[Rash]

Raising Fishing will increase the chance of something getting hooked. The chance of it being caught when AFK fishing doesn't increase or decrese even though the Fishing Rank may be higher.

What I believe will increase the chance of it being caught would be Production Mastery. Ranking it should increase the chance of something being caught if you're AFKfishing.

I have to say this is only from experience though.