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critical thinking
thinking that doesn’t automatically accept arguments and conclusions; asks questions, evaluates evidence, discerns hidden biases, and assesses conclusions
hindsight bias
tendency to believe after learning an outcome that one would’ve foreseen it (“I knew it all along”)
peer reviewers
scientific experts who evaluate a research article’s theory, originality, and accuracy
theory
explanation organizing observations and predicting behaviors or events
hypothesis
testable prediction implied by a theory
falsifiable
possibility an idea, hypothesis or theory can be disproven by observation or experimentation
operational definitions
carefully worded statement of the exact procedures used in a research study
replication
repeating the essence of a study to see if the basic finding can be replicated
case study
non-experimental technique where an individual or group is studied in depth
naturalistic observation
non-experimental technique of observing and recording behavior in naturally occurring situations without interfering
survey
non-experimental technique for obtaining self-reported behaviors of a particular group through questioning a representative sample of the group
social desirability bias
bias from people responding in a way they presume the researcher wants or expects
self-report bias
bias when people report their behavior inaccurately
sampling bias
flawed sampling process producing an unrepresentative sample
population
all those in a group being studied from which samples may be drawn
correlation
a measure of the extent to which two factors relate to each other and can predict each other
correlation coefficient
statistical index of the relationship between two variables (-1.00 to +1.00)
variable
anything that can vary and is feasible and ethical to measure
scatterplot
graphed cluster of dots that represent the values of two variables; slope suggests direction of relationship between the variables
illusory correlation
perceiving a relationship where none exists or perceiving a stronger than actual relationship
regression toward the mean
tendency for extreme scores to fall back toward the average
experiment
research method with an investigation manipulating independent variables to observe the effect (DV) by random assignment of participants
experimental group
group exposed to the active ingredient (one version of the IV)
control group
group not exposed to the active ingredient
random assignment
assigning participants to experimental and control groups by chance
single blind procedure
when the research participants don’t know if they’ve received a treatment or placebo
placebo effect
experimental results caused by expectations alone
double blind procedure
research participants and research staff don’t know who received placebo or treatment
independent variable
the factor that is manipulated
confounding variable
factor other than the factor being studied that might influence a study’s results
experimental bias
bias caused when researchers may unintentionally influence results to confirm their own beliefs
dependent variable
outcome that is measured; variable that changes when IV is manipulated
validity
extent to which an experiment predicts what it’s supposed to
quantitative
numerical data
qualitative
in-depth narrative data not translated into numbers
descriptive statistics
numerical data used to measure and describe characteristics
histogram
bar graph depicting a frequency distribution
mode
most frequently occurring score
mean
average of data
median
middle score
percentile rank
percentage of scores that are lower than a given score
skewed distribution
representation of scores that lack symmetry around the average value
range
difference between the highest and lowest scores
standard deviation
how much scores vary around the mean
normal curve
symmetrical bell shaped curve
inferential statistics
numerical data that allow one to inter from sample data the probability of something being true of a population
meta analysis
statistical procedure for analyzing the results of multiple studies to reach an overall conclusion
statistical significance
statistical statement of how likely it is a result occurred by chance (null hypothesis- occurred by chance)
effect size
strength of the relationship between two variables (larger the effect, the more one variable can be explained by the other)
psychology
scientific study of the mind and behavior, aiming to understand why humans and animals think, feel, and act the way they do
confirmation bias
tendency to search for, interpret, favor, or recall information that confirms one’s pre-existing beliefs while disregarding contradictory evidence
overconfidence
cognitive bias overestimating one’s knowledge, abilities, or judgment, believing that their performance is better than others
meta-analysis
combining the results of multiple independent studies on the same topic to make a generalization
sample
set of individuals selected from a larger population to participate in a research study
experimenter bias
unconscious, unintentional influence a researcher exerts on a study’s outcome based on experience or beliefs
random sample
set of individuals selected from a larger population where every member has an equal probability of being selected
convenience sampling
non-probability sampling technique where participants are selected based on their ready availability and willingness to participate, rather than through random selection
representative sample
carefully chosen sample group that accurately reflects the characteristic of the whole population
experimental methodology
scientific approach used to determine cause-and-effect relationships by manipulating an independent variable to measure its effect on a dependent variable
non-experimental methodology
research that lacks the manipulation of an independent variable and/or random assignment of participants
directionality problem
flaw in correlational research where two variables are related but it is impossible to determine if one causes the other
third variable problem
when a hidden confounding variable causes both studied variables, creating a false correlation between them
placebo
an inert substance or procedure that produces only produces a real positive health improvement due to the patient’s belief, expectation, or conditioning (the substance doesn’t chemically do anything though)
likert scales
psychometric, close-ended survey tool used to measure attitudes, opinions, and personality traits (the lego face scale in Miss Edward’s office)
institutional review
administrative committee that reviews, approves, and monitors research involving human participants to protect their rights, welfare, and privacy
informed consent
mandatory process where practitioners share info about treatments or research to ensure participants make educated, voluntary decisions
informed asent
affirmative agreement by a minor to participate in research or treatment, acknowledging they cannot provide legal consent
protect from harm
ethical principle requiring researchers to ensure participants’ physical and mental well-being throughout the process
confidentiality
ethical and legal obligation restricting disclosure of client information to third parties without written consent
research confederates
an actor working with researchers who poses as a fellow participant but whose behavior is predetermined to influence the study’s results
debriefing
an ethical, post-experimental process where researchers provide participants with full information about a study’s true purpose, methods, and findings
measure of central tendency
descriptive statistics that identify a single value representing the center or typical score of a data distribution
bimodal distribution
a probability distribution with two distinct peaks
measures of variation
descriptive statistics that quantify how spread out, dispersed, or clustered a set of scores is around the mean