The AVERAGE compression will depend on the image and also where you want to post it. If you post it online, you can easily go to 20-30 compression and nobody will notice. At 40, it might be noticeable. Typically, look at the two previews when you change the compression, you should see (or not) the changes.
Have a look at this article. It illustrates the differences to look for.