**All prizes are taxable, why should Olympic medals be any different?**
Gambling losses are deductible.
Why not the years of costs associated with getting the athlete to the point where they are now winning something?
“Ah, but do you know what a deduction is?”
/Kramer
My understanding is that a lot of athletes actually do incorporate themselves for just that purpose.