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Research Consumer
Reads, evaluates, and uses scientific data.
Ex. A teacher reading a study on test taking and changing their study guide accordingly.
Research producer
Designs studies, collects data, and analyses results
Ex. a psychologist performing any test on individuals
Basic Research
Research that seeks general understanding without immediate practical goal
Ex. A study examines info moves through memory
Applied reseach
Begins with a practical problem and tests a possible solution
Ex. A study tests a program that reduces exam anxiety
Universality
Claims should be judged based on the evidence and not on the persons status
Communality
Scientists should share their methods, data and findings. so other researchers can evaluate
Disinterestedness
Researchers should seek accurate conclusions rather than allowing personal interests to influence the research
Organized skepticism
Scientists should question claims, require evidence, and reamain willing to change their conclusions when new evidence appears
Confirmation bias
Occurs when people seek or interpret evidence in ways that favor what they already believe
Availability heuristic
Makes it so that information that comes easily to mind seems more common or persuasive
Bias blind spot
A good story can feel convincing even when the evidence is weak. Can make our own judgement seem unusually accurate or unbiased
Comparison Groups
help show what would have happened without the treatment
confound
Some alternative factor that could also explain the result
Probabalistic
A conclusion can describe a tendency without explaining individual cases
Journalism
Type of source.
Communicated research to a broad audience. Easier to read, but simplified. PEER REVIEW NOT REQUIRED.
Empirical article
Reports one orginal study or a connected set of studies
Look for the sample, measures, design, analyses, results, and limitations.
Review Article
Organizes and evaluates findings from many studies. | The synthesis may be systematic, but it does not necessarily calculate a pooled effect. |
Meta-analysis
Statistically combines results from multiple studies.
Authors calculate an overall effect size and examine variation among studies
Abstract
Part of empirical article.
What did the reserchers study, how, and findings
Introduction
Part of empirical article.
What problem and prior evidence lef to the research question and hypothesis.
Method
Part of empirical article
Who participated, what was measured or manipulated, and what procedure was followed?
Results
Part of empirical article
What analyses were conducted and what numerical patterns were found?
Disscussion
How do the authors interpret the results, and what limitations and implications do they identify?
References
Which earlier sources did the authors cite
Frequency claim
One measured variable, usually percentage, level or proportion.
“Thirty percent of students nap each week”
Association claim
Two measured variables, uses terms such as related, linked, predicts, or associated.
More sleep is associated with better concentration
Causal claim
At least two variables, one variable changes another. Temporal.
A later start time improves concentration
Construct validity
Did the measures and manipulations represent the intended constructs?
Statistical validity
How strong, precise, and credible is the numerical conclusion?
Effect size, margin of error, confidence interval, statistical significance, sample size, and outliers.
External validity
To whom, where, and when can the result generalize?
Sampling, setting, population, time period, and replication across contexts
Internal Vailidty
Does the evidence justify a causal conclusion?
Random assignment, comparison conditions, order of events, confounds, and other alternative explanations
frequency validity priority
Construct and external
Statistical also matters
Association Validity priority
Construct and statistical
External matters when generalization is claimed
Casual validity Priority
Internal, construct, and statistical is essential
Conceptual Definition
A statement of the construct's central meaning and boundaries
A persistent emotional and cognitive response to perceived threat from snakes
Operational Defenition
The exact procedure used to measure or manipulate the construct
Measured variable
A variable recorded as it naturally occurs.
Dependent Variable
Maipulated Variable
A variable assigned or changed by the researcher.
Independent Variable
Positive association
High goes with high, low with low
More study time = higher score
Less sleep = less concentration
Negative Association
High with low
More loneliness = less support
Zero Association
The variables have no consistent relationship
Curvelinear
The direction or strength of the relationship changes across the range
Very low arousal → low performance
Moderate arousal → high performance
Very high arousal → low performance
Respect for Persons
Did participants choose freely with adequate information?
Informed consent, right to withdraw, added protection when autonomy is limited.
Beneficence or concern for welfare
Did researchers minimize harm and justify remaining risk?
Risk-benefit review, privacy protection, monitoring distress, and appropriate debriefing.
Justice
Are the burdens and benefits of research distributed fairly?
Fair recruitment and attention to whether the people studied can share in the benefits
IRB
reviews research involving human participants.
Informed consent
explains procedures, foreseeable risks, potential benefits, confidentiality, voluntariness, and contact information
Anonymous data
cannot be connected to a participant's identity
Confidential data
can be connected by authorized researchers but must be protected from improper disclosure.
Deception
Researchers may use deception only when it is scientifically justified, risks remain acceptable, and participants receive an appropriate debriefing.
Debriefing
Explains the true purpose and any deception and addresses questions or distress after the experiment.
Tuskegee Syphilis Study
The study examined syphilis and violated respect for persons, beneficence, and justice through deception, withheld treatment, harm, and exploitation of a disadvantaged group.
Milgram obedience studies
Participants believed they were harming another person. The main participant risk was psychological distress, and the deception required careful ethical justification and debriefing.
Fabrication
Making up data or results that did not occur.
Falsification
Changing or omitting data, methods, or results so the record becomes misleading.
Plagiarism
Presenting another person's words or ideas as one's own; it violates standards of honesty and attribution
IACUC
The local committee that reviews animal research and animal-care procedures.
Replacement
Use a nonanimal alternative when it can answer the research question
Reduction
Use the fewest animals needed for a scientifically valid study.
Refinement
Change housing, care, or procedures to reduce pain and distress
Core Feature
Is this quality part of what the construct means? | Perceiving that dependable help is available when needed |
Indicator
Is this an observable response that may reveal the construct? | Contacting a trusted friend when upset |
Cause
Could this experience increase or decrease the construct? | Moving far away from an established network |
Consequence
Could this outcome follow from a high or low level of the construct? | Feeling less isolated during a stressful week |
Neighboring construct
Is this related but conceptually distinct? | Extraversion or general sociability |
Clear
Can be understood by a reader who does not already know the construct
Central
Includes at least three distinct defining features
Bounded
Distinguishes the construct from a related idea
Usable
Provides enough guidance for writing questionnaire items
Trait Measurement
Ask what is typical or generally true for the respondent.
A frequency scale such as Never to Always often fits.
State
Ask what is true right now or at this very moment.
An agreement or intensity scale can capture current strength