Statistics & Probability

Sampling Distributions flashcards

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What does “Sampling Variability” mean?Variability Between Samples
Variation in estimates produced by repeated samples.
What important condition applies to sampling variability?Variability Between Samples
Sampling variability is distinct from evidence of a population change.
What does “Unbiased Sample Means” mean?Variability Between Samples
A sample-mean procedure centered on the population mean.
What important condition applies to unbiased sample means?Variability Between Samples
Unbiased does not mean every estimate equals the true parameter.
What does “Central Limit Idea” mean?The Central Limit Idea
An approximate normal pattern for standardized means under suitable repeated-sampling conditions.
What important condition applies to central limit idea?The Central Limit Idea
The central limit theorem concerns the sampling mean, not raw-data normality.
What does “Standard Scores” mean?The Central Limit Idea
A value’s signed distance from the mean measured in SD units.
What important condition applies to standard scores?The Central Limit Idea
A z-score transformation does not by itself establish normality.
What does “Estimated Standard Error” mean?Standard Error
An estimate of the sampling SD of a statistic.
What important condition applies to estimated standard error?Standard Error
SD of observations and SE of an estimate are not interchangeable.
What does “Sample Size and Precision” mean?Standard Error
The square-root relationship between sample size and mean-estimate uncertainty.
What important condition applies to sample size and precision?Standard Error
Larger n improves this precision measure, not every aspect of study quality.