Wallets, belts, key chains and coasters all seem like popular rookie projects.
I bought one of those "starter kits" that had several small projects like that. The nice thing there was it had all the leather and tools I need. It saved looking for and cutting out a pattern right away. I didn't have to worry about which thread, needle, etc. I got straight into the dyeing, sewing, stamping, burnishing part.