In the ARIS Process Mining on-prem product, the Root Cause Miner considers dimensional values only.
My suggestion would be to include and/or extend this with the capability to also analyze dependencies with other measures.
For example a High % Paid Late result is related to a high invoice-to-payment cycle time.