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A Gallup poll of 547 adult Americans employed full or part time asked, "Generally speaking, would you say your commute to work is - very stressful, somewhat stressful, not that stressful, or not stressful at all?" Gallup reported that \(24 \%\) of American workers said that their commute was "very" or "somewhat" stressful. The margin of error was 4 percentage points with \(95 \%\) confidence. Explain what this means.

Short Answer

Expert verified
The true percentage of American workers who find their commute stressful is likely between 20% and 28%, at 95% confidence.

Step by step solution

01

- Understand the Poll Data

The poll sampled 547 adult Americans who are employed full or part time. 24% of these workers reported their commute to be 'very' or 'somewhat' stressful.
02

- Identify the Margin of Error

The margin of error for the poll is 4 percentage points. This means that the reported percentage (24%) could vary by ±4 percentage points.
03

- Calculate the Confidence Interval

With a margin of error of 4 percentage points, the confidence interval can be calculated. The lower bound is 24% - 4% = 20%, and the upper bound is 24% + 4% = 28%. Hence, the confidence interval is 20% to 28%.
04

- Interpret the Confidence Level

The confidence level of 95% means that if the same poll were conducted multiple times, approximately 95% of the time, the percentage of American workers who say their commute is 'very' or 'somewhat' stressful would fall within the confidence interval (20% to 28%).
05

- Summarize the Interpretation

In summary, we are 95% confident that the true percentage of American workers who find their commute 'very' or 'somewhat' stressful is between 20% and 28%, based on the sample poll.

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Key Concepts

These are the key concepts you need to understand to accurately answer the question.

Confidence Interval
The concept of confidence interval is crucial in understanding the poll data better. A confidence interval provides a range of values within which we expect the true population parameter to lie.
For example, in the poll, 24% of Americans reported their commute as 'very' or 'somewhat' stressful. Given a margin of error of 4 percentage points, the confidence interval is 20% to 28%.
The margin of error helps us adjust for sampling variability, allowing us to estimate a range rather than a precise number. This interval is calculated using the reported percentage and the margin of error. Hence, the lower bound is calculated as 24% minus 4%, which equals 20%, and the upper bound is 24% plus 4%, which equals 28%.
Confidence Level
The confidence level tells us how certain we can be about the confidence interval. In this example, the confidence level is 95%. This means that if we were to conduct the same poll 100 times, we would expect that in 95 of those polls, the true percentage of American workers who find their commute stressful would fall within our calculated confidence interval (20% to 28%).
The confidence level reflects how often the true parameter would fall within the calculated interval if the poll were repeated multiple times under the same conditions. Essentially, it quantifies the uncertainty associated with the sample estimate.
Higher confidence levels provide more certainty but result in wider confidence intervals, while lower confidence levels give narrower intervals but less certainty.
Poll Data
Poll data refers to the information collected from surveys or questionnaires administered to a sample of a population. In our example, the poll sampled 547 adult Americans who are employed either full or part-time. These individuals were asked about their commuting stress.
Based on the responses, 24% of the participants reported their commute as 'very' or 'somewhat' stressful.
Poll data are often used to infer trends or patterns in the larger population. However, it is crucial to consider factors like sample size, the margin of error, and the confidence level, as these affect the reliability and accuracy of the results. A larger sample size often results in a smaller margin of error, making the poll more representative of the overall population.

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Most popular questions from this chapter

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