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what does empiricism rely on?
data, experiments, scientific method
what does intuition rely on?
personal judgement, anecdotes, common sense
what 5 things make a good theory?
1. supported by data
2. falsifiable
3. parsimonious
4. promotes scientific progress
5. consistent with existing knowledge
what are the 3 reasons you can’t say “prove” in science?
it is tentative, uses probabilities, and is solely well-supported by evidence
why can press release be a source of distortion?
it may oversimplify, cherry-pick, or dramaticize results
why can news and social media be a source of distortion?
it lacks context and has misleading headlines
why can a peer-reviewed article be a source of distortion?
it can be hard for general audiences to understand
what are the problems with relying on experience instead of research?
there is no comparison group, it is confounded, and is not generalizeable
what is the typical 7-part structure of research articles?
1. title page
2. abstract
3. introduction
4. method
5. results
6. discussion
7. references
what 3 things do we need to know before evaluating construct validity?
1. are there clear definitions for variables
2. do measures distinguish between people
3. is it reliable
construct validity is important for which types of claims?
frequency, association, causal
what 2 things do we need to know before evaluating external validity?
1. who were the participants
2. when/where/how did the study take place
external validity is important for which types of claims?
frequency and association
what do we need to know before evaluating internal validity?
presence/absence of a 3rd variable that could explain the results
internal validity is important for which types of claim?
causal
descriptive statistics are used in which type of claim?
frequency
inferential statistics are used in which types of claims?
association and causal
what p-value indicates a statistically significant result?
p < 0.05
what are the 3 things that make a study important?
it is interesting, socially relevant, and well-designed
does a lower p-value mean a study is more or less likely to replicate?
more likely
what are the 3 questionable research practices?
1. underreported null findings/file drawer problem
2. harking
3. p-hacking
why does open science practice require sharing materials and data?
so that researchers can replicate or re-analyze studies
why does open science practice require reporting all variables and results found?
it reduces the file drawer problem
why does open science practice require preregistering methods, hypotheses, and analyses ahead of time?
to avoid harking and p-hacking
what is the downside of meta-analysis?
it could cause the file drawer problem
what were the ethics violations in the tuskegee syphilis study?
participants were not treated respectfully, participants were harmed, participants were a targeted/disadvantaged social group
what were the ethical concerns in the milgram obedience studies?
debriefing, balancing risk and benefit
what were the ethical concerns in the stanford prison experiment?
informed consent, participant harm, researcher bias
what groups require special protection under the respect for persons principle?
children, prisoners, people with cognitive disabilities
what 4 things must be listed in the informed consent form?
1. contact information for the IRB
2. confidentiality notice
3. compensation without coercion
4. full explanation of the study, risks/benefits
what risks would be considered under the beneficence principle?
harmful procedures, invasion of privacy, breach of confidentiality
what groups could be protected under the justice principle?
prisoners, people with disabilities, singled-out groups (ex. social media users)
what are the 5 APA ethical guidelines?
1. no coercion
2. informed consent
3. confidentiality
4. debriefing
5. no lasting harm
what are the 4 APA ethical guidelines for animals?
1. clear scientific purpose
2. humane
3. legally acquired
4. limit suffering
what are the 3 types of research misconduct?
1. data fabrication
2. data falsification
3. plagiarism
what are the 3 types of quantitative variables?
1. ordinal scale
2. interval scale
3. ratio
what are the 2 scales of measurement?
nominal/categorical and quantitative
college major and type of learning strategy demonstrate which scale of measurement?
nominal/categorical
the order that runners finish a race and education level demonstrate which scale of measurement?
quantitative ordinal
temperature and choices on a happiness scale demonstrate which scale of measurement?
quantitative interval
exam scores, height, and weight demonstrate which scale of measurement?
quantitative ratio
what does the NOIR acronym for scales of measurement stand for?
Nominal - name/category/type
Ordinal - order/ranking
Interval - equal/meaningful intervals between items
Rati0 - meaningful zero
how do we know when operationalization of a variable is appropriate?
when it has reliability and validity
what are the 2 types of construct validity?
subjective and empirical
what are the 2 types of subjective construct validity?
face and content
what are the 3 types of empirical construct validity?
criterion, convergent, discriminant
what question do face validity and content validity ask?
does it look like a good measure?
what question does criterion validity ask?
does it correlate with key behaviors?
what question do convergent validity and discriminant validity ask?
does the pattern make sense?