an evidence-based method that draws on observation and experimentation
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Critical Thinking
thinking that does not automatically accept arguments and conclusions. Rather, it examines assumptions, appraises the source, discerns hidden biases, evaluates evidence, and assesses conclusions
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3 key elements of scientific attitude
1. Curiosity
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2. Skepticism
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3. Humility
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hindsight bias
the tendency to believe, after learning an outcome, that one would have foreseen it. (Also known as the "I-knew-it-all-along phenomenon")
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overconfidence bias
the bias in which people's subjective confidence in their decision making is greater than their objective accuracy. To seek information that confirms our bias
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Perceiving order in random events
People perceive patterns to make sense of their world. Random sequences often don't look random
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Peer reviewers
scientific experts who evaluate a research article's theory, originality, and accuracy
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Theory
an explanation using an integrated set of principles that organizes observations and predicts behaviors or events
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Hypothesis
A testable prediction, often implied by a theory
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Scientific Method
A series of steps followed to solve problems including collecting data, formulating a hypothesis, testing the hypothesis, and stating conclusions
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Operational definition
a carefully worded statement of the exact procedures used in a research study. For example, human intelligence may be operationally defined as what an intelligence test measures
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Replication
repeating the essence of a research study, usually with different participants in different situations, to see whether the basic finding extends to other participants and circumstances
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Case study
an observation technique in which one person is studied in depth in the hope of revealing universal principles
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Naturalistic observation
a descriptive technique of observing and recording behavior in naturally occurring situations without trying to manipulate and control the situation
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Survey
a descriptive technique for obtaining the self-reported attitudes or behaviors of a particular group, usually by questioning a representative, random sample of the group
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Sampling bias
a flawed sampling process that produces an unrepresentative sample
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Random sample
a sample that fairly represents a population because each member has an equal chance of inclusion
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Population
All those in a group being studied, from which samples may be drawn
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Correlation
A measure of the extent to which two factors vary together, and thus of how well either factor predicts the other.
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Correlation coefficient
a statistical index of the relationship between two things (from -1 to +1)
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Variable
anything that can vary and is feasible and ethical to measure
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Scatterplot
a graphed cluster of dots, each of which represents the values of two variables. The slope of the points suggests the direction of the relationship between the two variables. The amount of scatter suggests the strength of the correlation (little scatter indicates high correlation)
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illusory correlation
perceiving a relationship where none exists, or perceiving a stronger-than-actual relationship
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Regression toward the mean
the tendency for extreme or unusual scores to fall back (regress) toward their average.
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Experiment
A research method in which an investigator manipulates one or more factors to observe the effect on some behavior or mental process
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Experimental group
In an experiment, the group that is exposed to the treatment, that is, to one version of the independent variable.
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Control group
In an experiment, the group that is not exposed to the treatment; contrasts with the experimental group and serves as a comparison for evaluating the effect of the treatment.
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Random assignment
assigning participants to experimental and control conditions by chance, thus minimizing preexisting differences between those assigned to the different groups
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Double-blind procedure
an experimental procedure in which both the research participants and the research staff are ignorant (blind) about whether the research participants have received the treatment or a placebo. Commonly used in drug-evaluation studies.
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Placebo
Latin for "I shall please"
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Effect
experimental results caused by expectations alone; any effect on behavior caused by the administration of an inert substance or condition, which the recipient assumes is an active agent.
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independent variable
in an experiment, the factor that is manipulated; the variable whose effect is being studied
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confounding variable
in an experiment, a factor other than the factor being studied that might influence a study's result.
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dependent variable
in an experiment, the outcome that is measured; the variable that may change when the independent variable is manipulated
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Validity
the extent to which a test measures or predicts what it is supposed to
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Quantative research
a research method that relies on quantifiable, numerical data.
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Qualitative research
a research method that relies on in-depth, narrative data that are not translated into numbers
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informed consent
giving potential participants enough information about a study to enable them to choose whether they wish to participate
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debriefing
the post-experimental explanation of a study, including its purpose and any deceptions, to its participants
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descriptive status
numerical data used to measure and describe characteristics of groups. Includes measures of central tendency and measures of variation.
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histogram
a bar graph depicting a frequency distribution
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mode
the most frequently occurring score(s) in a distribution
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mean
the arithmetic average of a distribution, obtained by adding the scores and then dividing by the number of scores
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median
the middle score in a distribution; half the scores are above it and half are below it
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skewed distribution
a representation of scores that lack symmetry around their average value
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range
the difference between the highest and lowest scores in a distribution
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standard deviation
a computed measure of how much scores vary around the mean score
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normal curve
A symmetrical, bell-shape that describes the distribution of many types of data; most scores fall near the mean (68 percent fall within one standard deviation of it) and fewer and fewer near the extremes.
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inferential statistics
numerical data that allow one to generalize- to infer from sample data the probability of something being true of a population
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meta-analysis
a statistical procedure for analyzing the results of multiple studies to reach an overall conclusion
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statistical significance
a statistical statement of how likely it is that a result (such as the difference between samples) occurred by chance, assuming there is no difference between the populations being studied
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effect size
The strength of the relationship between two variables. The larger effect size, the more one variable can be explained by the other