I haven't watched it in years but IIRC he was kind of a genius. He founded a (medical?) research group but he left before it got successful. I think because his son was born and had special needs so he had to get a more stable income.

The friend he co-founded it with is the one who offers to pay for the treatment. He still holds Walt in high regard but Walt feels like a failure in comparison.