A Banque de France research paper has found that a relatively small liquidity shock can disrupt markets, which means the probability of default for leveraged investors is higher than standard risk measures suggest.

The paper, which looked at the problem of a leveraged investor forced to sell a large portion of their portfolio in illiquid markets, finds that the best way to effectively manage their risk is to focus on the investor's potential to generate emergency cash flows while taking into