Fixing a wobbly/loose knob on the MnM

I’m interested in fixing a loose knob on my MnM - it wobbles easily when turning the knob or putting any amount of pressure on it. Still functions properly.

I tried searching around, but couldn’t find much useful information for what goes into a repair like this. Does the entire encoder need to be replaced to fix looseness, or is it actually something simpler than that?