These statistics are from test candidates required to take the Personality Scales for Intelligent Adults before taking I.Q. tests (which was the policy around 2004, 2005). The scores are t-scores (mean = 50, σ = 10) normed on an earlier group, so this group need not have an exact mean and σ of 50 and 10. The System factor was phased out early on in the development of the P.S.I.A. because it did not hold up well as a factor internally, but is interesting nevertheless because of its relatively high correlation with I.Q. scores, and may be reinstated later. It consisted of a normed weighted sum of the Cold, Just, and Orderly scales.
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60 | ** |
61 | ***** |
62 | ** |
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66 | * |
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70 | * |
71 | * |
82 | * |
101 | * |
n = 125
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38 | * |
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60 | * |
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66 | * |
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82 | * |
101 | * |
n = 31
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70 | * |
71 | * |
Test name | n | r |
---|---|---|
Strict Logic Spatial Exam 48 (Jonathan Wai) | 5 | 0.91 |
Isis Test | 5 | 0.83 |
Low Countries Aptitude Test | 5 | 0.81 |
Cattell Culture Fair | 5 | 0.76 |
Qoymans Multiple-Choice #1 | 5 | 0.71 |
Odds | 5 | 0.68 |
Epiq Tests (aggregate) | 7 | 0.65 |
Tests by Greg Grove (aggregate) | 6 | 0.62 |
Numerical Insight Test | 7 | 0.55 |
Graduate Record Examination | 4 | 0.54 |
Strict Logic Sequences Exam II (Jonathan Wai) | 6 | 0.50 |
Qoymans Multiple-Choice #5 | 8 | 0.48 |
Short Test For Genius | 5 | 0.47 |
Cooijmans Intelligence Test - Form 2 | 7 | 0.46 |
Tests by Ivan Ivec (aggregate) | 4 | 0.45 |
Test of Inductive Reasoning / J.C.T.I. (Xavier Jouve) | 8 | 0.41 |
Qoymans Multiple-Choice #2 | 8 | 0.41 |
Lieshout International Mesospheric Intelligence Test | 14 | 0.40 |
Qoymans Multiple-Choice #4 | 25 | 0.38 |
Numbers | 12 | 0.37 |
Associative LIMIT | 9 | 0.35 |
Qoymans Automatic Test #2 | 5 | 0.33 |
Space, Time, and Hyperspace | 29 | 0.33 |
Test of Shock and Awe | 8 | 0.29 |
Qoymans Automatic Test #1 | 7 | 0.28 |
The Final Test | 19 | 0.26 |
Sigma Test (Melão Hindemburg) | 10 | 0.18 |
Analogies of Long Test For Genius | 20 | 0.17 |
Long Test For Genius | 17 | 0.17 |
Words | 4 | 0.16 |
Non-Verbal Cognitive Performance Examination (Xavier Jouve) | 19 | 0.15 |
Genius Association Test | 23 | 0.15 |
Reason Behind Multiple-Choice - Revision 2008 | 8 | 0.14 |
Reason Behind Multiple-Choice | 7 | 0.14 |
Wechsler Adult Intelligence Scales | 10 | 0.12 |
Miller Analogies Test (raw; old version) | 4 | 0.12 |
Logima Strictica 24 (Robert Lato) | 4 | 0.11 |
Qoymans Multiple-Choice #3 | 56 | 0.08 |
Cartoons of Shock | 6 | 0.04 |
Bonsai Test | 8 | 0.04 |
Association subtest of Long Test For Genius | 23 | 0.03 |
Spatial section of Test For Genius - Revision 2004 | 11 | 0.03 |
Spatial Insight Test | 14 | 0.03 |
Cooijmans On-Line Test - Two-barrelled version | 5 | 0.02 |
Omega Contemplative Items Pool (Tommy Smith) | 5 | 0.02 |
Numerical section of Test For Genius - Revision 2010 | 6 | 0.01 |
Unknown and miscellaneous tests | 41 | -0.01 |
Strict Logic Sequences Exam I (Jonathan Wai) | 17 | -0.04 |
Reason | 9 | -0.06 |
Cooijmans On-Line Test | 5 | -0.08 |
Logima Strictica 36 (Robert Lato) | 13 | -0.09 |
916 Test (Laurent Dubois) | 5 | -0.14 |
Cito-toets | 5 | -0.16 |
Combined Numerical and Spatial sections of Test For Genius - Revision 2010 | 5 | -0.19 |
Test For Genius - Revision 2004 | 8 | -0.19 |
American College Testing program | 4 | -0.20 |
The Test To End All Tests | 8 | -0.21 |
Raven's Advanced Progressive Matrices (I.Q.) | 6 | -0.25 |
Verbal section of Test For Genius - Revision 2004 | 9 | -0.31 |
Reason - Revision 2008 | 8 | -0.35 |
International High IQ Society tests (aggregate) | 16 | -0.36 |
Cooijmans Intelligence Test - Form 1 | 9 | -0.44 |
Culture Fair Numerical Spatial Examination - Final version (Etienne Forsström) | 5 | -0.49 |
Weighted average of correlations: 0.149 (N = 661)
Estimated g factor loading: 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 PSIA System factor on that type |
---|---|---|
Verbal | 212 | 0.40 |
Numerical | 47 | 0.49 |
Spatial | 77 | 0.52 |
Logical | 30 | -0.12 |
Heterogeneous | 104 | 0.44 |
N = 470
Balanced g loading = 0.34
Country | n | mean score |
---|---|---|
Canada | 7 | 54.71 |
Poland | 3 | 54.67 |
United_States | 51 | 51.49 |
Sweden | 5 | 51.40 |
India | 5 | 51.00 |
Netherlands | 24 | 50.04 |
United_Kingdom | 6 | 49.17 |
Germany | 11 | 48.73 |
Brazil | 5 | 48.20 |
Belgium | 3 | 48.00 |
Denmark | 3 | 47.67 |
Greece | 3 | 45.67 |
Finland | 4 | 44.75 |
Correlation of this test with national average I.Q.'s published by Lynn and Vanhanen:
Personalia | n | r |
---|---|---|
PSIA Cold | 47 | 0.81 |
PSIA Just | 47 | 0.69 |
PSIA Orderly | 47 | 0.65 |
Gifted Adult's Inventory of Aspergerisms | 17 | 0.56 |
PSIA Aspergoid | 47 | 0.44 |
PSIA Introverted | 47 | 0.40 |
Observed associative horizon | 7 | 0.38 |
PSIA True | 47 | 0.37 |
PSIA Rational | 47 | 0.27 |
PSIA Deviance factor | 156 | 0.24 |
PSIA Rare | 47 | 0.19 |
PSIA Ethics factor | 156 | 0.18 |
Observed behaviour | 15 | 0.18 |
PSIA Extreme | 47 | 0.11 |
Sex | 156 | 0.10 |
Disorders (parents and siblings) | 156 | 0.06 |
Educational level | 156 | 0.05 |
PSIA Cruel | 47 | -0.03 |
Disorders (own) | 156 | -0.05 |
PSIA Neurotic | 47 | -0.08 |
Year of birth | 156 | -0.09 |
PSIA Antisocial | 47 | -0.11 |
Father's educational level | 151 | -0.11 |
Mother's educational level | 151 | -0.20 |
Personalia | n | r |
---|---|---|
PSIA Just | 10 | 0.83 |
PSIA Orderly | 10 | 0.53 |
PSIA Cold | 10 | 0.52 |
PSIA Rational | 10 | 0.38 |
PSIA Introverted | 10 | 0.34 |
PSIA Deviance factor | 31 | 0.12 |
PSIA Neurotic | 10 | 0.08 |
PSIA Cruel | 10 | 0.08 |
PSIA Aspergoid | 10 | 0.06 |
Father's educational level | 31 | 0.03 |
PSIA True | 10 | 0.02 |
Educational level | 31 | 0.01 |
Mother's educational level | 30 | -0.01 |
PSIA Rare | 10 | -0.04 |
Disorders (parents and siblings) | 31 | -0.05 |
PSIA Antisocial | 10 | -0.08 |
Year of birth | 31 | -0.09 |
PSIA Ethics factor | 31 | -0.10 |
PSIA Extreme | 10 | -0.14 |
Disorders (own) | 31 | -0.35 |
Personalia | n | r |
---|---|---|
PSIA Cold | 37 | 0.84 |
PSIA Just | 37 | 0.67 |
PSIA Orderly | 37 | 0.66 |
Gifted Adult's Inventory of Aspergerisms | 17 | 0.56 |
PSIA Aspergoid | 37 | 0.49 |
PSIA True | 37 | 0.44 |
PSIA Introverted | 37 | 0.42 |
Observed associative horizon | 6 | 0.32 |
PSIA Deviance factor | 125 | 0.27 |
PSIA Rational | 37 | 0.25 |
PSIA Ethics factor | 125 | 0.24 |
PSIA Rare | 37 | 0.23 |
Observed behaviour | 13 | 0.15 |
PSIA Extreme | 37 | 0.15 |
Disorders (parents and siblings) | 125 | 0.09 |
Educational level | 125 | 0.04 |
Disorders (own) | 125 | 0.01 |
PSIA Cruel | 37 | -0.05 |
Year of birth | 125 | -0.09 |
PSIA Neurotic | 37 | -0.11 |
PSIA Antisocial | 37 | -0.12 |
Father's educational level | 120 | -0.16 |
Mother's educational level | 121 | -0.24 |
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 | 0.21 (178) |
---|---|
Below median | 0.40 (305) |
Above median | 0.12 (352) |
Above 3rd quartile | 0.53 (94) |
A high g loading for a non-cognitive test.