Statistical arbitrage, specifically pair trading, involves taking a long position in one security and a short position in another correlated security, emphasizing market neutrality, arbitrage, and technical analysis. The document details various strategies and principles related to pairs trading, highlighting the importance of maintaining different types of neutrality and providing several examples of successful trades. Additionally, it discusses the use of statistical methods in identifying suitable pairs for trading and aims to generate returns across various market conditions.