Key metrics in risk-based investment analytics include beta, which measures the asset's sensitivity to market fluctuations; standard deviation, indicating the investment's volatility; Sharpe ratio, assessing risk-adjusted returns; alpha, measuring performance against a benchmark; and Value at Risk (VaR), estimating potential losses. These metrics aid investors in evaluating and managing the risks associated with their investments.