No definitely cheaper. The nano's just a lot smaller, and so can't fit all the storage that the larger iPod can.
If you want to take it jogging then get either a nano or a shuffle: both are solid state devices, with no moving parts. The iPod regular has a hard drive inside with moving parts, making it unsuitable.