You might think that if you looked at the first digit in
randomly selected numbers that the distribution would be uniform.
Actually, it is not! Simon Newcomb and later Frank Benford both
discovered that the digits occur according to the following
distribution: (digit, probability)
(1,0.301),(2,0.176),(3,0.125),(4,0.097),(5,0.079),(6,0.067),(7,0.058),(8,0.051),(9,0.046)(1,0.301),(2,0.176),(3,0.125),(4,0.097),(5,0.079),(6,0.067),(7,0.058),(8,0.051),(9,0.046)
The IRS currently uses Benford's Law to detect fraudulent tax data.
Suppose you work for the IRS and are investigating an individual
suspected of embezzling. The first digit of 201 checks to a
supposed company are as follows:
Digit |
Observed Frequency |
---|---|
1 | 49 |
2 | 31 |
3 | 24 |
4 | 14 |
5 | 15 |
6 | 20 |
7 | 21 |
8 | 20 |
9 | 7 |
a. State the appropriate null and alternative hypotheses for this
test.
b. Explain why ?=0.01?=0.01 is an appropriate choice for the level
of significance in this situation.
c. What is the P-Value? Report answer to 4 decimal places
P-Value =
d. What is your decision?
Fail to reject the Null Hypothesis
Reject the Null Hypothesis
The statistical software output for this problem is:
Chi-Square goodness-of-fit results:
Observed: Oi
Expected: Ei
N | DF | Chi-Square | P-value |
---|---|---|---|
201 | 8 | 24.848972 | 0.0016 |
Observed | Expected |
---|---|
49 | 60.501 |
31 | 35.376 |
24 | 25.125 |
14 | 19.497 |
15 | 15.879 |
20 | 13.467 |
21 | 11.658 |
20 | 10.251 |
7 | 9.246 |
Hence,
a) Hypotheses:
Ho: The given distribution follows Benford's law.
Ha: The given distribution does not follow Benford's law.
b) Level of significance as 0.01 is an appropriate choice because we need more preciseness for testing this data.
c) p - Value = 0.0016
d) Reject the Null Hypothesis
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