That depends. More of the popular ones don’t encrypt the secret keys, they can just be read out with root access or even with the use of ADB (the pull command), not even speaking about reading the memory contents while booted to a recovery.
Some even uploads the keys to a cloud service for convenience, and they consider it a feature.