The article explores how uncertainty in estimating variance and covariance of asset returns affects portfolio allocation. By analyzing historical data, it shows that variance is harder to estimate accurately than expected return. Investors may face significant losses due to this uncertainty, especially as the number of assets in their portfolio increases. The study suggests that the uncertainty in second moments can explain why investors tend to favor domestic investments over international ones.