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I am seeing the explanation here and realizing that I didn't do any calculations. I'm not sure whether I used correct approach.

I just thought, since the probability of sum of 8 is 5/36 and sum of 9 is 4/36, that means that probability of A winning is just a little higher than P(B) winning. Only option C is such an option. All other options are a bit extreme.

I would again like to clarify, I don't think my assumption is 100% Correct here.
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I am seeing the explanation here and realizing that I didn't do any calculations. I'm not sure whether I used correct approach.

I just thought, since the probability of sum of 8 is 5/36 and sum of 9 is 4/36, that means that probability of A winning is just a little higher than P(B) winning. Only option C is such an option. All other options are a bit extreme.

I would again like to clarify, I don't think my assumption is 100% Correct here.

I would say that your intuition is correct but that you didn't proceed correctly from there.

Since there are no ties, the difference from 1 for each of the answer choices should represent B's probability of winning.

As you say, your intuition suggests that B's probability calculated as above should be slightly less than A's.

Answer A suggests B's probability is 1-31/36 = 5/36. Well that's much less than A's, so that doesn't seem right.

Answer C suggests B's probability is higher which definitely doesn't seem correct.

Answer D suggests B's probability is much higher, again doesn't make sense.

Answer E is higher still for B than even D, so not correct.

Answer B suggests B's is 31/76 versus A's 45/76, which seems consistent with your initial observation of A's being slightly higher than B's, so that answer makes the most sense going on intuition alone.

I would say your approach if done correctly is the fastest way to solve this problem.

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