In: Statistics and Probability
Amount of money requested, X ~ N(80000, 240002)
Ans a) Largest 2% of loans lie at and beyond the 98 percentile of the Normal curve, i.e. those which have a probability >= 0.98
Now, the Z-score corresponding to 0.98 = - ( Z-score corresponding to 0.02) (using the symmetricity of standard normal curve about origin)
From the Z-score table, P(Z < -2.879) = 0.02 => P(Z > 2.879) is also 0.02
Now, the minimum amount of the largest 2% of loans corresponds to the Z-score of 2.879
Hence, if x is the loan amount in the normal distribution corresponding to this Z-score, we have
( x - 80000) / 24000 = 2.879 => x = 1,49,096$
Ans b) Similar to above, Z-score of smallest 10% of loans corresponds to the 10th percentile (or probability of 0.1) on the Normal curve.
Z-score corresponding to 0.1 = -1.282
So, if x is the maximum amount on the smallest 10% loans, x has a Z-score of -1.282
(x - 80000) / 24000 = -1.282 => x = 49.232$