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Types of samples:
Convenience sample, voluntary response sample, simple random sample, stratified random sample, cluster random sample
Why do people use convenience samples?
Easy to reach
What happens during voluntary response samples?
People choose to reply
What can convenience sample and voluntary response lead to?
Bias
Procedure for simple random sample:
Assign numbers → random number generator → select
Write names on slips of paper → shuffle names in hat → select
How to take stratified random sample?
Split population into strata → choose SRS from each strata
What does the individuals in each strata have?
Shared attributes or characteristics
What kind of grouping is stratified random sampling?
Homogeneous
When does a sampling method produce the best estimates?
If have low bias and low variability
A number that describes an entire population:
Parameter
A number that describes a sample:
Statistic
In a stratified random sample, we sample ______ from ______
Some from all groups
In a cluster random sample, are groups homogeneous or heterogeneous?
Heterogeneous
In a cluster random sample, we sample ______ from ______
All from some groups
How to conduct a systematic random sample?
Choose random starting point and use equal intervals
Some people are less likely to be chosen:
Undercoverage
Examples of undercoverage:
Calling landlines, surveying homeowners
People can’t be reached or refuse to answer:
Nonresponse
Examples of nonresponse bias:
People don’t answer or hang up phone call
What problems does response bias involve?
Problems in data gathering instrument or process
Examples of response biases:
People lying, working of question
What type of bias is about people lying when answering survey?
Self reported response bias
In observational studies, can you say that explanatory variable caused response variable?
No
In observational studies, why can’t you say that explanatory variable caused response variable?
There may be confounding variable
What is the confounding variable related to?
Explanatory variable
What does confounding variable influence?
Response variable
Are treatments imposed in observational studies?
No
Are treatments imposed in experiments?
Yes
What do experiments allow us to show?
Causation
What/who treatment is imposed on:
Experimental units
What is done (or not done) to experimental units:
Treatments