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The authors of the paper "Illicit Use of Psychostimulants among College Students" (Psychology, Health \& Medicine [2002]: 283-287) surveyed college students about their use of legal and illegal stimulants. The sample of students surveyed consisted of students enrolled in a psychology class at a small, competitive college in the United States. a. Was this sample a simple random sample, a stratified sample, a systematic sample, or a convenience sample? Explain. b. Explain why an estimate of the proportion of students who reported using illegal stimulants based on data from this survey should not be generalized to all U.S. college students.

Short Answer

Expert verified
a. The sample is a convenience sample because the students were selected due to their easy access and proximity. b. The survey results should not be generalized to all U.S. college students because the sample lacks diversity. It does not represent the wide range of U.S. college students in terms of fields of study, college size, and competitiveness, hence could lead to potential bias in the result.

Step by step solution

01

Identifying Sampling Type

When identifying the type of sampling, the important detail to note is from where and how the sample of students was selected. In this case, the students are from a single psychology class at a small, competitive college. This makes the selection more of a 'convenience' since these students were readily accessible and easy to survey. Therefore, the sample is a convenience sample.
02

Explaining Generalization Limitation

It is known that the sample consists of psychology students from a single, competitive college and it therefore lacks diversity in terms of field of study, college size, and competitiveness level. If this research is generalized to all U.S. college students, it may lead to inaccurate conclusions since the sample is not representative of all U.S. college students. It doesn't capture the behavior of students from larger or less competitive colleges, or those studying different subjects. Thus, the estimate of the proportion of students using illegal stimulants based on this survey should not be generalized to all U.S. college students.

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Key Concepts

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

Convenience Sampling
Convenience sampling is a non-probability sampling technique where samples are selected based on their easy availability and proximity to the researcher. It's often used in exploratory research and the earliest phases of research projects. The primary advantage of convenience sampling is its simplicity and speed. However, this comes with a trade-off in the area of accuracy and representation.

In the context of the given exercise, the researchers selected students from a psychology class at a small, competitive college. These students were conveniently located at the research site, making it easier for the researchers to collect data. This choice is understandable in terms of logistics, but it introduces significant biases.

The main issue with convenience sampling is that it doesn't provide a mechanism to generalize findings to a larger population. The sample lacks randomness and diversity, especially if demographic or other contextual factors greatly vary in the broader population. Therefore, any insights derived from a convenience sample should be considered with caution, as they may not reflect broader trends.
Generalization Limitation
Generalization is the process of applying findings from a sample to a broader population. However, when this process involves a convenience sample like in the exercise, significant limitations arise. Generalization limitations become a concern because the specific sample might not adequately capture the diversity of the whole population.

In the case of the surveyed students from a particular psychology class, findings cannot be generalized to all U.S college students. Firstly, because those surveyed all belonged to a single academic discipline, insights from this group may not apply to students in different fields of study who may have different study habits, stress levels, or availability and exposure to stimulants.

Moreover, the college's competitive nature may also skew results, as students in other less competitive institutions may face different academic pressures and environmental influences. These factors are critical since they can significantly alter the kinds of conclusions that one might draw about stimulant use among college students nation-wide.
Representative Sample
A representative sample is one that accurately reflects the various characteristics of the whole population, thereby allowing researchers to generalize their findings broadly. When a sample is not representative, like with convenience sampling, systematic inaccuracies can occur.

For a sample to be representative, it must be randomly selected with every member of the population having a known chance of being included. Incorporating techniques such as stratified sampling or systematic sampling can help ensure this randomness.

In the discussed exercise, because the sample was limited to a small, competitive college's psychology students, it was not representative of the entire U.S. college student population. A more representative approach would involve sampling students across different universities, disciplines, and varying levels of competitiveness. Only then can one more confidently extrapolate findings to a wider college demographic, reducing bias and increasing the credibility of generalized conclusions.

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Most popular questions from this chapter

A petition with 500 signatures is submitted to a college's student council. The council president would like to determine what proportion of those who signed the petition are actually registered students at the college. There is not enough time to check all 500 names with the registrar, so the council president decides to select a simple random sample of 30 signatures. Describe how she might do this.

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Use the following information to answer. Many surgeons play music in the operating room. Does the type of music played have an effect on the surgeons' performance? The report "Death Metal in the Operating Room" (NPR, Dec. 24, 2009, www.npr.org) describes an experiment in which surgeons used a simulator to perform a surgery. Some of the surgeons listened to music with vocal elements while performing the surgery, and others listened to music that did not have vocal elements. The researchers concluded that the average time to complete the surgery was greater when music with vocal elements is played than when music without vocal elements is played. 1.43 Could this experiment have been double-blind? Explain why or why not.

The supervisors of a rural county are interested in the proportion of property owners who support the construction of a sewer system. Because it is too costly to contact all 7,000 property owners, a survey of 500 owners (selected at random) is undertaken. Describe the population and sample for this problem.

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