Jason L. answered 10/14/16
Tutor
4.8
(6)
Graduate Student Who Loves to Do Math
EV = [P(Winning) * $100] + [P(Losing) * Amount Spent]
Let x be the number of tickets bought
[(x/100) * $100] + [(100-x)/100 * -x]
x + [(100/100) - (x/100)]*-x
x + [1-(x/100)]*-x
x - x + x^2/100
x^2/100
I went ahead and graphed the results of each amount of tickets bought as a visual:
https://s15.postimg.org/mfb7pdeiz/Tickets_Bought_Plot.png
As you can see, there is actually an exponential relationship between tickets bought and expected value. As you buy more tickets, your EV is decreasing proportional to the amount of money you are spending. So while your odds of winnings are increasing, your downside risk is increasing at a higher rate (this is because your upside is always $100; it doesn't increase relative to the extra risk you are incurring).
So while your instinct was correct that buying more tickets is not optimal, it's actually worse than you thought.