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46 Terms

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Sample

A subset of individuals from a larger population used to make inferences about the whole.

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Sampling Frame

A list or database from which a sample is drawn (e.g., a list of registered voters).

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Element

The individual unit of analysis in a sample (e.g., a person, a household, a school).

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Sampling Error

The difference between sample results and the true population values due to chance.

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Sampling Unit

The entity selected at each stage of sampling (e.g., individuals, groups, organizations).

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Representative Sample

A sample that accurately reflects the characteristics of the population.

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Sample Generalizability

The extent to which findings from a sample apply to the larger population.

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Cross-Population Generalizability (External Validity)

The extent to which findings apply across different populations or settings.

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Simple Random Sampling

Every element has an equal chance of being selected.

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Systematic Random Sampling

Selecting every kth element from a list (e.g., every 10th person).

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Stratified Random Sampling

Dividing the population into strata and randomly sampling within each stratum.

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Cluster Sampling

Groups (clusters) are randomly selected, then individuals within them are sampled.

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Convenience Sampling

Selecting individuals based on ease of access.

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Purposive (Judgmental) Sampling

Selecting individuals who fit a specific criterion.

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Snowball Sampling

Participants recruit others (useful for hard-to-reach populations).

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Quota Sampling

Ensuring the sample meets a predetermined demographic quota.

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Empirical Association

A relationship exists between variables.

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Temporal Order

The cause must precede the effect.

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Non-Spuriousness

No alternative explanations (confounding variables) exist.

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Independent Variables

The variable that is manipulated in an experiment (the cause).

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Dependent Variables

The variable that is measured in an experiment (the effect).

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Pretest & Posttest Measures

Measurements taken before and after a treatment.

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Random Assignment

Participants randomly assigned to groups.

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Experimental Groups

Groups that receive the treatment in an experiment.

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Control Groups

Groups that do not receive the treatment in an experiment.

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Internal Validity

The degree to which a study accurately shows a causal relationship.

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Selection Bias

Non-random groups leading to biased results.

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History Effects

Outside events affecting study results.

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Maturation

Natural changes over time affecting study results.

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Testing Effects

Learning from previous tests affecting study outcomes.

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Instrumentation

Changes in measurement methods affecting study results.

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Regression to the Mean

Extreme scores shifting toward the average.

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Trend Studies

Data collected at different times from different samples.

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Panel Studies

The same individuals are followed over time.

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Cohort Studies

A specific group is studied over time.

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Uniform Crime Report (UCR)

Official police-reported crime data.

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National Crime Victimization Survey (NCVS)

Self-reported victimization survey.

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Leading Questions

Questions that suggest a particular response.

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Double-Barreled Questions

Questions that ask two things at once.

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Social Desirability Bias

Responding in a way that is socially acceptable.

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Index

A combined measure that increases reliability.

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Mail Surveys

Cost-effective surveys sent through the mail.

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Telephone Surveys

Surveys conducted via phone calls.

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Face-to-Face Interviews

In-person interviews for data collection.

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Online Surveys

Surveys conducted over the internet.

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Mixed-Mode Surveys

Surveys that combine different methods.