Central clearing houses are used in financial markets to reduce risk by acting as a middleman for all trades. After the financial crisis, world leaders agreed to regulate over-the-counter derivatives by requiring them to be centrally cleared. This helps make the financial system safer by reducing the risk of individual trades.