Population
the entire set of persons, objects, or events that the researcher intends to study
What is used instead of a population for studies
sample drawn from the target population
What is external validity closely related to
inductive reasoning
Inference
the process of generalizing from sample data to the population
What can a representative sample confidently do
generalize to rest of population
If the sample is biased (less representative) it has less ________ and may lead to what?
validity
incorrect conclusions
What does selection of appropriate sampling method depend on?
the aims and resources of the researchers
Good sampling methods are more expensive and difficult to implement, why are they worth it
gives credible data
accurate results
eliminate bias
make sure research is applicable to target audience
6 sampling methods
incidental
random
quota
stratified random
area
systematic
Incidental sampling
cheapest and easiest sampling method for conducting clinical studies
Incidental sampling provides selection of what?
most accessible and available members of the target population
Quota sampling
sometimes it is known in advance there are important subgroups within the population
Quota sampling can be more __________ compared to incidental sampling
complex
For quota sampling what do we need to know
which population groups are important to a question
the exact proportion of different groups in the population
What is one of the best sampling methods
random sampling
Random sampling is more ________
expensive
In random sampling what do all members have?
an equal chance of selection
Random sampling is more likely to be __________ than incidental sampling
representative
Step 1 for drawing a random sample
constructing a list of all members of the population
Step 2 for drawing a random sample
using a method like dice, coins, hat, or random number tables to select randomly from the list
_______ can do random sampling efficiently, even with _______ populations
computers
large
What may be introduced if you need to select replacements for some cases
bias may be introduced
Advantages of random sampling: since sample and population sizes are known what can we estimate?
how representative the sample is
Advantages of random sampling: more representative than what?
non-random samples