While studying for the Analytics Exam, I created a spreadsheet compiling questions from the Analytic test. I then added a second page with all answers, along with direct links to information on questions.
If you are completely new to Analytics, I’d recommend:
Edit: Google has a demo Analytics Account. The Lynda video uses it as a basis throughout the video, allowing you to feel engaged. I put everything in a specific order, so you can get a complete overview of what you’re doing before it drills into the nitty videos Google Produces.