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Plagiarizing An online poll posed the following question: It is now possible for school students to log on to Internet sites and download homework. Everything from book reports to doctoral dissertations can be downloaded free or for a fee. Do you believe that giving a student who is caught plagiarizing an F for their assignment is the right punishment? Of the 20,125 people who responded, 14,793 clicked 鈥淵es.鈥 That鈥檚 73.5% of the sample. Based on this sample, a 95% confidence interval for the percent of the population who would say "Yes" is \(73.5 \% \pm\) 0.61%. Which of the three inference conditions is violated? Why is this confidence interval worthless?

Short Answer

Expert verified
Randomization Condition is violated, making the confidence interval unreliable.

Step by step solution

01

Understand the Problem

The goal is to determine if the confidence interval provided is meaningful. We need to assess the validity of the confidence interval given the information about the online poll.
02

Review Inference Conditions

The three conditions for inference are the Randomization Condition, the 10% Condition, and the Success/Failure Condition. Each needs to be satisfied for the confidence interval to be valid.
03

Analyze Randomization Condition

This condition requires the sample to be a random sample from the population. The problem mentions that the poll was conducted online, which often results in non-random samples since participation is self-selected.
04

Evaluate 10% Condition

The 10% condition states that the sample size should be no more than 10% of the population to ensure independence. With over 20,125 responses, it鈥檚 unlikely this condition is violated, assuming a large population.
05

Assess Success/Failure Condition

This condition requires that both np and n(1-p) should be greater than 10, where p is the sample proportion. In this case, both conditions appear satisfied since 73.5% of 20,125 and 26.5% of 20,125 are both greater than 10.
06

Identify Violated Condition

The Randomization Condition is violated since the sample is not random due to potential selection bias from respondents choosing to participate in the poll.
07

Explain Why the Confidence Interval is Worthless

The confidence interval is worthless because it is based on a sample that does not represent the population properly, due to the violation of the Randomization Condition and potential bias in who chose to respond to the online poll.

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Key Concepts

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

Randomization Condition
When conducting a study or survey, the **randomization condition** is crucial for obtaining valid results. This condition requires that the sample must be randomly selected from the population. In simpler terms, every individual or element of the population should have an equal chance of being included in the sample.
However, in the context of online polls, this condition is often violated. Since participants in online polls are self-selected, the sample is inherently non-random. People voluntarily decide to click and respond, which introduces a selection bias. This bias means certain opinions or demographics might be overrepresented, and others, underrepresented.
When the randomization condition is not met, like in the online poll where participants volunteered to respond, the results are skewed. Thus, any conclusions, such as a confidence interval calculated from these responses, may not accurately reflect the entire population's opinions.
Non-Random Sample
A **non-random sample** occurs when the elements in the sample are not selected randomly. This lack of randomness often stems from selection bias, where the likelihood of certain individuals being included in the sample is disproportionately high.
In the case of the online poll discussed, being self-selected is a sign of a non-random sample. Respondents chose to participate, likely due to having specific opinions about the question posed. This creates a skewed view since certain demographics or opinions might be more motivated to reply, thereby misrepresenting the general population.
Due to this non-random nature, the results such as confidence intervals can't accurately predict or infer characteristics of the broader population. In surveys, it's crucial to strive for random samples to ensure that outcomes are reflective of the whole group, not just a particularly opinionated segment.
Inference Conditions
**Inference conditions** play a pivotal role in determining whether the results and confidence intervals of a study are reliable. For a confidence interval to be meaningful, specific conditions must be satisfied, typically including the randomization condition, the 10% condition, and the success/failure condition.
  • Randomization Condition: Ensures the sample is a true representation by being randomly selected.
  • 10% Condition: Guarantees the sample size is less than 10% of the total population for independence in sampling.
  • Success/Failure Condition: Requires both the number of successes and failures in the sample to be greater than 10, ensuring adequate sample size.
In the given online poll, the violation of the randomization condition stands out. The sample came from self-selected participants, introducing a bias that can skew results and make the confidence interval unreliable.
Even if the other conditions, like the 10% condition and success/failure condition, are met, a violation of any one of these inference conditions can render the statistical results questionable. It highlights the importance of meeting all conditions to maintain the integrity of the data analysis process.

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