For many years, candidates have been asked to report whether any psychiatric disorders occur in them. Below are the available statistics of that field, when "yes" is coded as 1 and "no" is coded as 0. In addition, the value of 2 has been assigned to candidates in whom serious disordered behaviour has been directly observed by the test scorer.
0 | *********************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************** |
1 | ****************************************************************************************************************************************************************************************************************************************************************************************************** |
2 | ***************** |
Notice that the male and female means are about equal.
n = 152
0 | ************************************************************************************************************* |
1 | ****************************************** |
2 | * |
n = 982
0 | ********************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************************** |
1 | ******************************************************************************************************************************************************************************************************************************************************** |
2 | **************** |
Test name | n | r |
---|---|---|
California Test of Mental Maturity | 7 | 0.80 |
Laaglandse Aanlegtest - Herziening 2016 | 4 | 0.65 |
G-test (Nikos Lygeros) | 9 | 0.61 |
Mega Test (Ronald K. Hoeflin) | 13 | 0.54 |
Graduate Record Examination | 13 | 0.54 |
New York High I.Q. Society tests | 5 | 0.50 |
Tests by Nicolas Elenas (aggregate) | 14 | 0.49 |
Cattell Verbal (also known as Cattell B) | 9 | 0.46 |
Graduate Management Admission Test | 4 | 0.42 |
Female Intelligence Test | 6 | 0.38 |
Titan Test (Ronald K. Hoeflin) | 22 | 0.37 |
Cooijmans On-Line Test | 16 | 0.30 |
Chimera High Ability Riddle Test (Bill Bultas) | 5 | 0.27 |
Evens | 10 | 0.25 |
Scholastic Aptitude Test (old) | 19 | 0.24 |
Encephalist - R (Xavier Jouve) | 6 | 0.24 |
Tests by James Dorsey (aggregate) | 7 | 0.24 |
Qoymans Automatic Test #2 | 13 | 0.23 |
De Roskam | 4 | 0.19 |
Cattell Culture Fair | 40 | 0.18 |
F.N.A. (Xavier Jouve) | 4 | 0.18 |
A-22 - Early experimental association test in Netherlandic, 27 items (maximum score 31) | 4 | 0.17 |
Bonsai Test | 17 | 0.16 |
Genius Association Test | 116 | 0.15 |
Raven's Advanced Progressive Matrices (I.Q.) | 33 | 0.13 |
Drenth number series | 7 | 0.10 |
Association subtest of Long Test For Genius | 47 | 0.08 |
Test of Shock and Awe | 19 | 0.07 |
Qoymans Multiple-Choice #3 | 86 | 0.05 |
Qoymans Automatic Test #3 | 10 | 0.04 |
Associative LIMIT | 77 | 0.04 |
Omega Contemplative Items Pool (Tommy Smith) | 7 | 0.04 |
Tests by Nikolaos Soulios (aggregate) | 24 | 0.03 |
Logima Strictica 36 (Robert Lato) | 53 | 0.03 |
The Piper's Test | 17 | 0.02 |
Raven's Advanced Progressive Matrices (raw) | 25 | 0.02 |
Only idiots | 11 | 0.02 |
Reason - Revision 2008 | 106 | 0.02 |
Analogies of Long Test For Genius | 41 | 0.01 |
Cooijmans Intelligence Test - Form 1 | 18 | 0.01 |
Strict Logic Spatial Exam 48 (Jonathan Wai) | 31 | -0.00 |
Sequentia Numerica Form I (Alexander Herkner) | 13 | -0.00 |
Odds | 21 | -0.00 |
International High IQ Society tests (aggregate) | 55 | -0.01 |
Ultra Test (Ronald K. Hoeflin) | 10 | -0.01 |
Association subtest of Long Test For Genius (Netherlandic) | 7 | -0.02 |
Test For Genius - Revision 2004 | 78 | -0.02 |
The Bonsai Test - Revision 2016 | 62 | -0.03 |
Verbal section of Test For Genius - Revision 2004 | 110 | -0.04 |
Non-Verbal Cognitive Performance Examination (Xavier Jouve) | 41 | -0.04 |
The Final Test | 69 | -0.04 |
Strict Logic Sequences Exam II (Jonathan Wai) | 20 | -0.04 |
Qoymans Multiple-Choice #4 | 148 | -0.05 |
Culture Fair Numerical Spatial Examination - Final version (Etienne Forsström) | 58 | -0.05 |
Strict Logic Sequences Exam I (Jonathan Wai) | 75 | -0.05 |
Cartoons of Shock | 49 | -0.05 |
A Relaxing Test | 10 | -0.05 |
Reason Behind Multiple-Choice - Revision 2008 | 106 | -0.06 |
Combined Numerical and Spatial sections of Test For Genius - Revision 2010 | 55 | -0.06 |
Numerical section of Test For Genius - Revision 2010 | 117 | -0.06 |
Sigma Test (Melão Hindemburg) | 26 | -0.06 |
Spatial section of Test For Genius - Revision 2004 | 125 | -0.06 |
Reason Behind Multiple-Choice | 31 | -0.06 |
Labyrinthine LIMIT | 20 | -0.07 |
Cooijmans Intelligence Test 5 | 62 | -0.08 |
Tests by Paul Laurent Miranda (aggregate) | 16 | -0.09 |
Test For Genius - Revision 2010 | 36 | -0.10 |
Unknown and miscellaneous tests | 232 | -0.10 |
Short Test For Genius | 13 | -0.10 |
Problems In Gentle Slopes of the third degree | 51 | -0.12 |
Reason | 38 | -0.12 |
Long Test For Genius | 35 | -0.12 |
Logima Strictica 24 (Robert Lato) | 18 | -0.12 |
Test For Genius - Revision 2016 | 46 | -0.12 |
Cooijmans Intelligence Test - Form 3 | 185 | -0.12 |
Verbal section of Test For Genius - Revision 2016 | 45 | -0.13 |
Scholastic Aptitude Test (new) | 12 | -0.14 |
Reflections In Peroxide | 49 | -0.15 |
Cooijmans Intelligence Test - Form 2 | 62 | -0.15 |
Hoeflin Power Test (Ronald K. Hoeflin) | 7 | -0.15 |
Spatial section of The Marathon Test | 61 | -0.15 |
The Test To End All Tests | 63 | -0.16 |
Qoymans Multiple-Choice #5 | 108 | -0.17 |
Problems In Gentle Slopes of the first degree | 26 | -0.17 |
Isis Test | 83 | -0.18 |
Tests by Mislav Predavec (aggregate) | 14 | -0.18 |
Problems In Gentle Slopes of the second degree | 46 | -0.18 |
Numbers | 54 | -0.18 |
Tests by Ivan Ivec (aggregate) | 27 | -0.18 |
Gliaweb Riddled Intelligence Test - Revision 2011 | 199 | -0.18 |
Tests by Jason Betts (aggregate) | 23 | -0.18 |
Qoymans Multiple-Choice #2 | 17 | -0.19 |
Test of the Beheaded Man | 51 | -0.19 |
Epiq Tests (aggregate) | 26 | -0.20 |
The Nemesis Test | 59 | -0.20 |
Dicing with death | 15 | -0.20 |
Qoymans Automatic Test #1 | 14 | -0.20 |
Cooijmans Intelligence Test - Form 4 | 103 | -0.20 |
Combined Numerical and Spatial sections of Test For Genius - Revision 2016 | 68 | -0.20 |
Lieshout International Mesospheric Intelligence Test | 112 | -0.21 |
The Sargasso Test | 68 | -0.21 |
Gliaweb Riddled Intelligence Test (old version) | 43 | -0.21 |
Space, Time, and Hyperspace | 66 | -0.22 |
The Final Test - Revision 2013 | 20 | -0.22 |
Wechsler Adult Intelligence Scales | 51 | -0.22 |
Space, Time, and Hyperspace - Revision 2016 | 70 | -0.22 |
The Hammer Of Test-Hungry - Revision 2013 | 18 | -0.22 |
Daedalus Test | 35 | -0.22 |
Numerical and spatial sections of The Marathon Test | 60 | -0.22 |
916 Test (Laurent Dubois) | 24 | -0.23 |
A Paranoiac's Torture: Intelligence Test Utilizing Diabolic Exactitude | 42 | -0.24 |
Analogies subtest of Long Test For Genius (Netherlandic) | 7 | -0.25 |
Test of Inductive Reasoning / J.C.T.I. (Xavier Jouve) | 25 | -0.25 |
American College Testing program | 18 | -0.26 |
Verbal section of The Marathon Test | 42 | -0.27 |
Analogies #1 | 9 | -0.27 |
Narcissus' last stand | 32 | -0.28 |
Cito-toets | 13 | -0.29 |
Numerical Insight Test | 13 | -0.30 |
W-87 (International Society for Philosophical Enquiry) | 9 | -0.30 |
Spatial Insight Test | 25 | -0.31 |
Tests by Greg Grove (aggregate) | 41 | -0.32 |
Letters | 21 | -0.33 |
European I.Q. Test | 9 | -0.33 |
Psychometric Qrosswords | 22 | -0.33 |
Numerical section of The Marathon Test | 63 | -0.35 |
KIT Intelligence Test - first attempts | 15 | -0.35 |
De Laatste Test | 5 | -0.35 |
The Marathon Test | 38 | -0.37 |
Qoymans Multiple-Choice #1 | 16 | -0.37 |
The LAW - Letters And Words | 19 | -0.38 |
Long Test For Genius (Netherlandic) | 6 | -0.39 |
The Alchemist Test | 34 | -0.40 |
Divine Psychometry | 10 | -0.42 |
Words | 22 | -0.43 |
Psychometrically Activated Grids Acerbate Neuroticism | 14 | -0.45 |
Cooijmans On-Line Test - Two-barrelled version | 37 | -0.45 |
Tests by Brendan Harris (aggregate) | 6 | -0.45 |
Gliaweb Raadselachtig Analogieënproefwerk | 11 | -0.48 |
The Blue Test (Andres Gomez Emilsson) | 11 | -0.49 |
Wechsler Adult Intelligence Scales for Children | 9 | -0.51 |
Miller Analogies Test (raw; old version) | 7 | -0.54 |
Advanced Intelligence Test (Randy Myers) | 15 | -0.59 |
Queendom Culture Fair | 9 | -0.60 |
Association and Analogies (German) | 5 | -0.61 |
Tests by Iakovos Koukas (aggregate) | 6 | -0.62 |
Concep-T (Laurent Dubois) | 9 | -0.64 |
Tests by Theodosis Prousalis (aggregate) | 10 | -0.75 |
Low Countries Aptitude Test | 7 | -0.81 |
Weighted average of correlations: -0.112 (N = 5528, weighted sum = -618.22)
Conservatively estimated minimum g loading: -0.33
This negative correlation of disorders with I.Q. test scores and g is a long-standing observation. Given this long history and this huge amount of data, it seems safe to conclude now that -.33 is about the real value of the g loading of having a psychiatric disorder, at least on high-range tests. Over the full range of intelligence, g loadings are generally larger than in restricted ranges due to the statistical phenomenon of attenuation through restriction of range, so that in society at large it must be feared that those with psychiatric disorders have an even greater disadvantage on g-loaded tasks than this -.33 value suggests.
Test name | n | r |
---|---|---|
(220) Cattell Culture Fair | 6 | 0.74 |
(87) Cooijmans Intelligence Test - Form 2 | 4 | 0.67 |
(23) Gliaweb Riddled Intelligence Test - Revision 2011 | 17 | 0.44 |
(19) Numerical section of Test For Genius - Revision 2010 | 4 | 0.38 |
(3) Qoymans Multiple-Choice #5 | 5 | 0.18 |
(26) Verbal section of Test For Genius - Revision 2004 | 4 | 0.15 |
(10) Genius Association Test | 6 | -0.07 |
(80) Qoymans Multiple-Choice #4 | 15 | -0.08 |
(40) Reason Behind Multiple-Choice - Revision 2008 | 5 | -0.19 |
(242) Unknown and miscellaneous tests | 14 | -0.31 |
(57) Space, Time, and Hyperspace | 4 | -0.32 |
(2) Cooijmans Intelligence Test - Form 3 | 14 | -0.38 |
(106) Cooijmans Intelligence Test - Form 4 | 6 | -0.40 |
(24) Reason - Revision 2008 | 5 | -0.43 |
(116) Gliaweb Riddled Intelligence Test (old version) | 4 | -0.58 |
(1) Cartoons of Shock | 5 | -0.58 |
(44) Associative LIMIT | 4 | -0.63 |
(16) Lieshout International Mesospheric Intelligence Test | 4 | -0.64 |
(7) The Final Test | 5 | -0.76 |
(0) Test of the Beheaded Man | 4 | -0.80 |
(211) Culture Fair Numerical Spatial Examination - Final version (Etienne Forsström) | 4 | -0.93 |
Weighted average of correlations: -0.154 (N = 139, weighted sum = -21.46)
Conservatively estimated minimum g loading among females: -0.39
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.
Type | n | g loading of Disorders (own) on that type |
---|---|---|
Verbal | 1076 | -0.29 |
Numerical | 360 | -0.35 |
Spatial | 523 | -0.41 |
Logical | 220 | -0.23 |
Heterogeneous | 1670 | -0.36 |
N = 3849
Balanced g loading = -0.33
Country | n | mean score |
---|---|---|
Hungary | 2 | 1.00 |
Thailand | 3 | 0.67 |
Dominican_Republic | 2 | 0.50 |
Slovakia | 2 | 0.50 |
Argentina | 7 | 0.43 |
New_Zealand | 7 | 0.43 |
Switzerland | 7 | 0.43 |
Finland | 31 | 0.42 |
Portugal | 5 | 0.40 |
Singapore | 5 | 0.40 |
United_Kingdom | 53 | 0.38 |
Austria | 14 | 0.36 |
Australia | 20 | 0.35 |
United_States | 318 | 0.34 |
Brazil | 12 | 0.33 |
Cuba | 3 | 0.33 |
Cyprus | 3 | 0.33 |
Malaysia | 3 | 0.33 |
Korea_South | 20 | 0.30 |
Netherlands | 95 | 0.27 |
Canada | 33 | 0.27 |
Italy | 22 | 0.27 |
Norway | 15 | 0.27 |
Poland | 15 | 0.27 |
Czech_Republic | 4 | 0.25 |
France | 20 | 0.25 |
Japan | 12 | 0.25 |
Mexico | 8 | 0.25 |
Greece | 25 | 0.24 |
Sweden | 64 | 0.23 |
Denmark | 13 | 0.23 |
Germany | 75 | 0.23 |
South_Africa | 9 | 0.22 |
Belgium | 23 | 0.22 |
Turkey | 14 | 0.21 |
Russia | 5 | 0.20 |
India | 27 | 0.19 |
China | 22 | 0.18 |
Philippines | 6 | 0.17 |
Israel | 7 | 0.14 |
Bulgaria | 8 | 0.13 |
Spain | 25 | 0.12 |
Bosnia_and_Herzegovina | 4 | 0.00 |
Chile | 3 | 0.00 |
Croatia | 2 | 0.00 |
El_Salvador | 2 | 0.00 |
Hong_Kong | 5 | 0.00 |
Iran | 5 | 0.00 |
Nigeria | 5 | 0.00 |
Romania | 7 | 0.00 |
Serbia | 2 | 0.00 |
Slovenia | 4 | 0.00 |
Yugoslavia | 5 | 0.00 |
Correlation of this test with national average I.Q.'s published by Lynn and Vanhanen:
Personalia | n | r |
---|---|---|
Gifted Adult's Inventory of Aspergerisms | 119 | 0.41 |
Disorders (parents and siblings) | 1097 | 0.40 |
Observed associative horizon | 46 | 0.26 |
PSIA Neurotic - Revision 2007 | 90 | 0.21 |
PSIA Cruel - Revision 2007 | 90 | 0.10 |
PSIA Aspergoid - Revision 2007 | 90 | 0.10 |
Year of birth | 1124 | 0.07 |
Father's educational level | 1040 | 0.07 |
Cooijmans Inventory of Neo-Marxist Attitudes | 54 | 0.06 |
Mother's educational level | 1048 | 0.06 |
PSIA Antisocial - Revision 2007 | 90 | 0.01 |
Sex | 1135 | -0.00 |
PSIA Orderly - Revision 2007 | 90 | -0.01 |
PSIA Rare - Revision 2007 | 90 | -0.02 |
PSIA Just - Revision 2007 | 90 | -0.03 |
PSIA Introverted - Revision 2007 | 90 | -0.03 |
PSIA Deviance factor - Revision 2007 | 90 | -0.06 |
PSIA System factor - Revision 2007 | 90 | -0.06 |
PSIA Cold - Revision 2007 | 90 | -0.07 |
PSIA Rational - Revision 2007 | 90 | -0.09 |
PSIA Extreme - Revision 2007 | 90 | -0.09 |
PSIA True - Revision 2007 | 90 | -0.10 |
PSIA Ethics factor - Revision 2007 | 90 | -0.12 |
Educational level | 1101 | -0.15 |
Observed behaviour | 104 | -0.17 |
The Gifted Adult's Inventory of Aspergerisms and Disorders in parents and siblings are the best predictors of disorders. The zero correlation with Sex reflects the fact that the sexes have equal means.
Personalia | n | r |
---|---|---|
Gifted Adult's Inventory of Aspergerisms | 13 | 0.79 |
Observed associative horizon | 8 | 0.77 |
Disorders (parents and siblings) | 144 | 0.35 |
PSIA Neurotic - Revision 2007 | 9 | 0.30 |
PSIA Aspergoid - Revision 2007 | 9 | 0.26 |
PSIA Just - Revision 2007 | 9 | 0.23 |
PSIA System factor - Revision 2007 | 9 | 0.15 |
Father's educational level | 133 | 0.14 |
Mother's educational level | 132 | 0.10 |
PSIA Introverted - Revision 2007 | 9 | 0.09 |
PSIA Cold - Revision 2007 | 9 | 0.08 |
Year of birth | 147 | 0.06 |
PSIA Orderly - Revision 2007 | 9 | 0.03 |
Observed behaviour | 10 | 0.00 |
Educational level | 144 | -0.08 |
PSIA Rare - Revision 2007 | 9 | -0.11 |
PSIA Deviance factor - Revision 2007 | 9 | -0.15 |
PSIA Cruel - Revision 2007 | 9 | -0.16 |
PSIA Extreme - Revision 2007 | 9 | -0.30 |
PSIA Rational - Revision 2007 | 9 | -0.35 |
PSIA Antisocial - Revision 2007 | 9 | -0.42 |
PSIA True - Revision 2007 | 9 | -0.44 |
PSIA Ethics factor - Revision 2007 | 9 | -0.45 |
Personalia | n | r |
---|---|---|
Disorders (parents and siblings) | 952 | 0.41 |
Gifted Adult's Inventory of Aspergerisms | 103 | 0.38 |
PSIA Neurotic - Revision 2007 | 81 | 0.21 |
Observed associative horizon | 38 | 0.18 |
PSIA Cruel - Revision 2007 | 81 | 0.10 |
PSIA Aspergoid - Revision 2007 | 81 | 0.08 |
Year of birth | 974 | 0.08 |
Father's educational level | 906 | 0.06 |
Mother's educational level | 915 | 0.05 |
Cooijmans Inventory of Neo-Marxist Attitudes | 53 | 0.05 |
PSIA Antisocial - Revision 2007 | 81 | 0.03 |
PSIA Rare - Revision 2007 | 81 | -0.01 |
PSIA Orderly - Revision 2007 | 81 | -0.02 |
PSIA Introverted - Revision 2007 | 81 | -0.05 |
PSIA Deviance factor - Revision 2007 | 81 | -0.05 |
PSIA True - Revision 2007 | 81 | -0.06 |
PSIA Just - Revision 2007 | 81 | -0.07 |
PSIA Extreme - Revision 2007 | 81 | -0.07 |
PSIA Rational - Revision 2007 | 81 | -0.09 |
PSIA Ethics factor - Revision 2007 | 81 | -0.09 |
PSIA System factor - Revision 2007 | 81 | -0.09 |
PSIA Cold - Revision 2007 | 81 | -0.10 |
Educational level | 956 | -0.16 |
Observed behaviour | 94 | -0.18 |