Which painkiller should I use?

I was wondering if somebody could please explain the differences between common pain killers such as paracetamol, aspirin and Ibuprofen.

They all reduce pain but how do they work and are some drugs going to work better for certain complaints such as joint pain etc.

I listen to every naked scientists episode and think the show is excellent!

Regards

Suzanne Burnell