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Empiricism
systematically using measurement and observations to make conclusions
Theory-Data-Cycle
Theory -> question -> design -> preregister hypothesis -> data -> support or revision
Theory
statement that describes how variables relate to each other and general principles
Hypothesis
prediction
Data
set of observations or measurement
Pre-registered
After a study is designed, but before collecting data
Replication
retest a study to check for consistency
Weight of Evidence
collection of studies and replications for a specific theory
Falsifiability
hypothesis that has the potential to not support a theory
Merton’s Scientific Norms
Universalism, Communality, Disinterested, Organized Skepticism
Universalism
anyone can do science no matter the level of education
Communality
Scientific findings should be shared to the public and other scientists
Disinterestedness
a scientists biases should not alter the data or results of a study
Organized Skepticism
Question everything and ask for evidence
Applied Research
research that addresses a practical problem that is applied in real world contexts
Basic Research
research that adds to the general body of knowledge
Translational Research
Research that turns basic research into applied research
Academic Journal
peer reviewed
Journalism
Secondhand report on research from a layperson
Mozart Effect
example of how journalists can misrepresent scientific findings
Comparison Group
Confound
potential alternative explanation for a research findings that threatens internal validity
Confederate
An actor instructed to play a specific role in an experiment
Probabilistic
Describes how the empirical method aims to represent a majority of cases, not all cases
Confirmation Bias
tendency to cherry-pick evidence that supports the answer you WANT to find
Availability Heuristic
incorrectly estimating how frequent something is based on how easy it is for you to recall
Present Bias
incorrectly assessing the relationship of an event and its outcome based on times where evidence is present and failing to consider evidence that is absent or hard to notice
Bias Blind Spot
tendency to believe that you are less bias than others
Disinformation
deliberate creation and distribution of information known to be false
Meta-analysis
mathematically averaging the effect sizes of all studies that have tested the same variables to identify the conclusion that a whole body of evidence supports
Why is meta-analysis valued
it weighs studies proportionally and prevents cherry-picking
Open Access
peer reviewed academic journals that are free to the general public
Paywalled
Peer reviewed academic journals that the public can only access if they pay a fee
Effect size
magnitude or strength of a relationship between 2 or more variables
Review Journal Article
summarization of all studies that have published in one research area
Constructs/Conceptual Variables
name of the concept being studied or a theoretical definition of the construct
Operational Variables
how the concept is measured or manipulated as variable in a study
Operationalize
to turn a concept into something that can be measured and manipulated
Variable
something that has at least 2 levels or values
Level
condition; one of the possible variations or values of a variable
Constant
a variable that could vary but has only one level in the study
Measured variable
variable whose levels are observed and recorded
Manipulated Variable
variable that the researcher controls
Frequency claim
quantitative; singular variable; always measured, NEVER MANIPULATED; describe a particular rate or degree of a single variable
Association claim
non-absolutes; describes how one level of a variable is likely to be associated with a particular level of another variable
What validities should you think about when presented with an association claim
construct, external, and statistical validity
Causal Claim
absolutes; one variable CAUSES a change in the other (2 variables)
Correlate
covary; when one variable changes, so does the other variable; at least 2 variables
Correlational Study
study in which the variables are measured and the relationship between them is tested
Positive association
high with high, low with low
What is one way a scatterplot can be used
when you want to represent an association
Negative/inverse association
high with low, low with high
Zero Association
no slope
What does the following language suggest → cause, enhance, decrease, change, affect, promotes, reduces, hurts, adds, trims, sometimes makes, increases, worsens, may lead to, fights, changes, distracts, exacerbates, prevents, may curb
Causal claims
What does the following language suggest → is linked to, is at higher risk for, in association with, is correlated with, prefers, is more/less likely to, may predict, is tied to, goes with
What does tentative language suggest → could, may, seem, suggest, sometimes, potentially, advice
What 3 criteria are needed to prove a causal relationship?
relationship between variables can’t be zero 2) causal variable must come BEFORE the outcome variable 3) no other explanations exist for the relationship
What are the 4 big validities?
construct, external, statistical, and internal validity
Validity
appropriateness of a conclusion or decision; is it measuring what it is supposed to measure
What are the characteristics of a valid claim
reasonable, accurate, and justifiable
What validities are used to evaluate a frequency claim
construct and external validity
Construct Validity
how well a conceptual variable is operationalized; how well a study measured or manipulated a variable
What is needed to ensure construct validity
each variable must be reliable and each level of the variable must be accurate
Generalizability
how were the study’s participants chosen and how well do participants represent the intended population
External Validity
how well the results of a study generalize to/represent people or contexts besides those in the original study
Statistical Validity
how precise, reasonable, and replicable a studies statistical conclusion is
Point Estimate
single numerical value that estimates a parameter
Confidence Interval
range designed to include the true population value a high proportion of the time
How is precision measured in a frequency claim
confidence intervals and margin of error of the estimate
What improves statistical validity
multiple estimates
How do you integrate an association claim
how well the correlational study behind the claim supports construct, external, and statistical validity
What criteria must be assessed to determine causation
covariance, temporal precedence, and internal validity
Margin of error
Covariance
the extent to which 2 variables are observed to go together
Temporal Precedence
method was designed so that the causal variable comes first in time before the effect variable
Internal validity
the degree of confidence that the causal relationship is not influenced by other variables or factors
Experiment
one variable is manipulated and the other is measured
What variable do you manipulate in an experiment
the variable thought to be the cause
What variable do you measure in an experiment
the variable thought to be the effect or outcome
Dependent variable
measured variable
Independent variable
manipulated variable
What ensures that the causal variable comes first?
manipulating the independent variable
Random Assignment
What is one benefit of random assignment
it increases internal validity
If a study does not meet one of the validities, should you conclude the study is faulty?
no
Debriefed
carefully informed about the studies hypotheses
Nuremburg Code
not a formal law, but influences ethical research laws in many countries
Declaration of Helsinki
guide for ethics in medical research and practice internationally
Belmont Report
ethical system in the U.S. that defined the ethical guidelines for researchers to follow
What are the principles in the Belmont Report
respect for persons, beneficence, and justice
Principle respect for persons
individuals potentially involved in research should be treated as autonomous agents and people with less autonomy are entitled to special protection for informed consent
Informed consent
individuals learn about the research projects to consider risks and benefits, to ultimately decide whether to participate in the study
What is not allowed when obtaining informed consent
researchers are not allowed to mislead people about the risks and benefits of the study and they can’t coerce or unduly influence a person into participating
Undue influence
offering an incentive too attractive to refuse
What is this an example of → a research study offers a large compensation to poor people who join their study
undue influence
What groups are entitled to special protection when it comes to informed consent
children, people who have developmental or intellectual disabilities, and prisoners
Why might children be unable to give informed consent
children may not understand the procedures involved well enough to make an informed decision
Why are prisoners susceptible to coercion
they may perceive requests to participate in research demands
Principle of beneficence
require that researchers must take precautions to protect participants from harm and ensure their wellbeing
How do researchers apply the principle of beneficence
carefully assess the risks and benefits of the study and how the community might benefit or be harmed