Investment decisions are shaped not only by expected returns, but by the risks required to achieve them. Understanding how risk changes through time is therefore an essential part of constructing resilient portfolios and making informed long-term decisions.
This paper explores a forward-looking approach to forecasting risk, considering how market volatility and the relationships between different asset classes evolve as economic conditions change. It examines the principles behind variance-covariance modelling and explains how changing correlations influence portfolio behaviour during both stable and more challenging market environments.
The paper also considers how market-implied expectations can complement fundamental forecasts, providing an additional perspective on expected returns and strengthening the overall forecasting process. Bringing these approaches together creates a more balanced framework for assessing investment opportunities and portfolio risk.
The accompanying video provides an introduction to these concepts, while the full white paper examines the methodology in greater detail and explains its importance within the wider investment framework developed by Randalls.
