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Conceptual definition
a researcher's definition of a variable at the theoretical level
Self-report measure
a method of measuring a variable in which people answer questions about themselves in a questionnaire or interview
Observational measure
a method of measuring a variable by recording observable behaviors or physical traces of behaviors
Physiological measure
a method of measuring a variable by recording biological data
Categorical variable
A variable whose levels are categories (e.g., male and female). Also called nominal variable.
Quantitative variable
a variable whose values can be recorded as meaningful numbers
ordinal scale
a quantitative measurement scale whose levels represent a ranked order, in which it is unclear whether the distances between levels are equal
Interval scale
A quantitative measurement scale that has no "true zero," and in which the numerals represent equal intervals (distances) between levels (e.g., temperature in degrees).
Ratio scale
a quantitative scale of measurement in which the numerals have equal intervals and the value of zero truly means "nothing"
Reliability
The consistency of the results of a measure
Validity
The appropriateness of a conclusion or decision.
test-retest reliability
the consistency in results every time a measure is used
interrater reliability
The degree to which two or more coders or observers give consistent ratings of a set of targets.
internal reliability
in a measure that contains several items, the consistency in a pattern of answers, no matter how a question is phrased
correlation coefficient r
A single number, ranging from -1.0 to 1.0, that indicates the strength and direction of an association between two variables.
Slope direction
the upward, downward, or neutral slope of the cluster of data points in a scatterplot
Strength
a description of an association indicating how closely the data points in a scatterplot cluster along a line of best fit drawn through them
Average inter-item correlation (AIC)
a measure of internal reliability for a set of items; it is the mean of all possible correlations computed between each item and the others
Cronbach's alpha
a correlation-based statistic that measures a scale's internal reliability
face validity
the extent to which a measure is subjectively considered a plausible operationalization of the conceptual variable in question
content validity
the extent to which a measure captures all parts of a defined construct
Criterion validity
An empirical form of measurement validity that establishes the extent to which a measure is associated with a behavioral outcome with which it should be associated
known-groups paradigm
a method for establishing criterion validity, in which a researcher tests two or more groups, who are known to differ on the variable of interest, to ensure that they score differently on a measure of that variable
convergent validity
an empirical test of the extent to which a self-report measure correlates with other measures of a theoretically similar constructed
discriminant validity
an empirical test of the extent to which a self-report measure does not correlate strongly with measures of theoretically dissimilar constructs
Three Types of Reliability
Test-rested reliability
Interrater reliability
Internal reliability
Scatterplots can show Interrater agreement
if there is good Interrater reliability we should see we have a perfect diagonal line
Scatterplots can show Interrater disagreement
if there is no good Interrater reliability, we should see a lot of spread