In: Statistics and Probability
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 162 checks to a supposed company are as follows:
Digit | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 |
---|---|---|---|---|---|---|---|---|---|
Observed Frequency |
46 | 32 | 20 | 21 | 13 | 12 | 6 | 2 | 10 |
What is the P-Value? Report answer to 4 decimal places
P-Value =
Write a statement to the law enforcement officials that will use
it to decide whether to pursue the case further or not. Structure
your essay as follows:
Given a brief explanation of what a Goodness of Fit test is.
Explain why a Goodness of Fit test should be applied in this
situation.
State the hypotheses for this situation.
Interpret the p-value
Use the answer to part c to justify the decision in part d.
Use the decision in part d to make a conclusion about whether the
individual is likely to have embezzled.
Use this to then tell the law enforcement officials whether they
should pursue the case or not.
category | observed frequencey, O | expected proportion | expected frequency,E | (O-E) | (O-E)/√E | (O-E)²/E |
1 | 46 | 0.111 | 18.00 | 28.00 | 6.600 | 43.556 |
2 | 32 | 0.111 | 18.00 | 14.00 | 3.300 | 10.889 |
3 | 20 | 0.111 | 18.00 | 2.00 | 0.471 | 0.222 |
4 | 21 | 0.111 | 18.00 | 3.00 | 9.00 | 0.500 |
5 | 13 | 0.111 | 18.00 | -5.00 | 25.00 | 1.389 |
6 | 12 | 0.111 | 18.000 | -6.00 | 36.00 | 2.000 |
7 | 6 | 0.111 | 18.000 | -12.00 | 144.00 | 8.000 |
8 | 2 | 0.111 | 18.000 | -16.00 | 256.00 | 14.222 |
9 | 10 | 0.111 | 18.000 | -8.00 | 64.00 | 3.556 |
Ho: distribution follow Benford's Law
Ha: distribution does not follow Benford's Law
chi square test statistic,X² = Σ(O-E)²/E =
84.333
level of significance, α= 0.01
Degree of freedom=k-1= 9 -
1 = 8
P value = 0.0000 [ excel
function: =chisq.dist.rt(test-stat,df) ]
Decision: P value < α, Reject Ho