First, find the z-score:
z = (value - mean) / sdev
= (631 - 514) / 117
= 1
Now, look at a standard normal table to find P(z ≤ 1) = .84134
Therefore, we have a probability of about 84% to find a randomly selected student with a score of 631 points or less.