EXAMPLE 4.13 First digits That Are Equally Likely
You might think that first digits in business records are distributed “at random” among the digits 1 to 9. The nine possible outcomes would then be equally likely. The sample space for a single digit is
Because the total probability must be 1, the probability of each of the nine outcomes must be 1/9. That is, the assignment of probabilities to outcomes is
First digit | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 |
Probability | 1/9 | 1/9 | 1/9 | 1/9 | 1/9 | 1/9 | 1/9 | 1/9 | 1/9 |
187
The probability of the event that a randomly chosen first digit is 3 or less is
Compare this with the Benford's law probability in Example 4.11 (page 185). A crook who fakes data by using “random” digits will end up with too few first digits that are 3 or less.