Hi @Scott Fischer ,
Please check out your error log to find more useful information, also can contain about SQLAgent.out file
It may because the SQL agent account was not sufficient permissions, the account must be a member of the sysadmin fixed server role, please check out your maintenance plan to find if something is not configured correctly
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