Sampling Methods and Design Flashcards
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A sample statistic is used to estimate a population parameter. As sample size increases, what generally happens to the sampling error?
Answer: It decreases
Larger samples reduce sampling error because they provide more information and more closely approximate the population.
In experimental design, a 'control group' serves what primary purpose?
Answer: To provide a baseline for comparing the effect of the treatment
A control group does not receive the treatment, establishing a baseline against which treatment effects can be measured.
A study randomly assigns participants to treatment and control groups. What is the main advantage of random assignment?
Answer: It helps balance known and unknown confounding variables across groups
Random assignment distributes both known and unknown confounders roughly equally between groups, supporting causal inference.
Which term describes a variable that is related to both the independent and dependent variables and may distort the apparent relationship between them?
Answer: Confounder
A confounder is a third variable that can create a spurious or masked association between the independent and dependent variables.
A convenience sample drawn from one university cannot be generalized to all college students in the U.S. This limitation is a problem of:
Answer: External validity
External validity concerns whether findings can be generalized beyond the specific sample, setting, or time of the study.
A researcher divides a city into blocks, randomly selects 20 blocks, and then interviews all residents within those blocks. This is best described as:
Answer: Single-stage cluster sampling
Single-stage cluster sampling randomly selects clusters and then surveys all members within those clusters.
A study's results are said to have high internal validity when:
Answer: Changes in the outcome can be attributed to the independent variable
Internal validity refers to the degree to which a study establishes a causal relationship between the independent variable and the outcome.