Exam 2 Flashcards
cross-validation
process of administering a test to another sample of test takers, representative of the target population; can also simply gather a large enough data set and randomly split into 2 samples; influenced by sample and used to evaluate regression
calibration sample (aka Training Set)
sample for which regression parameters are set
validation sample (aka Test Set)
sample used to predict criterion scores
differential validity
when a test yields significantly different validity coefficients for subgroups
single-group valididty
valid for one group, but not for another
measurement bias
scores on a test are taken by different subgroups in the population (ex. men & women) need to be interpreted differently because of some characteristic of the test that is not related to the construct being measured
differential prediction
an outcome in which there is a significant difference between regression equations for 2 groups as indicated by differences in slopes, intercepts, or both.
criterion-related validity
the extent to which scores on a test correlate with scores on a measure of PERFORMANCE or behavior; extent to which tests scores correlate with or predict independent behaviors attitudes, or events
2 Methods for evidence of Criterion-Related Validity
- predictive 2. concurrent
Predictive Method
used to show a relationship between test scores and a future behavior
validity coeff.= a statistic used to infer the strength of the evidence of validity that the test scores might demonstrate in predicting job performance
restriction of range= asses job applicants on the predictor
Concurrent Method
test administration and criterion measurement happen at the same time. does NOT involve prediction; provides information about the present & status quo.
reliability/precision vs. validity
reliability/precision: the CONSISTENCY of test results that derives from 2 factors (internal consistency and test-retest reliability)
validity: depends on the INFERENCES that are going to be made from scores
objective criterion
observable and measurable; verifiable with facts and no doubt
subjective criterion
based on a person’s judgement; peer-ratings; well-defined objective criteria leads to less error, narrow scope
criterion contamination
when criterion measures MORE DIMENSIONS than those measured by the test; when unreliable/inappropriate criteria are used for validation, the true validity coefficient might be under or overestimated
Tests of Significance
“how likely is it that the correlation between the test & the criterion resulted from chance or from sampling error?”
coefficient of determination
determined the amount of variance that the test and criterion share; shared variance by sharing the validity coefficient to obtain r sq.
Linear Regression
one set of test scores (x) to predict one set of criterion scores; in linear regression, we refer to this line as the regression. we calculate the slope or b weight of the regression line- the expected change in Y for every one right unit change in X
Range Restriction
the reduction in range of scores that results when some people are dropped from a validity study such as when low performers are not hired, causing the validity coefficients to be lower than it would be if all persons were included in the study; correlations for range restriction are available
construct validity
evidence that a test relates to other tests and behaviors; a construct=behaviors, actions, that are observable and measurable