Setting up good Research Flashcards
Population
every individuum of a defined group in the world
sample
small subgroup/subpopulation choosen to perform a study on
Generalization
the ability to apply findings from a sample to a larger population
Random sample
every person of a population has an equal chance of being chosen
non-random sample
usually individuals from highly specialized subpopulations
probability sample
(most widely used technique)
–> each member of the population has the same chance of being in your sample
Representativeness
sample should closely represent the characteristics of the population
–> bbiased samle=not representative
Simple Random Sampling (SRS)
randomly selecting a certain number of individuals from the population (e.g. Random digit dialing in a phone survey)
Stratified Sampling
Dividing the population into strata, then selecting a random sample from each stratum
Proportionate Sampling
Same as stratified sampling but represents the proportions of people in the population in your sample
Cluster Sampling
Identify natural occurring groups of participants (clusters) and then randomly select certain clusters and survey all participants within
Multistage sampling
Variant of cluster sampling
- > Involves identifying large clusters and randomly selecting from them
- -> Then you randomly select individual elements within those clusters
economic sample
a sample that includes enough participants to ensure a valid sample and no more
consider:
1. acceptable error
2. expected magnitude of the population proportions
Sampling error
the extend to which the characteristics of the sample differ fromthose of the population
- -> estimated by the margin of error
- most commonly used.95%
Laboratory setting
- control over variables (manipulation)
- limits all extraneous variables and isolates the effet of the criterion variable
Field setting
You manipulate independent variables and measure a dependent variable, but it is conducted in the real world rather than in a laboratory
–> can easily be generalized
Volunteer bias
individuals who volunteer differ from those who do not
–> leads to reduced external validity
Volunteerism and motivation
–> volunteerism mediates motivation and my affect inferred causality
Internal Validity in a experimental study
Showing that a variation in the independent variable and only in that one, caused the observed variation in the dependent variable
Internal Validity in a correlational study
Showing that the changes in value of your criterion variable relate solely to changes in the value of your predictor variable and not other extraneous variables
Extraneous variables
variables that can provide an alternative explanation from the findings of a study
–> rival hypothesis
Confounding
when the effects of two or more variables cannot be distinguished
Threats to internal validity
- History - events tat occur between obseervations
- Maturation - performance changes due to age or fatigue
- Testing/Pretest Sensitisation - Testing prior to the treatment changes how subjects respond in posttreatment testing
- Instrumentation - Unobserved changes in observer criteria or insturment calibration
- Statistical regression - regression towards the mean
- Biased selection of subjects
- Experimental mortality - differential loss of subjects from the group of a study results in non-equivalent groups
Threats to external validity
- reactive testing - When a pretest affects participants´ reaction to an experimental variable, making that participants responses unrepresentative
- nteractions between participant selection biases and the independent variable - effects observed might only apply to the participants included in the study, especially if they´re unique to a group
- Reactive effects of experimental arrangements - the effects of highly artificial experimental situations used in some research and the participant’s knowledge that he or she is a research participant
- Multiple treatment inference - when participants are exposed to multiple experimental treatments in which exposure to early treatments affects responses to later treatments