Research Methods: Types of Sampling

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Questions and Answers

A sample represents the entire population in research.

False (B)

Probability sampling allows for strong statistical inferences about the whole group.

True (A)

Non-probability sampling is based on random selection.

False (B)

It is often feasible to collect data from every person in a population.

<p>False (B)</p> Signup and view all the answers

A population refers to the specific group from which data is collected.

<p>False (B)</p> Signup and view all the answers

Selecting a representative sample is crucial for drawing valid research conclusions.

<p>True (A)</p> Signup and view all the answers

Samples are always more effective than populations in research.

<p>False (B)</p> Signup and view all the answers

Convenience sampling is an example of probability sampling.

<p>False (B)</p> Signup and view all the answers

Probability sampling means that every member of the population has an equal chance of being selected.

<p>True (A)</p> Signup and view all the answers

Songs from the Eurovision Song Contest that were performed in French have never won.

<p>False (B)</p> Signup and view all the answers

A target population can only be defined by geographical location.

<p>False (B)</p> Signup and view all the answers

The Netherlands has a population that can be defined by age and income.

<p>True (A)</p> Signup and view all the answers

Undergraduate students from only one university volunteered for the psychology research study.

<p>False (B)</p> Signup and view all the answers

Probability sampling is mainly utilized in qualitative research.

<p>False (B)</p> Signup and view all the answers

There are countries with published data available on birth rates and GDP since 2000.

<p>True (A)</p> Signup and view all the answers

The Eurovision Song Contest only includes songs performed in English.

<p>False (B)</p> Signup and view all the answers

In a simple random sample, every member of the population has an equal chance of being selected.

<p>True (A)</p> Signup and view all the answers

Systematic sampling is more complex than simple random sampling.

<p>False (B)</p> Signup and view all the answers

Stratified sampling involves randomly selecting entire subgroups from the population.

<p>False (B)</p> Signup and view all the answers

Cluster sampling requires that each subgroup has similar characteristics to the whole sample.

<p>True (A)</p> Signup and view all the answers

In purposive sampling, every subgroup must be represented equally.

<p>False (B)</p> Signup and view all the answers

Systematic sampling does not require a complete sampling frame of the population.

<p>False (B)</p> Signup and view all the answers

Convenience sampling includes individuals who are most accessible to the researcher.

<p>True (A)</p> Signup and view all the answers

Stratified sampling can lead to more precise conclusions by properly representing every subgroup.

<p>True (A)</p> Signup and view all the answers

Convenience sampling can produce generalizable results.

<p>False (B)</p> Signup and view all the answers

Every member of a population is inevitably included in a simple random sample.

<p>False (B)</p> Signup and view all the answers

Voluntary response sampling involves the researcher choosing participants.

<p>False (B)</p> Signup and view all the answers

Voluntary response samples are always at least somewhat biased.

<p>True (A)</p> Signup and view all the answers

Snowball sampling is useful when the population is easy to access.

<p>False (B)</p> Signup and view all the answers

In snowball sampling, the number of accessible participants increases as more contacts are made.

<p>True (A)</p> Signup and view all the answers

Judgment sampling is the same as convenience sampling.

<p>False (B)</p> Signup and view all the answers

Research using convenience sampling is generally more expensive than other sampling methods.

<p>False (B)</p> Signup and view all the answers

Flashcards

Probability Sampling

A sampling method where every member of the population has a chance of being selected.

Target Population

The specific group of people you want to study, defined by characteristics like location, age, and income.

Quantitative Research

Research that uses numbers and statistical analysis to understand a topic.

Eurovision Song Contest

An international song competition.

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Undergraduate Students

College students.

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Population

The entire group you're interested in studying.

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Sampling

Selecting a smaller group from a larger population.

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Define Target Population

Specify the group you want for a study.

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Population v. Sample

A population is the entire group being studied, while a sample is a smaller, selected subgroup used for data collection.

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Non-Probability Sampling

A sampling method where the chance of being selected isn't known, often based on convenience.

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Representative Sample

A sample that accurately reflects the characteristics of the larger population.

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Research Sample

Group of people who will participate in a research study.

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Valid Research Conclusions

Conclusions drawn from research that are accurate and reliable based on a representative research sample.

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Simple Random Sampling

Every member of the population has an equal chance of being selected.

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Systematic Sampling

Individuals are selected from a list at regular intervals.

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Stratified Sampling

The population is divided into subgroups and a sample is taken from each.

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Cluster Sampling

Entire subgroups are randomly selected, rather than individuals from each subgroup.

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Purposive Sampling

Researchers choose participants based on specific characteristics relevant to the study.

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What are the differences between simple random sampling and systematic sampling?

Simple random sampling randomly selects participants, while systematic sampling selects participants at regular intervals from a list.

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What are the advantages of stratified sampling?

Stratified sampling ensures that subgroups within the population are represented in the sample, leading to more accurate and precise results.

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When is cluster sampling useful?

Cluster sampling is useful when the population is naturally divided into groups, and studying all individuals in those groups is practical and efficient.

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Convenience Sampling

Choosing participants who are readily available, often based on ease of access.

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Judgement Sampling

Researchers use their expertise to select a sample they believe is most relevant to their research goals.

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Voluntary Response Sampling

Participants self-select by choosing to participate, usually by responding to a public request.

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Snowball Sampling

Recruiting participants through existing participants, reaching a wider network.

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Why is Convenience Sampling Not Ideal?

Convenience samples often lack representativeness, meaning the results may not accurately reflect the entire population due to bias.

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Why are Voluntary Response Samples Biased?

People who volunteer for surveys or studies may have different opinions or characteristics than those who don't, skewing the results.

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What is a Key Limitation of Non-Probability Sampling Methods?

Non-probability sampling methods are prone to bias, making it difficult to generalize findings to the entire population.

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When is Snowball Sampling Useful?

Snowball sampling is useful when the target population is hard to reach or identify, allowing researchers to access the target population through referrals.

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Study Notes

Research Methods - Types of Sampling

  • Population vs. Sample: Research often involves a population (entire group) but collecting data from every member is usually impossible. A sample (subset of the population) is selected instead.
  • Valid Conclusions: To draw accurate conclusions from the sample data, researchers need to choose a sample that correctly represents the entire population.
  • Probability Sampling: This approach ensures each member of the population has a chance of selection. Common types include:
  • Simple Random Sampling: Every member of the population has an equal chance of being chosen.
  • Systematic Sampling: Every member of the population is numbered, and members are then selected at regular intervals.
  • Stratified Sampling: The population is divided into subgroups, and members from each subgroup are randomly selected proportional to their size within the population.
  • Cluster Sampling: The population is divided into clusters, and a random sampling of clusters is selected. All members within those clusters are included in the sample.
  • Non-Probability Sampling: Non-random selection, often based on convenience or specific criteria. It doesn't guarantee the sample represents the population. Common types include:
  • Convenience Sampling: Includes individuals who are readily accessible.
  • Voluntary Response Sampling: Individuals volunteer to participate.
  • Purposive Sampling: The researcher uses their expertise to select individuals relevant to the research goals.
  • Snowball Sampling: Existing participants recruit new participants.

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