BETA QuanterLab is in private beta. Access is by invitation only.

Your Trading Ideas,
Tested and Running

From indicator strategies to stochastic calculus. From fundamental screening to ML models. Build, backtest, validate, and paper trade — no coding required. All in your browser.

QuanterLab Execution Panel
Paper Trading
Portfolio Visualizer
56
Tools
130+
Indicators
5
ML Models
7
Research Units
3
Paper Trading Engines
Workflow

The Systematic Trader's Journey

Every strategy follows a structured path from idea to live execution. QuanterLab guides you through each stage.

1
Scan
Find opportunities across market universes
2
Build
Configure indicators & conditions
3
Test
Backtest against historical data
4
Validate
Walk-forward & out-of-sample checks
5
Execute
Paper trade or live signals
6
Manage
Portfolio optimization & monitoring

Find Opportunities
Across Entire Markets

Scan the S&P 500 for mean reversion setups, momentum breakouts, pairs cointegration, and trend regime shifts. Filter by Hurst exponent, half-life, ADX, and more.

  • 5 scanner types: Mean Reversion, Momentum, Breakout, Pairs, Trend
  • Statistical filters: Hurst exponent, ADF, KPSS, half-life
  • Pairs scanner with cointegration & beta stability checks
Signal overlay with scanner results

Visual Strategy
Builders

Configure strategies visually with up to 20 confirmation layers. Four specialized builders plus a universal builder with 130+ indicators. Export standalone Python code you own — run fine-mesh grid searches locally, then bring results back to the platform.

  • 4 specialized builders: Mean Reversion, Momentum, Crossover, Breakout
  • Universal Builder with 130+ indicators & exportable Python code
  • Export grid search code — run locally, import results back
  • Signal overlay charts with 30% hold-out validation
Strategy Builder & Code Generation

Stochastic Calculus
& 3D Optimization

Calibrate Ornstein-Uhlenbeck processes, run Kalman filters, and trade pairs via cointegration. Visualize the entire parameter landscape as interactive 3D surfaces — see how Sharpe ratio changes across every entry/exit combination, then export the grid search to run locally at higher resolution.

  • Interactive 3D parameter surfaces (Sharpe across entry/exit thresholds)
  • OU Z-Score with GARCH volatility & grid search optimization
  • Kalman Filter strategies (mean reversion & trend following)
  • Pairs trading with cointegration & exportable local code
Regime Optimizer with dual 3D parameter surfaces

Regime-Aware
Threshold Optimization

Go beyond static backtesting. The Regime Optimizer compares static, adaptive (per-regime), regression, and rolling mean thresholds side by side. Walk-forward validation confirms your strategy holds up on unseen data — not just the sample it was fitted on.

  • 4 threshold modes compared: Static, Adaptive, Regression, Rolling Mean
  • HMM regime detection with per-regime threshold calibration
  • Walk-forward validation & out-of-sample reserves
  • Survivorship bias correction with historical constituents
Regime Optimizer - comparing threshold modes with equity curves

Walk-Forward
Validation

A backtest that looks great on historical data means nothing if it was curve-fitted. Walk-forward validation splits data into training and test folds, optimizes on each training window, then scores on unseen data. You get a composite out-of-sample score that tells you if your strategy generalizes — or if it just memorized the past.

  • Composite OOS score across multiple folds
  • Per-fold metrics: Sharpe, return, drawdown, win rate
  • Combined OOS equity curve from unseen data only
  • The test your strategy must pass before you risk capital
Walk-Forward Validation with OOS scoring

Factor Screening
& Backtesting

Screen the S&P 500 by 23 fundamental metrics with z-score ranking. Backtest factor portfolios with survivorship bias correction using historical index constituents. Then dissect results period by period with the Autopsy module.

  • Multi-factor screening with point-in-time data compliance
  • Factor backtesting with survivorship bias adjustment (503+ constituents)
  • 7 deep-dive research units: Piotroski, DCF, Cash Flow, Earnings…
  • Macro overlay with FRED economic indicators
Factor Backtesting with survivorship bias correction

Portfolio Optimization
& Backtest Autopsy

Construct portfolios with MVO, HRP, and Inverse Volatility. Then dissect them: the Autopsy module shows how regime-aware signal weights would change your portfolio vs. your discretionary allocation. Compare your weights against signal-driven weights period by period, with factor radar charts and performance attribution.

  • MVO, HRP & Inverse Volatility portfolio construction
  • Backtest Autopsy: discretionary vs. signal-driven comparison
  • Factor radar charts & period-by-period performance paths
  • Monte Carlo simulation & VaR/CVaR risk analysis
Backtest Autopsy - discretionary vs signal-driven portfolio comparison

Train & Deploy
ML Models

Train classification and regression models on 100+ auto-generated features. Compare Random Forest, XGBoost, LightGBM, CatBoost, and Ensemble models. Deploy trained models to paper trade in real time.

  • 5 ML algorithms: RF, XGBoost, LightGBM, CatBoost, Ensemble
  • Automated feature engineering (100+ technical indicators)
  • ML Paper Trading with 3 concurrent model instances
  • Feature importance, model comparison & walk-forward testing
ML model training results

Paper Trade
Risk-Free

Deploy strategies in a simulated environment. Three dedicated paper trading engines handle indicator strategies, universal backtester configs, and ML models independently — each with their own capital pool and position management.

  • 3 paper trading engines for different strategy families
  • Real-time P&L, trade logs and signal monitoring
  • Seamless transition from backtest to live paper trade
Paper Trading

Portfolio
Visualizer

Build and monitor paper portfolios. Import optimized allocations from MVO, HRP, or Inverse Volatility, track cumulative performance, and compare multiple portfolios side by side.

  • Import optimized portfolios from MVO, HRP & IVOL
  • Real-time P&L tracking with allocation breakdown
  • Multi-portfolio management and comparison
Portfolio Visualizer

Start Your Research Journey

From hypothesis to execution. Build, test, and deploy quantitative strategies in one platform. Free to start.

Create Free Account View Pricing