Data is needed at the beginning, middle & end of a project. Just because something looks good doesn’t mean that it works. To determine whether a design is working, you need data. I like to determine success metrics at the beginning of a project. At critical decision points I ask myself and others, ‘How will this affect our success metrics?’. Solid reporting and analytics is critical in deeming whether a project is successful.