When Smart Beta Meets Machine Learning and Portfolio Optimization

Smart beta products using common factors like value, low volatility, quality, and small cap experienced an underwhelming performance from 2005–2022. On average, long-only factor portfolios built from a wider set of global factors identified in the finance literature generated significantly positive excess returns across countries, suggesting diversifying across many factors is more prudent than selecting a handful that have performed the best.