Cool idea, but I thought Joker's origins were relatively unknown? I don't think he was a chemist, or if he was I don't think its canon knowledge. But I could be wrong.
You're right, it's kind of up in the air, and the films really embrace that fluidity, but in "The Killing Joke" (joker's unofficial origin) it was revealed he was a Chemist