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What Populates the "Projects I’m On" Tab?

If you are listed on the Staffing tab of a project as a member of the project team, the project is listed on your Projects I'm On tab, in the Projects area. 
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For more information about understanding project teams and the relationship between them and the Projects I'm On tab, see "Adding and Removing Users in a Project Team."