Questions: In a poll about work, 71% of respondents said that their jobs were sometimes or always stressful. 12 workers are chosen at random. Using a cutoff of 0.05, would it be unusual if fewer than 5 of them find their jobs stressful?

In a poll about work, 71% of respondents said that their jobs were sometimes or always stressful. 12 workers are chosen at random. Using a cutoff of 0.05, would it be unusual if fewer than 5 of them find their jobs stressful?
Transcript text: in a poll about work, $71 \%$ of respondents said that their jobs were sometimes or always stressful. 12 workers are chosen at random. using a cutoff of 0.05 , would it be unusual if fewer that 5 of them find their jobs stressful?
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Solution

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Solution Steps

Step 1: Define the Problem

In a poll, \(71\%\) of respondents indicated that their jobs were sometimes or always stressful. We randomly select \(n = 12\) workers. We want to determine if it is unusual for fewer than \(5\) of them to find their jobs stressful, using a significance level of \(\alpha = 0.05\).

Step 2: Calculate the Probability

We need to calculate the probability of \(X\), the number of workers finding their jobs stressful, being less than \(5\). This can be expressed as:

\[ P(X < 5) = P(X = 0) + P(X = 1) + P(X = 2) + P(X = 3) + P(X = 4) \]

Using the binomial probability formula:

\[ P(X = x) = \binom{n}{x} \cdot p^x \cdot q^{n-x} \]

where \(p = 0.71\) and \(q = 1 - p = 0.29\).

The calculated probabilities for each case are:

  • \(P(X = 0) = 0.0\)
  • \(P(X = 1) = 0.0\)
  • \(P(X = 2) = 0.0001\)
  • \(P(X = 3) = 0.0011\)
  • \(P(X = 4) = 0.0063\)

Thus, the total probability of fewer than \(5\) workers finding their jobs stressful is:

\[ P(X < 5) = 0.0 + 0.0 + 0.0001 + 0.0011 + 0.0063 = 0.0075 \]

Step 3: Determine Unusualness

To determine if this result is unusual, we compare the total probability \(P(X < 5) = 0.0075\) with the significance level \(\alpha = 0.05\).

Since \(0.0075 < 0.05\), we conclude that it is unusual for fewer than \(5\) workers to find their jobs stressful.

Final Answer

It is unusual for fewer than \(5\) workers to find their jobs stressful.

\(\boxed{\text{Yes}}\)

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