Outlook 2011 has been reported to have problems remembering passwords on Macs running OS X 10.9. This behavior appears to be related to Maverick’s App Nap feature, where Outlook will disconnect from an Exchange account and not properly re-authenticate. The fix is do a File->Get Info on the Outlook app, and check the box for “Prevent App Nap”.