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why does sample size matter?
it can save you a lot of costs if you calculate the correct sample size(overdoing it is a waste)
what is a sample size decision normally a compromise of?
what is theoretically perfect and what is practically feasible
does sample size affect representativeness?
no
what is sample size accuracy?
closeness of findings to the true population value
what is sample size is related to what?
accuracy
what determines whether a sample will be representative or not?
the sampling method. probability sample is truly representative
the size of your sample will boost the…?
accuracy
what are some crucial concepts of creating optimal sample sizes?
sample size, accuracy, variability, confidence interval
what is the only perfectly accurate sample?
a census → measures every member of the population
what is sampling error?
consequence of sampling, and is influenced by sample size
what is a nonsampling error?
all other errors (question bias, wrong problem definition, mistakes in analyses, etc.)
why will some probability samples always have some inaccuracy?
no random sample’s value is a perfectly accurate reflection of the populations value
the larger a probability sample, the more…
accurate
what is the law of diminishing returns?
once a sample is larger than 1000, large gains in accuracy are not realized even with large increases in sample size
what is the sample error formula?
sample error = 1.96*sqrt (p*q/n)
what is variability?
the amount of disagreement (dissimilarity vs. similarity; variance) in respondents’ answers to a specific question
what does a high consensus within a group mean for variability?
low variability
what does a low consensus within a group mean for variability?
high variability
what combination is the largest possible variability?
p = 50, q = 50
what is a confidence interval?
range whose endpoints define a certain % of the responses to a question
what allows us to assume a normal (bell-shaped) curve of the results of repeated surveys?
the central limit theorem
in almost all cases, the sample error of a probability sample is __ of the size of the population
probability sample
the size of a probability sample depends on trade-off between…
desired accuracy and cost of data collection
what are the components to creating a proper sample size?
variability, acceptable sample error, and the level of confidence interval
how do we determine the amount of acceptable sample error?
based on the accuracy of the results.
how to balance sample size with cost of data collection?
Researchers should work with managers to take cost into consideration in this decision
what are some methods of sample size determination?
arbitrary, conventional specification, cost basis
what is conventional sample size specification?
following conventions or beliefs, adopting past sample sizes
what is the cost basis of sample size specification?
“all you can afford” budget