Yes, the role changes. When you fail over from one database to another within your availability group, the active node switches. If you're scheduling activities on the databases, you'll want to have identical SQL Agent jobs on each server and the check to validate whether or not it's currently the active process.
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Author of:
SQL Server Execution Plans
SQL Server Query Performance Tuning