exam 2 Flashcards
know it all
What is non-probability sampling?
Sample selected using non-random sampling. All forms of sampling not conducted according to the canons of probability sampling.
What is characteristic of probability sampling?
Sample findings are generalizable to the population they’re drawn from.
What is a sampling frame?
A list of elements in the population. the source material or device from which a sample is drawn.
What are the 4 types of probability sampling?
Simple random sampling
Stratified random sampling
Multi-stage cluster sampling
Systematic sampling
What are the characteristics and process of simple random sampling?
Everyone has an equal chance of being selected
- Define the population
- Devise a sampling frame
- Decide on sample size
- List population and assign them consecutive numbers
- Pick numbers at random
What are the characteristics and process of stratified random sampling?
-Units are randomly selected from a population that has already been divided into sub-groups
-Assure subgroups are represented proportionately
-Requires that relevant criteria for stratification be known in advance
What are the characteristics and process of multi-stage cluster sampling?
-Used for large populations
-Involves 2+ stages
-Divide population into groups
-Randomly sample a number of groups
-From each of the groups sample a number of people
-Stratified cluster sampling can ensure clusters are representative of entire population
What are some pros and cons of multi-stage cluster sampling?
+ Solves problem of inadequate sampling frame
+ Cost effective
- Technical issues
- Clusters are not all the same size
What is heterogeneity of a population?
An issue pertaining to sample size. Populations with higher heterogeneity lead to more varied samples, and thus require a larger sample size.
What is characteristic of absolute sample size?
-More reliable and generalizable
-More important than relativity
-Sampling error decreases as sample size increases
How much does sampling error decrease with each increase in standard sample size?
1/2->1/3->1/4->1/5
What are the standard sample sizes?
-100
-400
-900
-1600
-2500
What is characteristic of relative sample size?
-Sample size is representative of population size
-Less reliable than absolute samples because different sample sizes have different confidence intervals
What is non-response?
An issue with sample size
- If there is a common issue to the non-responders that brings them to differ significantly from participants
How does “kind of analysis” pose an issue with sample size?
-Sample size may need to vary to accommodate different kinds of analysis
- Smaller groups may need to be oversampled in order to draw meaningful comparisons
What is time sampling?
-Aspect of structured observation
-Observer records whatever is happening at a given time in a given place
What is characteristic of time sampling?
-Observation periods may have to be randomly selected
-Observation times can be randomly scattered across a period of time
What is place sampling?
-Random sampling at specific places
-Goes hand in hand with time sampling and behaviour sampling
What is behaviour sampling?
Researcher may want to observe every nth (5th, 7th, 11th, whatever) interaction between people at a given time and place
What is sampling error?
Errors of estimation that occur due to discrepancies between sample and population.
-Impossible to eliminate completely, but can be mitigated by large sample size and random sampling
How is sampling error measured?
Standard error of the mean
- 95% of sample lies within +/-1.96 standard errors of the mean
What are the characteristics and process of snowball sampling?
-Similar to convenience sampling
-Unlikely to be representative of population
-Mostly qualitative
1. Researcher makes initial contact with small group of people
2. Researcher uses said group of people to reach more people
What are the 4 types of non-probability sampling?
Snowball sampling
Quota sampling
Purposive sampling
Convenience sampling
What are the characteristics and process of convenience sampling?
Researcher chooses sample simply because they are easily accessible
- High response rate
- Low generalizability
- Useful for test/pilot studies
- Ethically questionable