frequency claim aspects
frequency claim example
60% of university students report high levels of stress
association claims definition
describe a relationship between two variables
frequency claims (definition)
describe how often something occurs or the proportion of people with a characteristic
association claims aspects
association claims example
stress levels are related to sleep quality
causal claims definition
state that one variable causes a change in another
causal claims aspects
causal claims example
increasing sleep duration improves memory performance
what three criteria must be met for a causal claim to be justified?
how do experimental designs help meet the three criterias for justified causal claims?
construct validity
how well the variables were operationalised and measured or manipulated
external validity
how well the findings generalise to other populations, settings, and times
statistical validity
how well the statistical evidence supports the conclusions (e.g., appropriate analyses, effect sizes, error rates)
internal validity
how confidently we can conclude that one variable caused another
frequency claims prioritise…
construct validity and external validity and focus on accurate measurement and representative samples
association claims prioritise…
construct validity and statistical validity. focus on reliable measurement and strength of relationships
causal claims prioritise…
internal validity. also require strong construct, statistical, and external validity
lab experiments prioritise…
internal validity but may sacrifice external validity
field studies may prioritise…
external validity but have less control over confounds
surveys may prioritise…
construct validity and representativeness
statistical thinking helps researchers:
what is a frequency claim?
a claim that describes how often something occurs in a population and involves only one variable
evidence for frequency claims
descriptive statistics, survey or observational data, random sampling (representativeness)