If you erase ALL data on the phone, it's like a computer with a blank hard drive (no system). It'll consume power but it won't do anything.
If you do a factory reset, deleting all data except the system and system apps, you'll just have to set the phone up again - your email account, your Google account, your wifi password, etc - like when it was new.