A survey of 61,649 people included several questions about office relationships. Of the respondents, 27.2% reported that bosses scream at employees. Use a 0.01 significance level to test the claim that more than 1/4 of people say that bosses scream at employees. How is the conclusion affected after learning that the survey is an online survey in which Internet users chose whether to respond? Identify the nullhypothesis, alternative hypothesis, test statistic, P-value, conclusion about the null hypothesis, and final conclusion that addresses the original claim. Use the P-value method. Use the normal distribution as an approximation of the binomial distribution.
Answer)
1/4 = 0.25
Null hypothesis Ho : P = 0.25
Alternate hypothesis Ha : P > 0.25
N = 61649
P = 0.272
As the sample size is extremely large, we can use standard normal z table, to conduct the test
Test statistics z = (observed P - Claimed P)/standard error
Standard error = √{claimed p*(1-claimed p)}/√n
Observed P = 0.272
Claimed P = 0.25
N = 61649
After substitution
Z = 12.6149363322
Z = 12.61
From z table, P(z>12.61) = 0
Therefore, P-Value is = 0
As the obtained P-Value is less than the given significance level of 0.01
We reject the null hypothesis Ho
And so we have enough evidence to support the claim that, P > 0.25 (1/4)
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