Shared Report Management

I have several reports deployed and in use. I'd like to share the responsibility to update and publish this data with my team however as soon as one of us publishes a report, the visibility to the datasets (and security) gets removed from the original "owner". Also, the original owner can no longer can see the usage data on the dashboard.

We had an issue where security was set by a publisher, then the file was updated by another publisher (from the exact same source) and the RLS security was changed and had to be re-done.

How can we share the ownership of the reports between a group of individuals and ensure we can all see the exact same functions?