After doing a bit of on-line searching it became clear I just needed a new surface burner switch for the range and a new bake element for the oven. It was pretty easy to use the AppliancePartsPros website to find the correct parts for my stove. Delivery was a bit delayed due to a midwest snow storm but, hey, that's February weather for ya'.
Installation was pretty easy. It probably took me longer to gather my tools, clean out the floor under the stove, etc. than it actually did to replace the parts. Once installed, everything was working like it should! The videos on the website gave helped, too.