Thanks Ivanchourilov
I'll illustrate my concern with that approach with an analogy.
I toss a coin.
If it comes up heads, I give you a pound. If it comes up tails, we get a computer to generate a random number between 1 and 10, and you give me that number in pounds.
If the coin was unbiased...