Variables and Sampling Flashcards
(13 cards)
Variable
Anything that varies or any phenomenon where changes can be measured. Typically observable and their changes are in some way measurable
Types of variables
Quantitative— refers to quantities that can be measured
Categorical— refers to qualities that can be used to assign categories to individuals
Independent variable
Factor that is manipulated by the researcher
Dependent variable
Factor measured by the researcher
Sampling Methods
Probability Samples — systematic, simple random, stratified
Non-Probability— convenience, purposive, snowball
Probability Sampling
Use random selection (every single member of a population has an equal chance of being selected for participation)
Simple Random Sampling
Gives every member of a target population an equal chance of being selected
Process:
1. Organize the sampling frame to identify every me member of the accesible population
2. Use a statistical random method to select the sample
Stratified Randome Sample
Key Subgroups within the population are first identified and then a simple random sample is taken from within each subgroup
Options:
- proportional sampling involves selecting the same fraction of participants from each subgroup
- disproportionate sampling
Allows for a more representative sample
Non Probability Sampling
Refers to sampling techniques that don’t use random selection. It is more common in qualitative research
Convenience Opportunity Sampling
Sample is based on the convenience of the researcher, using whatever population happens to be available. Samples are not statistically generalizable to the target population typically:
- readily available
- nearby
- Willing to participate
Volunteering Sampling
Since some studies have effects on participants, researcher are likely to seek volunteers who chose to participate
Purposive Sampling
Participants are selected according to predetermined criteria relevant to a particular research question. It seeks a sample that fits the specific need of a hypothesis or research question
Snowball Sampling
Participants who are already in a study, help the researcher to recruit more participants. First participants are selected through purposive sampling.