Statistics of Words

© Paul Cooijmans

Scores on Words as of 10 February 2025

Contents type: Verbal.   Period: 2003-2016

3 *
25 *
29 *
30 **
33 **
34 **
35 *
36 ***
38 *****
39 ***
40 **

Correlation of Words with other mental ability tests

Test name n r
Problems In Gentle Slopes of the first degree40.99
The LAW - Letters And Words190.99
Problems In Gentle Slopes of the third degree40.98
Letters190.95
Numbers40.90
Epiq Tests (aggregate)50.83
Reason Behind Multiple-Choice - Revision 200880.81
Reflections In Peroxide40.80
Verbal section of The Marathon Test80.75
Narcissus' last stand40.71
Reason - Revision 200880.71
Logima Strictica 36 (Robert Lato)40.67
Verbal section of Test For Genius - Revision 2004100.62
Qoymans Multiple-Choice #580.59
The Marathon Test70.58
Test of the Beheaded Man50.57
Verbal section of Test For Genius - Revision 201650.54
Test For Genius - Revision 201060.52
Cooijmans Intelligence Test 540.52
The Sargasso Test60.49
Test For Genius - Revision 201650.49
Numerical section of The Marathon Test70.46
Spatial section of The Marathon Test70.43
Cartoons of Shock70.43
Strict Logic Sequences Exam I (Jonathan Wai)60.42
Cooijmans Intelligence Test - Form 360.38
Combined Numerical and Spatial sections of Test For Genius - Revision 201660.36
International High IQ Society tests (aggregate)50.34
Lieshout International Mesospheric Intelligence Test80.33
Numerical section of Test For Genius - Revision 201090.32
Tests by Greg Grove (aggregate)60.28
Numerical and spatial sections of The Marathon Test60.27
Space, Time, and Hyperspace - Revision 201660.26
Associative LIMIT80.26
The Bonsai Test - Revision 201660.25
The Final Test80.21
Cooijmans Intelligence Test - Form 450.21
The Nemesis Test70.18
Combined Numerical and Spatial sections of Test For Genius - Revision 201070.18
Genius Association Test100.17
Psychometric Qrosswords50.17
Spatial section of Test For Genius - Revision 2004100.11
Cooijmans On-Line Test - Two-barrelled version40.09
Problems In Gentle Slopes of the second degree40.08
The Test To End All Tests8-0.06
The Final Test - Revision 20134-0.08
Isis Test8-0.09
Association subtest of Long Test For Genius6-0.15
Gliaweb Riddled Intelligence Test - Revision 20118-0.18
Non-Verbal Cognitive Performance Examination (Xavier Jouve)5-0.28
Miscellaneous tests9-0.41
Qoymans Multiple-Choice #44-0.43
A Paranoiac's Torture: Intelligence Test Utilizing Diabolic Exactitude6-0.48
Test For Genius - Revision 20045-0.77
Sequentia Numerica Form I (Alexander Herkner)4-0.90
Qoymans Multiple-Choice #3 (batch scored by Paul Cooijmans)4-0.96

Weighted mean of correlations: 0.342 (N = 371)

Estimated g factor loading: 0.59

Ranking in above table is based on the unrounded correlations. All available data is present in this table, no tests are left out except for those with less than 4 score pairs. All known pairs are used, including possible floor/ceiling scores or outliers.

Estimated loadings of Words on particular item types

These are estimated g factor loadings, but against homogeneous tests (containing only particular item types) as opposed to non-compound heterogeneous tests. Although tending to surprise the lay person, it is not uncommon for tests to have high loadings on item types they do not actually contain themselves. Such loadings reflect the empirical fact that most tests for mental abilities measure primarily g, regardless of their contents; that the major part of test score variance is caused by g, and only a minor part by factors germane to particular item types. It is of key importance to understand that this is a fact of nature, a natural phenomenon, and not something that was built into the tests by the test constructors.

Typeng loading of Words on that type
Verbal1180.67
Numerical260.68
Spatial350.56
Logical80.84
Heterogeneous930.49

N = 280

Compound tests have been left out of this table to avoid overlap.

Balanced g loading = 0.65

National medians for Words

Country n median score
United_States934.0

For reasons of privacy, only countries with 3 or more candidates are included in this table. Ranking is based on the medians, and then alphabetic.

Correlation of Words with personal details

Personalia n r
PSIA Introverted - Revision 200741.00
PSIA Extreme - Revision 200740.97
PSIA Deviance factor - Revision 200740.93
Gifted Adult's Inventory of Aspergerisms90.75
PSIA Aspergoid - Revision 200740.69
PSIA Neurotic - Revision 200740.66
Observed behaviour60.52
PSIA Cold - Revision 200740.41
PSIA Cruel - Revision 200740.37
PSIA Antisocial - Revision 200740.21
Educational level220.20
PSIA Rare - Revision 200740.12
Sex230.08
Disorders (parents and siblings)22-0.04
Year of birth23-0.10
PSIA Rational - Revision 20074-0.23
Father's educational level20-0.25
Mother's educational level21-0.32
PSIA Orderly - Revision 20074-0.40
Disorders (own)22-0.43
PSIA System factor - Revision 20074-0.44
PSIA True - Revision 20074-0.50
PSIA Ethics factor - Revision 20074-0.62
Observed associative horizon4-0.70
PSIA Just - Revision 20074-0.75

Estimated g factor loadings for restricted ranges

In parentheses the number of score pairs on which that estimated g factor loading is based. The goal of this is to verify the hypothesis that g becomes less important, accounts for a smaller proportion of the variance, at higher I.Q. levels. The mere fact of restricting the range like this also depresses the g loading compared to computing it over the test's full range, so it would be normal for these values to be lower than the test's full-range g loading.

Below 1st quartile (raw 33.0)0.51 (82)
Below median (raw 36.0)0.50 (161)
Above median (raw 36.0)0.52 (206)
Above 3rd quartile (raw 38.0)0.35 (165)

Reliability analysis for Words

Error

Scores by age for Words

Age class n Median score
50 to 54234.0
45 to 49237.0
40 to 44336.0
35 to 39236.5
30 to 34232.0
25 to 29338.0
22 to 24235.5
20 or 21536.0
17234.5

N = 23

Scores by year taken for Words

Year taken n Median scoreprotonorm
2003431.0353
2004236.0378
2005134.0367
2006138.0394
2007139.0447
2008135.0369
2010239.0447
2011235.0369
2012136.0378
2013234.0367
2014238.5421
2015433.5366

N = 23

Robustness and overall test quality for Words

Item analysis

Item statistics are not published as that would help candidates. To detect bad items, answers and comments from candidates are studied, as well as, for each problem, the correlation with total score on the remaining problems (item-rest correlation) and the proportion of candidates getting it wrong (hardness of the item). Possible bad items are revised, replaced, or removed, possibly resulting in a revised version of the test.