There is an inverse historical relationship between default rates and recovery rates. This is because there is a positive relationship between default rates and loss given default.
When defaults increase in economic downturns, so does the loss given default. This must mean that recovery rates reduce. In economic upturns, default rates reduce and the recovery rates increase (i.e. an inverse relationship).