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critical thinking
careful reasoning that questions assumptions, evaluates evidence, and assesses conclusions.
hindsight bias
"I knew it all along" phenomenon, believing outcomes were predictable after they occur.
peer reviewers
independent experts who evaluate research before its published for accuracy.
theory
an explanation that organizes observations and predicts behaviors/ events.
hypothesis
a testable prediction that drives research, usually derived from a theory.
operational definition
a precise statement of procedures used to define + measure variables.
replication
repeating a study to confirm the reliability of findings.
case study
an in-depth analysis of one specific person/ group.
naturalistic observation
observing a person/ group in their natural environment, without any outside manipulation.
survey
a method for gathering self-reported data from a large group.
social desirability bias
responding in a way that makes someone look favorable.
self-report bias
inaccuracies when participants describe themselves.
sampling bias
when a sample doesn't fairly represent a population.
random sample
a sample where everyone in the population has an equal chance of inclusion.
population
the entire group a researcher wants to study + draw conclusions about.
correlation
a measure of how two variables relate or change each other.
correlation coefficient
a statistical index [-1,1] showing the strength + correlation of correlation.
variable
any factor that can change + be measured in research.
scatterplot
a graphed cluster of points showing the relationship between two variables.
illusory correlation
perceiving a correlation when one doesn't exist.
regression toward the mean
the tendency for extreme scores to return closer to average.
experiment
research method where one variable is manipulated to observe its effects.
experimental group
the group that receives treatment.
control group
the group not given the treatment, used for comparison.
random assignment
assigning participants to groups by chance to reduce bias.
single-blind procedure
participants don't know what group they're in.
double-blind procedure
neither researchers or participants know what group they're in.
placebo effect
improvement caused by expectations, not the treatment itself.
independent variable
the factor manipulated by the experimenter.
confounding variable
an uncontrolled factor that might influence results.
experimenter bias
when researchers' expectations unintentionally affect results.
dependent variable
the factor measured, the outcome affected by independent variable.
validity
the extent to which a test/ study measures what it claims to measure.
quantitative research
research using numerical data + statistical analysis.
qualitative research
research using descriptive, non-numerical data.
informed consent
participants must be told enough to decide whether to join a study.
debriefing
explaining the study, purpose, and any deception after it ends.
descriptive statistics
numbers that summarize + describe data.
histogram
a bar graph showing frequency distribution.
mode
the most frequent score.
mean
the arithmetic average.
median
the middle score when data is ordered.
percentile rank
the percentage of scores below a particular score.
skewed distribution
a distribution that is lopsided, not symmetrical.
range
the difference between the highest and lowest scores.
standard deviation
a measure of how much scores vary around the mean.
normal curve
a bell shaped distribution where most values cluster near the mean.
inferential statistics
methods that allow generalizations from sample data to a population.
meta-analysis
combining many study results to determine overall trends.
statistical significance
a measure of whether results are likely due to chance.
effect size
the strength/ magnitude of a relationship/ experimental effect.