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Non-probability Sampling
Non-probability sampling encompasses methods where the researcher cannot mathematically specify the probability that any given member of the target population will be selected for the sample. Because it does not rely on structured random selection from a clearly defined population, it is the most common approach used in general psychological research, even though it limits the ability to make perfectly representative population estimates.
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Research Methods in Psychology - 4th American Edition @ KPU
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Relationship Between Sample and Population
A team of researchers wants to understand the typical sleep habits of all adults in a country of 50 million people. Since they cannot survey every individual, which of the following approaches would be the most practical and scientifically sound first step for their investigation?
Random Sample
Example of a Sample: Talkativeness Study
Representative Sample
Inferential Statistics
Probability Sampling
Non-probability Sampling
Determinants of Survey Sample Size
Convenience Sampling
Survey Non-responder
Simple Random Sampling
Sampling Bias
Measures of Central Tendency
Which of the following best explains why a psychology researcher would choose to study a sample rather than an entire population?
A researcher is investigating the exercise habits of all 5,000 employees at a corporate headquarters. Arrange the steps of the research process in the correct logical order to show how a sample is used to understand the entire group.
A psychologist investigates the study habits of all first-year college students by surveying 200 first-year students at a single university. Match each part of this study to its functional role in the sampling process.
A researcher concludes that a sample of 1,000 volunteers recruited from a specialized tech-support website is a methodologically sound group for evaluating the computer literacy of all adults in a nation. This conclusion is justified because a sample size this large () automatically guarantees that the subset will closely resemble the entire group of interest.
Imagine you are a researcher designing a study to assess the prevalence of academic burnout among the students in a statewide public university system. To construct a sampling plan that yields a highly representative subset () while ensuring that students from 'commuter', 'residential', and 'online-only' campuses are proportionally represented, which of the following sampling architectures should you create?
In psychological research, the primary goal of measuring variables in a sample is to generalize the findings back to the broader population of interest.
To conduct a study, researchers typically select a smaller subset of individuals from a broader group of interest. This smaller subset is referred to as a _____.
A psychology researcher wants to study the relationship between screen time and sleep quality among undergraduate students at a large university. Match each component of their study design to its corresponding concept in the sampling process.
A researcher measures academic anxiety in a group of 100 college students, intending to apply these results to all college students nationwide. In research methodology, the ultimate scientific goal of measuring these variables within a sample is to _____ the findings back to the broader population.
A researcher is planning a study on student stress. Evaluate and arrange the steps of the sampling and measurement process in the correct logical order, starting with the broadest scope and ending with the final application of the research findings.
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Snowball Sampling
Quota Sampling
Self-selection Sampling
Convenience Sampling
Which of the following best defines non-probability sampling in psychological research?
Match each aspect of non-probability sampling with the statement that best explains its role or limitation within psychological research.
A researcher investigating the relationship between sleep and academic performance recruits participants by asking for volunteers from their own Psychology 101 classes. Because the researcher cannot mathematically specify the chance that any individual student in the entire university population will be selected for the study, this is an example of non-probability sampling.
A researcher studying personality traits recruits participants by handing out surveys at a large national gaming convention. Arrange the logical steps required to analyze and classify this sampling method based on the principles of research design.
What is the primary reason that non-probability sampling is the most common approach used in general psychological research?
In psychological research, non-probability sampling is considered the ideal method for generating perfectly representative population estimates.
A scientist concludes that a new cognitive intervention is universally effective for all adults after testing it only on a convenience sample of volunteers from their own university. When evaluating the validity of this universal claim, a critic would argue that the use of _____ sampling makes it impossible to mathematically specify selection probabilities, thus fundamentally limiting the study's ability to provide a perfectly representative estimate for the entire global population.
Match each psychological research scenario with the specific non-probability sampling technique it exemplifies.
A developmental psychologist recruits participants for a study by placing flyers in local daycare centers. In analyzing the limitations of this study, the researcher must recognize that because non-probability sampling does not rely on structured random selection, it limits the ability to make perfectly representative population _____.
Evaluate a researcher's sampling methodology by arranging the steps in the correct logical sequence to determine if it is a non-probability method and identify its key limitation.