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Critical Thinking
Systemically evaluating information to reach reasonable conclusions
Amiable Skepticism
Open to new ideas, but wary of new findings if not supported by scientific evidence and sound reasoning
Objectivity
Makes a source credible
Empirical
Based on scientific investigation. Counts as evidence
Scientific Consensus
When empirical research suggests a single conclusion
Scientific Inquiry
Empirical questions about the what, when, why, and how of behavior and mental processes
Scientific Method
Systematic procedure for observing & measuring phenomena to answer empirical questions. Goal is to be bias-free
Theory
An explanation or model of what gives rise to phenomenon. It’s one of the three critical elements of the scientific method
Hypothesis
A specific, testable prediction about the study outcome that would best support the theory. It’s one of the three critical elements of the scientific method
Research
The systematic and careful collection of data, and their quantitative analysis. It’s one of the three critical elements of the scientific method
HOMER
Hypothesize, Operationalize, Measure, Evaluate, Repliacate/Revise/Report
Variable
Something in the world that can vary (or can be manipulated) & that a researcher can measure
Operational definition
Identifying and quantifying variables so they can be measured
Population
Everyone in the group the experimenter is interested in
Sample
A subset of a population. Should be representative of the population and unbiased
Random Sampling
Everyone in the population has an equal chance of being chosen to participate
Convenience Sampling
Using participants who are available to you. May not be a representative sample for some questions
Descriptive Studies
Involve observing & noting the behavior of people or other animals to provide a systematic & objective analysis of the behavior
Naturalistic Observation
Passive observation; don’t interact in situation. Type of descriptive study
Participant Observation
Active involvement; involved in situation. Type of descriptive study
Observer Bias
Systematic errors in observation that occur because of an observer’s expectations. One of the caveats of descriptive study
Experimenter expectancy effect
Actual change in the behavior of people/animals observed due to expectations of the observer or due to observation. One of the caveats of descriptive study
Correlational Studies
Examines how variables are naturally related in the real world, without any attempt by the researcher to alter them
Directionality Problem
Researchers find a relationship between two variables but cannot determine which variable may have caused changes in the other variable. One of the caveats of correlational study
Third variable problem
Researchers cannot be confident that an unmeasured variable is not the actual cause of the effects in the variables of interest. One of the caveats of correlational study
Experimental Studies
Study that tests casual hypotheses by measuring and manipulating variables. Hypothesis is factor X causes factor Y
Independent Variable
The variable that changes in the experiment and doesn’t depend on another. Should be the only difference between conditions in an experiment
Dependent Variable
The variable to changes due to the independent variable. Gives you the result of an experiment
Confounding Variable
Anything that affects the DV and may unintentionally also vary between experimental groups of a study. Provides an alternative explanation for the results
Selection Bias
Unintended differences between participants in different groups
Random Assignment
Each participant has an equal chance of being assigned to any level of the IV, to ensure preexisting differences are randomly distributed between groups. Happens DURING the experiment, NOT before
Cons of Experimental Study
May be labor-intensive/costly; often take place in artificial settings; samples may not generalize to population
Data
Objective observations or measurements; tests the hypothesis. Can come from observation, case studies, self report, response performance, body-brain activity
Validity
Extent to which study actually measures what it intends to measure
Reliability
Extent to which a measure is stable and consistent over time (or across replications by others)
Internal validity
The degree to which the effects observed in an experiment are truly due to the manipulation of the independent variable
External Validity
The degree to which the findings of a study can generalize to the real world
Descriptive Statistics
Characterize the group of data collected in a study
Central tendency
Describes a typical response or behavior of a group as a whole. Doesn’t apply to everyone, but doesn’t negate the research finding
Mean
Average of a set of numbers (shortest distance to all datapoints)
Median
The value in a set of numbers that falls exactly halfway between the upper and lower halves of the datapoints
Mode
The most frequent datapoint in a set of numbers
Variability
How widely dispersed the values are from each other and the mean
Standard Deviation
How far away each value is, on average, from the average. Usually reflects percent of population
Positive Correlation
Both variables increase or decrease together
Negative correlation
As one variable increases, the other decreases
Inferential Statistics
Set of procedures used to make inferences about whether differences actually exist between sets of data (aka reach a conclusion based on results)
Statistically significant result
Differences not likely due to chance. Generally psych uses (p<.05), or 5% chance, as a significance level