This article discusses estimation of value at risk (VaR) in the context of alternative investments. The diverse return distributions of alternative investments raise both opportunities and challenges for value at risk. The opportunities arise from the inadequacy of traditional risk measures such as volatility and beta to capture the risks of alternative investments. The challenges arise from the difficulty of estimating VaR when return distributions are not well understood and/or trading strategies are dynamic.