Resources - Learning Center

2026-02-27 1,710 4 min read

Performance Metrics: Sharpe Ratio, Drawdown, and Beyond

Master the essential performance metrics for evaluating trading strategies. Learn about Sharpe ratio, Sortino ratio, maximum drawdown, CAGR, Calmar ratio, and profit factor — the tools every quantitative researcher needs to understand.

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2026-02-25 2,411 3 min read

Machine Learning in Backtesting: Opportunities and Challenges

Explore the application of machine learning techniques to trading strategy development and backtesting. Learn about feature engineering, random forests, neural networks, and the critical pitfalls of applying ML to financial data.

2026-02-23 1,608 3 min read

Factor-Based & Multi-Factor Models: Building Systematic Portfolios

Study factor investing from the Fama-French three-factor model to modern multi-factor portfolio construction. Learn about value, momentum, quality, size, and low volatility factors and how they are used in educational research.

2026-02-20 1,259 3 min read

Volatility-Based Trading Systems: Harnessing Market Uncertainty

Explore volatility-based trading approaches including ATR-based position sizing, volatility targeting, VIX-based market timing, and GARCH modeling. Learn how volatility can be used as both a trading signal and a risk management tool.

2026-02-18 1,358 3 min read

Pairs Trading & Statistical Arbitrage: A Quantitative Approach

Learn the quantitative foundations of pairs trading and statistical arbitrage, including cointegration analysis, the Engle-Granger methodology, Johansen test, and spread construction techniques for educational research.

2026-02-16 1,458 3 min read

RSI & Oscillator-Based Systems: Technical Indicator Strategies

Examine RSI, Stochastic Oscillator, and MACD-based systematic trading approaches. Learn about overbought/oversold conditions, divergence signals, and how to combine multiple oscillators for educational analysis.

2026-02-14 1,308 3 min read

Breakout Trading Systems: Identifying and Validating Price Breakouts

Study breakout trading methodologies including channel breakouts, Donchian channels, volatility breakouts, and techniques for filtering false breakouts. An educational exploration of price action patterns.

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2026-02-12 2,108 3 min read

Momentum & Trend-Following Systems: A Comprehensive Guide

Dive into momentum and trend-following strategies, from basic momentum factor construction to dual momentum and time-series momentum approaches. Learn the academic foundations and practical implementation considerations.

2026-02-10 1,510 3 min read

Mean Reversion Trading Systems: Concepts and Methodologies

Explore mean reversion theory and its application in systematic trading systems. Learn about Bollinger Bands, z-score analysis, pairs trading foundations, and how to measure mean-reverting behavior in financial time series.

2026-02-08 1,907 3 min read

Moving Average Crossover Systems: Design and Historical Analysis

Study the mechanics and historical behavior of moving average crossover systems, including SMA vs EMA comparisons, golden cross and death cross signals, and parameter sensitivity analysis for educational research.

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2026-02-06 2,207 4 min read

Backtesting Pitfalls: Overfitting, Survivorship Bias, and How to Avoid Them

Identify and avoid the most common backtesting pitfalls including overfitting, survivorship bias, look-ahead bias, and selection bias. Essential reading for anyone conducting historical strategy analysis.

2026-02-04 1,207 3 min read

Event-Driven vs Vectorized Backtesting: Architecture Comparison

Compare two fundamental backtesting architectures: event-driven and vectorized engines. Learn the pros, cons, and ideal use cases for each approach in quantitative strategy research.