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theory
a set of statements that describes general principles about how variables relate to one another
hypothesis
specific testable prediction based on your theory
falsifiable
the hypothesis could fail to support the theory
do not use the word…
prove
basic research
typically conducted in a laboratory with the goal of furthering our current knowledge
translational research
research informed by evidence from basic research aiming to make progress toward useful applications
applied research
research conducted in a real-world context (school, sporting event, etc.), aiming to address a practical problem. Goes from a controlled environment to an uncontrolled environment.
in what order is research conducted?
basic → translational→ applied
sample
multiple different people
heuristic
mental shortcuts we take unconsciously
bias
when a heuristic is consistently leads to erroneous thinking
skepticism
not accepting something that is true without evidence to support it
critical thinking
the skills involved in determining whether a given piece of evidence is convincing. Includes the ability to change beliefs as new evidence arises.
critical thinking focuses on…
logic over emotion
availability heuristic
if something comes to mind readily we believe it to be more probable. Emotional memories are usually more readily available
representativeness heuristic
basing expectations for a new thing on prior experience with other things that bear resemblance
what does the representativeness heuristic assume?
previously encountered examples are representative of the whole group
confirmation bias
seek and remember evidence that confirms our beliefs and ignore those that contradict
what does an empirical article have?
an abstract, introduction, method, results, discussion, and references
what is a variable?
something that varies
what are operational variables?
variables that have been defined in such a way that they are now measurable and manipulatable
what are conceptual variables?
the idea or concept we wish to measure
what is a frequency claim?
a claim about how common a single variable is
what is an association claim?
claims about a link between two variables
what is a causal claim?
claims about change in one variable causing change in another
what is a correlational study?
measuring at least 2 variables to be an association
what is validity?
how reasonable, accurate, or justified a claim is
what is construct validity?
how well conceptual variable is operationalized?
what is external validity?
how well the results generalize to a larger population
what is statistical validity?
how strongly do the numbers support the claim
what is internal validity?
how strongly the validity supports causation
what is a sample?
all individuals measured in a study
what is a population?
all individuals the researchers are interested in
what is spurious correlation?
mathematically correlated but not feasible
what is an example of spurious correlation?
rate of Nicholas cage movies and drownings have high statistical validity
what are confounding variables?
factors other than the independent variable that could be causing the dependent variable to change
can all variables be manipulated?
no, only some
what studies are association claims usually
correlational
what is positive association?
as one variable increases so does the other
what is negative association?
as one variable goes up the other goes down
what does it mean if a graph has no association?
one variable does not predict the other
what group does external validity focus on?
sample and population
what kind of problem does psych have?
a WEIRD one! White, Educated, Industrialized, Rich, and Democratic
what question does construct validity hope to answer?
how well does the operational variable capture the conceptual variable?
what question does external validity hope to answer?
how well does the sample represent the population?
what question does statistical validity hope to answer?
how consistent is the association in our study? How confident can we be that it wasn’t due to chance?
what is internal validity used for?
causal claims
what are the statistical validity answers?
true, false, false positive, and false negative
what is a perfect correlation?
-1 or 1
what is omission?
simply neglect to tell a participant some information
what is commission?
telling a participant something untrue
what is data fabrication?
making up or altering data
what is data falsification?
influence your results/biasing data collection
what are the three guiding principles from the Belmont Report?
respect for persons, beneficence, and justice
what are the American Psychological Associations guidelines?
Belmont Report + Fidelity/Responsibility and Integrity
what is respect for persons?
people are autonomous and therefore have free will to choose their own participation. Includes informed consent.
what groups cannot give informed consent?
children, individuals with cognitive disabilities, and people who are incarcerated
what is beneficence?
help people, do not harm them.
what is justice?
treating people fairly. Is there a balance between who participates and the population that would benefit?
what is fidelity and responsibility?
earn and establish trust
what is integrity?
be accurate, truthful, and honest
what are the three r’s for the Institutional Animal Care and Use Committee
replace, reduce, or refine
what is considered deception?
omission and commission
is deception necessary?
sometimes
what is deception?
knowingly misleading participants
what is data manipulation?
data fabrication and data falsification
what does data manipulation do?
creates misinformation
what is a self report?
participants answer questions about themselves in a survey or questionnaire
what are observational measures?
observing a behavior or performance on a task
what does physiological mean?
biological activity
what is test-retest reliability?
participants get the same score at multiple time points
what are the three types of measurements?
self-report, observational, physiological
what are examples of physiological measures?
heart rate, brain activity, eye-tracking, hormone levels
what are quantitative variables?
numerical and may or may not have distinct levels/categories
what are qualitative variables?
nominal, distinct categories, not numerical
when assessing construct validity…
does it look like what you want to measure? Does it correlate with other measures of the same variable? does it not correlate with measures of other, separate variables?
what is face validity asking?
does it seem like a good thing to measure?
what is criterion validity asking?
does it correlate with important outcomes?
what is convergent validity?
one measure correlates with the measure of another with the same variable
what is discriminant validity?
does it not correlate with measures of other variables you’re not trying to measure
what is reliability asking?
are the scores consistent?
what is inter-rater reliability?
multiple people measuring the same thing. Often used in qualitative research.
what is internal reliability?
multiple questions getting at the same thing

What does this image represent?
reliable but not valid

what does this image represent?
valid but not reliable

what does this image represent?
not reliable nor valid

what does this image represent?
both reliable and valid
what are the two subjective ways to assess construct validity?
face validity and content validity
what are the three empirical ways to assess construct validity?
criterion validity, convergent validity, and discriminant validity
what does categorical mean?
names of categories can be numerical but numbers do not have meaning
what does ordinal mean?
can be categorized and ranked
what does interval mean?
can be categorized and ranked, evenly spaced
what does ratio mean?
can be categorized and ranked, evenly spaced, and has a natural zero
what are closed-ended questions?
participants answer from a set of choices
what are double-barreled questions?
questions that are too complicated for people to respond and understand accurately
what does acquiescence mean?
just agreeing with everything
what does fence-sitting mean?
just responding to neutral to everything
what is observer bias?
when observers see what they expect to see
what is participant reactivity?
change in behavior when one is aware they are being observed
what are the three closed-ended question types?
likert-type scales, semantic differential scales, and forced choice