QuanterLab provides a complete workflow for momentum-based trading, from identifying trending stocks to backtesting strategies and deploying them for live paper trading. This guide walks through each step using the platform's momentum-specific tools.
Step 1: Identify Trending Assets
Start with the Momentum Scanner (Indicator Strategies tab → Momentum → Scanner MX). This module scans the S&P 500 to find stocks currently exhibiting strong momentum characteristics.
Key Scanner Metrics
- Hurst Exponent — Look for values above 0.55. Higher Hurst means stronger trend persistence.
- ADX — Above 25 confirms an active trend. Above 35 is a strong trend.
- Momentum Win Rate — Historical percentage of profitable momentum trades on this stock. Higher is better.
- Trend Consistency — What percentage of recent bars closed in the trend direction.
- Variance Ratio — Above 1.0 confirms trending behavior at the statistical level.
Sort by composite momentum score to see the most promising candidates first. Stocks at the top of the list have the strongest combination of trend persistence, directional strength, and historical win rate. Focus on the top 10-20 results for further analysis.
Step 2: Analyze with Regime Detection
Before building a strategy, use Regime Analysis (Indicator Strategies tab → Advanced → Regime Analysis) to confirm that the stock is in a genuine trending regime.
The Regime Analysis module runs multiple statistical tests on a single ticker:
- HMM Regime Detection — Identifies current market regime (bull, bear, or sideways).
- Hurst Exponent — Confirms trending behavior (above 0.5).
- ADX Trend Analysis — Shows trend strength history.
- Volatility Analysis — GARCH modeling reveals whether volatility is expanding or contracting.
If Regime Analysis shows Hurst below 0.5, ADX below 20, or the HMM model identifies a sideways regime, momentum strategies are unlikely to perform well on this stock. Consider a mean reversion approach instead, or wait for the regime to shift.
Step 3: Visualize Signals with Signal Overlay
Open the Momentum Signal Overlay (Indicator Strategies tab → Momentum → Overlay) to see how different momentum indicators behave on your selected stock.
This educational module lets you:
- Select from 10 primary momentum indicators (MACD, ADX, ROC, Aroon, TSI, etc.)
- Adjust parameters and see real-time chart updates
- Add up to 15 confirmation filters
- View entry and exit markers on the price chart
- See performance statistics for the indicator configuration
Use this module to develop intuition about which indicators work best on your stock before committing to a full strategy.
- The Signal Overlay hides 30% of the data from the chart display.
- This prevents unconscious curve fitting — you cannot visually optimize parameters to match patterns you can see.
- The performance statistics include all data, so you can evaluate true out-of-sample performance.
Step 4: Build a Strategy
Use either the Momentum Strategy Builder (Indicator Strategies tab → Momentum → Builder) for a guided experience, or the Overlay/Builder (Advanced → Overlay/Builder) for maximum flexibility.
Momentum Strategy Builder
Provides a structured workflow with 10 momentum-specific primary indicators and 15 confirmation layers. Best for building strategies that stay within the momentum framework.
Overlay/Builder (Universal)
Provides access to all 50+ indicators including momentum, mean reversion, and crossover types. Best for hybrid strategies that combine momentum entries with other exit or confirmation methods.
Configuration Workflow
- Select a primary indicator — MACD, ADX, ROC, or any momentum indicator
- Set entry conditions — e.g., MACD crosses above signal line
- Add confirmation — e.g., ADX above 25 to confirm trend strength
- Set exit conditions — e.g., MACD crosses below signal, or a trailing stop
- Configure risk management — Stop-loss, take-profit, direction (long or short)
- Backtest — Run against historical data and review trade table, win rate, and P&L
A powerful momentum setup: use MACD crossover as the entry trigger and ADX above 25 as the confirmation filter. This ensures you only enter when there is both a momentum shift (MACD) and sufficient trend strength (ADX) to sustain the move. Without the ADX filter, MACD crossovers in choppy markets produce many losing trades.
Step 5: Backtest and Validate
After configuring the strategy, click "Apply & Show Trades" to run the backtest. Review:
- Trade table — Every entry and exit with dates, prices, and P&L
- Win rate — What percentage of trades were profitable
- Average gain vs average loss — The reward-to-risk ratio per trade
- Maximum drawdown — The worst peak-to-trough decline
- Sharpe ratio — Risk-adjusted return measure
In the Overlay/Builder, enable the Out-of-Sample reserve (20-40%) before backtesting. This splits the data so you optimize on the first portion and validate on unseen data. If performance degrades significantly on the out-of-sample portion, the strategy may be overfitted to historical patterns.
If you are testing multiple configs, use the Portfolio Backtester (Advanced → Backtester) to run up to 20 saved strategies together with shared capital management.
Step 6: Deploy for Paper Trading
Save your strategy config and deploy it for live paper trading:
- Save the config — Click "Save to Ribbon" in the backtest results to store the config in the Execution section.
- Open Paper Trading — Go to the Execution ribbon and click on your saved config to deploy it.
- Choose the module — Use Indicator Strategy Paper Trading (for Builder configs) or Advanced Paper Trading (for Overlay/Builder configs).
- Set capital and deploy — Enter the capital amount, add the ticker, and click Deploy.
- Monitor signals — Watch the live indicator charts, position status, and signal log as the strategy scans for entries in real time.
Key Considerations
- Trend regime matters — Run the scanner regularly. Momentum characteristics change over time. A stock that was strongly trending last month may have entered a sideways phase.
- Combine with risk management — Always use stop-losses with momentum strategies. Trends can reverse sharply, and a single large loss can erase many small wins.
- Avoid chasing — If a stock has already made a massive move and ADX is above 50, the trend may be near exhaustion. Look for stocks in the ADX 25-40 range where the trend is established but not yet overextended.
- Multiple timeframes — A momentum signal on the daily chart is stronger when the weekly trend points in the same direction. Use Regime Analysis for the bigger picture.