Psychological - W2 - Chapter 6 - Validity (DN) Part 2
Factor analysis is a mathematical technique used to reduce large sets of data by identifying underlying variables, or factors, that explain patterns of relationships among observed measures. It helps reveal the dimensions on which individuals differ.
factor analysis
a class of MATHEMATICAL PROCEDURES - frequently employed as DATA REDUCTION methods - designed to IDENTIFY VARIABLES (factors) on which people may DIFFER p.203-204
Key Terms
factor analysis
a class of MATHEMATICAL PROCEDURES - frequently employed as DATA REDUCTION methods - designed to IDENTIFY VARIABLES (factors) on which people may D...
factor loading
in FACTOR ANALYSIS - a metaphor suggesting that a test (or test item) carries with it or ‘loads’ on a certain amount of ONE or MORE ABILITIES - tha...
fairness
as applied to TESTS - the extent to which a test is used in an IMPARTIAL, JUST, and EQUITABLE way p.206-210
false negative
a specific type of MISS - when an assessment tool indicates a testtaker DOES NOT possess or exhibit a particular trait, ability, behaviour, or attr...
false positive
an ERROR in measurement - when an assessment tool indicates a testtaker DOES POSSESS or EXHIBIT a particular trait, ability, behaviour or attribute...
generosity error
also referred to as LENIENCY ERROR - a less than accurate rating or evaluation by a rater - due to the RATER'S general tendency to be LENIENT or IN...
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| Term | Definition |
|---|---|
factor analysis | a class of MATHEMATICAL PROCEDURES - frequently employed as DATA REDUCTION methods - designed to IDENTIFY VARIABLES (factors) on which people may DIFFER p.203-204 |
factor loading | in FACTOR ANALYSIS - a metaphor suggesting that a test (or test item) carries with it or ‘loads’ on a certain amount of ONE or MORE ABILITIES - that in turn have a DETERMINING INFLUENCE on the test score (or on response to an individual test item) p.203 |
fairness | as applied to TESTS - the extent to which a test is used in an IMPARTIAL, JUST, and EQUITABLE way p.206-210 |
false negative | a specific type of MISS - when an assessment tool indicates a testtaker DOES NOT possess or exhibit a particular trait, ability, behaviour, or attribute………when in fact, they DO POSSESS it p.193, 590 |
false positive | an ERROR in measurement - when an assessment tool indicates a testtaker DOES POSSESS or EXHIBIT a particular trait, ability, behaviour or attribute…….when in fact, they DO NOT p.193, 590 |
generosity error | also referred to as LENIENCY ERROR - a less than accurate rating or evaluation by a rater - due to the RATER'S general tendency to be LENIENT or INSUFFICIENTLY CRITICAL; contrast with severity error p.203, 403 |
halo effect | a type of RATING ERROR - the RATER VIEWS the OBJECT being rated with EXTREME FAVOUR……and tends to bestow ratings INFLATED in a POSITIVE DIRECTION; - a set of circumstances resulting in a RATER'S tendency to be POSITIVELY DISPOSED and INSUFFICIENTLY CRITICAL p.206, 403 |
hit rate | the PROPORTION of people who are ACCURATELY IDENTIFIED as POSSESSING or NOT POSSESSING a particular trait, behaviour, characteristic, or attribute BASED on TEST SCORES p.193 |
homogeneity | When a test contains ITEMS that MEASURE a SINGLE TRAIT i.e., the DEGREE to which a test measures a SINGLE FACTOR - i.e., the extent to which items in a scale are UNIFACTORIAL - the more HOMOGENEOUS a test the MORE INTER-ITEM CONSISTENCY - it is expected to have higher IC than a HETEROGENEOUS TEST - desirable as it provides straightforward INTERPRETATION (i.e., similar scores -= similar abilities on variable of interest) p.154-155 |
incremental validity | used in conjunction with PREDICTIVE VALIDITY - an INDEX of the EXPLANATORY POWER of ADDITIONAL PREDICTORS over and above the predictors already in use p. 195-196 |
inference | a LOGICAL RESULT or a DEDUCTION in a REASONING PROCESS p.181 |
intercept bias | a reference to the INTERCEPT of a REGRESSION LINE exhibited by a test or measurement procedure that SYSTEMATICALLY UNDER-PREDICTS or OVER-PREDICTS the performance of members of a group; contrast with slope bias p.571 |
leniency error | also referred to as GENEROSITY ERROR - a less than accurate rating or evaluation by a rater - due to the RATER'S general tendency to be LENIENT or INSUFFICIENTLY CRITICAL; contrast with severity error p.203, 403 |
local validation study | the process of GATHERING EVIDENCE, relevant to HOW WELL a test measures what it PURPORTS to MEASURE PURPOSE: evaluating the VALIDITY of a TEST or other MEASUREMENT TOOL WHY: typically done in conjunction with a population DIFFERENT from the POPULATION for whom the test was ORIGINALLY validated. - basically validating it on a local (new) population p.182 |
method of contrasted groups | a system of COLLECTING DATA on a PREDICTOR of INTEREST from groups KNOWN 'TO POSSESS' and to 'NOT POSSESS' a trait, attribute, or ability of interest p.236-237 |
miss rate | the PROPORTION of people a test or other measurement procedure FAILS to IDENTIFY ACCURATELY with respect to the possession or exhibition of a trait, behaviour, characteristic, or attribute - a MISS in this context is an INACCURATE CLASSIFICATION or PREDICTION - may be sub-divided into FALSE POSITIVES and FALSE NEGATIVES p.193 |
multitrait-multimethod matrix | a method of evaluating CONSTRUCT VALIDITY by simultaneously examining both CONVERGENT VALIDITY and DIVERGENT EVIDENCE HOW: by means of a TABLE of CORRELATIONS between TRAITS and METHODS p.203 |
predictive validity | a form of CRITERION-RELATED VALIDITY - it is an INDEX of the DEGREE to which a test score PREDICTS some FUTURE CRITERION MEASURE p.190 |
ranking | the ORDINAL ordering of persons, scores, or variables into RELATIVE POSITIONS or DEGREES of VALUE p.206 |
rating | a NUMERICAL or VERBAL JUDGEMENT - it places a person or attribute along a CONTINUUM, identified by a scale of NUMERICAL or WORD DESCRIPTORS (called a RATING SCALE) p.205 |
rating error | a JUDGEMENT that results from the intentional or unintentional MISUSE of a RATING SCALE - two types 1) LENIENCY (GENEROSITY) ERROR. 2) SEVERITY ERROR p.205 |
rating scale | a SYSTEM of ORDERED NUMERICAL or VERBAL descriptors, on which judgements about the PRESENCE/ABSENCE or MAGNITUDE of a particular trait, attitude, emotion, or other variable are indicated by RATERS, judges, examiners, or (when the rating scale reflects self-report) the assessee p.205, 247, 371 |
severity error | less than accurate rating or error in evaluation - due to the RATER'S tendency to be OVERLY CRITICAL; contrast with generosity error p.205, 403 |
slope bias | Slope bias occurs when a test predicts outcomes differently for separate groups, even if they have the same true ability or trait level. It reflects unequal validity of a test across groups. |
test blueprint | a detailed plan of the CONTENT, ORGANISATION, and QUANTITY of the ITEMS that a test will contain p.184, 186 |
validation | the process of GATHERING and EVALUATING validity evidence p.182 |
validation study | research that entails GATHERING EVIDENCE relevant to HOW WELL a test measures what it PURPORTS to measure PURPOSE: EVALUATING the VALIDITY of a test or other measurement tool p.182 |
validity | a JUDGEMENT regarding HOW WELL a test MEASURES what it PURPORTS to MEASURE - this judgement has important Implications regarding the APPROPRIATENESS of INFERENCES MADE and ACTIONS TAKEN on the basis of measurements p.125 |
validity coefficient | a CORRELATION COEFFICIENT that provides a measure of the RELATIONSHIP between TEST SCORES and SCORES on a CRITERION MEASURE p.192-195 |