I was told the following probability problem:
While doing a math problem today at the contest the probability of Annie, Tom and Karen getting the problem correct first is 1/7, 1/2, and 5/14 respectively. Annie breaks her pencil lead so is out for the question. What is the probability Tom gets done first?
When I first read this problem, I thought, "Easy. With Annie out of the question, the ratio of chance of Tom and Karen getting the problem correct first remains the same, so the probabilities can be normalized, so the probability that Tom gets done first is: (7/6)*(1/2) = 7/12."
But the argument was then made that assuming the same ratio between Tom and Karen is arbitrary and bogus - we cannot know if Tom and Karen will maintain the same probability ratio of getting the problem correct. For example, if Tom was really good at the questions that Annie normally could get, perhaps he'd get all of the answers she'd have gotten: 1/7 + 1/2 = 9/14.
Does this imply that the probability that Tom gets done first is undefined? Can we not make a statement about the probability? Would such a statement at least be an estimate of the "real" probability? And if we knew the "real" probability, couldn't we identify whether Tom got the question correct with 100% accuracy?
I am confused as to what I believe about probability.
Of course, math questions like this require you to set the framework of the model. In this case, if we make the assumption that their problem solving abilities are independent of each other, we can proceed like you initially suggested. If you want to add more confounding variables, then the solution becomes more involved.
Your concerns will extend to questions like "If 3 workmen can build 4 benches in 5 days, how long will it take 5 workmen to build 6 benches?" In order to answer the question, we have to make the assumption that they have the same rate of work. It is entirely possible that "5 workmen will build 6 benches in 7 days", because they are lazy workmen.