Question

In: Statistics and Probability

The table below includes results from polygraph? (lie detector) experiments conducted by researchers. In each? case,...

The table below includes results from polygraph? (lie detector) experiments conducted by researchers. In each? case, it was known if the subjected lied or did not? lie, so the table indicates when the polygraph test was correct. Use a 0.05 significance level to test the claim that whether a subject lies is independent of the polygraph test indication. Do the results suggest that polygraphs are effective in distinguishing between truth and? lies? State the null and alternate hypothesis, test statistic, p-value and conclusion.

_ Did_Not_Lie Lied
Polygraph_indicated_lie 15 50
Polygraph_indicated_no_lie 21 12

Solutions

Expert Solution

Claim: polygraphs are effective in distinguishing between truth and? lies

The null and alternative hypothesis is

H0: polygraphs are not effective in distinguishing between truth and? lies.

H1: polygraphs are effective in distinguishing between truth and? lies.

Level of significance = 0.05

Test statistic is

O: Observed frequency
E: Expected frequency.

E = ( Row total* Column total) / Grand total

Did Not lie Lied Total
Polygraph indicated lie 15 50 65
Polygraph indicated no lie 21 12 33
Total 36 62 98
O E (O-E) (O-E)^2 (O-E)^2/E
15 23.87755 -8.87755 78.81091 3.300627943
50 41.12245 8.877551 78.81091 1.916493645
21 12.12245 8.877551 78.81091 6.501236858
12 20.87755 -8.87755 78.81091 3.774911724
Total 15.493

Degrees of freedom = (r-1)*(c-1) = (2-1)*(2-1) = 1*1 = 1

P-value = P() = 0.000083

P-value < 0.05 we reject null hypothesis.

Conclusion:

polygraphs are effective in distinguishing between truth and? lies.


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