periods:

  • Mean Reversion

The best system is not necessarily the one with the highest win rate.

The best system is the one you can execute consistently.

PART 4: SUGGESTED LEARNING PATH

Trying to learn all 46 systems simultaneously is a mistake.

The progression should be:

Phase 1: Learn One Tier 1 System

Recommended:

  • Triple MA Powerhouse
  • TSI + TRIX Wave Pullback
  • OBV Breakout

Study one system until:

  • Entry rules are automatic
  • Position sizing is automatic
  • Stop placement is automatic
  • Trade journaling is consistent

Target:

  • 50 paper trades
  • 20 live trades at reduced size

Phase 2: Add a Second System

Choose from a different hub.

Examples:

  • Triple MA Powerhouse + OBV Breakout
  • TSI + TRIX + Legendary Squeeze

This creates diversification across market conditions.

Phase 3: Build a Market-Regime Portfolio

Example:

 
Bull Market:
  Triple MA Powerhouse
  EMA Ribbon Alignment

Sideways Market:
  TSI + TRIX Wave Pullback
  ADX Trend Shift

Volatility Expansion:
  Legendary Squeeze

Institutional Volume:
  OBV Breakout
  VWAP Institutional Pullback
 

Now strategy selection depends on market condition rather than preference.

This is where consistency improves dramatically.

PART 5: SYSTEM COMBINATIONS

The strongest portfolios combine strategies from multiple hubs.

Combination A: Beginner Portfolio

  • Triple MA Powerhouse
  • OBV Breakout

Benefits:

  • High win rates
  • Simple execution
  • Strong trend alignment

Combination B: Intermediate Portfolio

  • Triple MA Powerhouse
  • TSI + TRIX Wave Pullback
  • Legendary Squeeze

Benefits:

  • Covers trending markets
  • Covers pullbacks
  • Covers volatility expansion

Combination C: Advanced Portfolio

  • Triple MA Powerhouse
  • Monthly Golden Cross
  • OBV Breakout
  • VWAP Institutional Pullback
  • Legendary Squeeze
  • Weekly Oversold Recovery

Benefits:

  • Multiple market regimes
  • Multiple entry types
  • Strong diversification

PART 6: EXPECTATION MANAGEMENT

The existence of 46 strategies does not mean 46 opportunities every day.

Most quality systems generate surprisingly few valid setups.

Typical expectations:

Hub Monthly Signals
Momentum Reversal 10-20
Trend Following 5-15
Volatility Breakout 3-10
Volume Trading 5-15
Mean Reversion 10-25

Most profitable traders take fewer trades than beginners expect.

The edge comes from selectivity, not activity.

A system producing five high-quality setups per month can outperform a system producing thirty mediocre setups.

PART 7: FINAL STRATEGY RANKINGS

Top 10 Systems by Overall Robustness

Rank Strategy Hub
1 Triple MA Powerhouse Trend Following
2 Monthly Golden Cross Trend Following
3 ADX Trend Shift Momentum Reversal
4 OBV Breakout Volume Trading
5 EMA Ribbon Alignment Trend Following
6 VWAP Institutional Pullback Volume Trading
7 Legendary Squeeze Volatility Breakout
8 TSI + TRIX Wave Pullback Momentum Reversal
9 CMF Accumulation Volume Trading
10 Monthly + Daily Multi-TF Momentum Reversal

These are the systems most traders should study first.

FINAL THOUGHTS

The goal is not to learn 46 systems.

The goal is to find 1-3 systems that:

  • Match your available time
  • Match your personality
  • Match the current market regime
  • Produce positive expectancy

Mastery comes from repetition, not variety.

Most successful systematic traders build their entire process around a small number of deeply understood systems executed consistently over hundreds of trades.

The 46-system catalog exists to provide options.

The edge comes from selecting the right option at the right time and executing it with discipline.

NEXT STEPS

Choose your strategy guide and read the full breakdown. Each guide contains complete entry rules, real trade examples, copy-pasteable checklists, and backtest summaries for every strategy in that group.

Strategy Guides by Setup Type

Momentum Reversal Strategies: How to Catch Sharp Oversold Bounces (Without Catching Falling Knives)
www.breakoutbulletin.com/article/momentum-reversal-strategies-oversold-bounces
11 systems for catching oversold bounces with momentum confirmation. Best in choppy and volatile markets.

The Ultimate Trend Following Guide: 14 Systems to Trade Pullbacks with Edge
www.breakoutbulletin.com/article/rules-based-trend-following-guide
14 systems for trading pullbacks in established uptrends. Highest historical win rates in the catalog (up to 68%).

Volatility Breakout Strategies: The Complete Guide to Trading Explosive Moves
www.breakoutbulletin.com/article/volatility-breakout-strategies-hub-3-guide
6 systems built around squeeze patterns and post-consolidation expansion entries.

8 Rules-Based Volume Trading Strategies for Tracking Institutional Flows
www.breakoutbulletin.com/article/rules-based-volume-trading-strategies
8 systems tracking institutional accumulation via OBV, CMF, and VWAP. Works in any market regime.

Mean Reversion Quick-Start Guide: The 5 Rules for Trading Oversold Bounces
www.breakoutbulletin.com/article/mean-reversion-quick-start-guide
5 systems for extreme oversold conditions with 2-3 day holding periods.

Build the Foundation First

How to Build a Profitable Trading System From Scratch: The Complete Rules-Based Guide
www.breakoutbulletin.com/article/how-to-build-profitable-trading-system
The system-building framework all 46 strategies run on. Covers the 19-point confluence framework, position sizing, backtesting, and walk-forward validation.

Trading Entry Strategies: How to Match Your Entry Type to the Market Regime
www.breakoutbulletin.com/article/trading-entry-strategies-guide
The 5 entry types explained in full. Understand momentum, trend, breakout, reversal, and pullback entries before selecting a strategy.

LEGAL DISCLAIMER

This guide is provided for educational purposes only. It is not financial advice or investment recommendations. Past performance does not guarantee future results. All trading involves substantial risk of loss. Backtested results are hypothetical and do not reflect actual trading.Transaction costs, slippage, execution quality, and market conditions affect all real-world performance. Consult a licensed financial advisor before making any investment decisions.