PSIA System Statistics

© Paul Cooijmans

Introduction

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.

Scores on PSIA System factor as of 18 February 2023

Contents type: Personality test other than for mental ability.   Period: 2003-2007

29 *
34 **
38 ***
39 ***
40 ****
41 *******
42 **
43 ***
44 ********
45 *****
46 *********
47 ***********
48 ******
49 *******
50 **********
51 ************
52 *******
53 ***********
54 *****
55 ******
56 *****
57 ****
58 **
59 ****
60 **
61 *****
62 **
63 **
66 *
67 ***
70 *
71 *
82 *
101 *

Scores by males

n = 125

29 *
34 *
38 *
39 **
40 ***
41 **
42 **
43 **
44 *******
45 *****
46 *********
47 ********
48 ******
49 *****
50 *********
51 ***********
52 *****
53 **********
54 *****
55 ****
56 ***
57 ***
58 **
59 ****
60 *
61 ****
62 **
63 **
66 *
67 ***
82 *
101 *

Scores by females

n = 31

34 *
38 **
39 *
40 *
41 *****
43 *
44 *
47 ***
49 **
50 *
51 *
52 **
53 *
55 **
56 **
57 *
60 *
61 *
70 *
71 *

Correlation of PSIA System factor with other mental ability tests

Test name n r
Strict Logic Spatial Exam 48 (Jonathan Wai)50.91
Isis Test50.83
Low Countries Aptitude Test50.81
Cattell Culture Fair50.76
Qoymans Multiple-Choice #150.71
Odds50.68
Epiq Tests (aggregate)70.65
Tests by Greg Grove (aggregate)60.62
Numerical Insight Test70.55
Graduate Record Examination40.54
Strict Logic Sequences Exam II (Jonathan Wai)60.50
Qoymans Multiple-Choice #580.48
Short Test For Genius50.47
Cooijmans Intelligence Test - Form 270.46
Tests by Ivan Ivec (aggregate)40.45
Test of Inductive Reasoning / J.C.T.I. (Xavier Jouve)80.41
Qoymans Multiple-Choice #280.41
Lieshout International Mesospheric Intelligence Test140.40
Qoymans Multiple-Choice #4250.38
Numbers120.37
Associative LIMIT90.35
Qoymans Automatic Test #250.33
Space, Time, and Hyperspace290.33
Test of Shock and Awe80.29
Qoymans Automatic Test #170.28
The Final Test190.26
Sigma Test (Melão Hindemburg)100.18
Analogies of Long Test For Genius200.17
Long Test For Genius170.17
Words40.16
Non-Verbal Cognitive Performance Examination (Xavier Jouve)190.15
Genius Association Test230.15
Reason Behind Multiple-Choice - Revision 200880.14
Reason Behind Multiple-Choice70.14
Wechsler Adult Intelligence Scales100.12
Miller Analogies Test (raw; old version)40.12
Logima Strictica 24 (Robert Lato)40.11
Qoymans Multiple-Choice #3560.08
Cartoons of Shock60.04
Bonsai Test80.04
Association subtest of Long Test For Genius230.03
Spatial section of Test For Genius - Revision 2004110.03
Spatial Insight Test140.03
Cooijmans On-Line Test - Two-barrelled version50.02
Omega Contemplative Items Pool (Tommy Smith)50.02
Numerical section of Test For Genius - Revision 201060.01
Unknown and miscellaneous tests41-0.01
Strict Logic Sequences Exam I (Jonathan Wai)17-0.04
Reason9-0.06
Cooijmans On-Line Test5-0.08
Logima Strictica 36 (Robert Lato)13-0.09
916 Test (Laurent Dubois)5-0.14
Cito-toets5-0.16
Combined Numerical and Spatial sections of Test For Genius - Revision 20105-0.19
Test For Genius - Revision 20048-0.19
American College Testing program4-0.20
The Test To End All Tests8-0.21
Raven's Advanced Progressive Matrices (I.Q.)6-0.25
Verbal section of Test For Genius - Revision 20049-0.31
Reason - Revision 20088-0.35
International High IQ Society tests (aggregate)16-0.36
Cooijmans Intelligence Test - Form 19-0.44
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

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 PSIA System factor 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 PSIA System factor on that type
Verbal2120.40
Numerical470.49
Spatial770.52
Logical30-0.12
Heterogeneous1040.44

N = 470

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

Balanced g loading = 0.34

National means for PSIA System factor

Country n mean score
Canada754.71
Poland354.67
United_States5151.49
Sweden551.40
India551.00
Netherlands2450.04
United_Kingdom649.17
Germany1148.73
Brazil548.20
Belgium348.00
Denmark347.67
Greece345.67
Finland444.75

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

Correlation with national I.Q.'s of PSIA System factor

Correlation of this test with national average I.Q.'s published by Lynn and Vanhanen:

Correlation of PSIA System factor with personal details

Personalia n r
PSIA Cold470.81
PSIA Just470.69
PSIA Orderly470.65
Gifted Adult's Inventory of Aspergerisms170.56
PSIA Aspergoid470.44
PSIA Introverted470.40
Observed associative horizon70.38
PSIA True470.37
PSIA Rational470.27
PSIA Deviance factor1560.24
PSIA Rare470.19
PSIA Ethics factor1560.18
Observed behaviour150.18
PSIA Extreme470.11
Sex1560.10
Disorders (parents and siblings)1560.06
Educational level1560.05
PSIA Cruel47-0.03
Disorders (own)156-0.05
PSIA Neurotic47-0.08
Year of birth156-0.09
PSIA Antisocial47-0.11
Father's educational level151-0.11
Mother's educational level151-0.20

Correlation with personal details of PSIA System factor - within females

Personalia n r
PSIA Just100.83
PSIA Orderly100.53
PSIA Cold100.52
PSIA Rational100.38
PSIA Introverted100.34
PSIA Deviance factor310.12
PSIA Neurotic100.08
PSIA Cruel100.08
PSIA Aspergoid100.06
Father's educational level310.03
PSIA True100.02
Educational level310.01
Mother's educational level30-0.01
PSIA Rare10-0.04
Disorders (parents and siblings)31-0.05
PSIA Antisocial10-0.08
Year of birth31-0.09
PSIA Ethics factor31-0.10
PSIA Extreme10-0.14
Disorders (own)31-0.35

Correlation with personal details of PSIA System factor - within males

Personalia n r
PSIA Cold370.84
PSIA Just370.67
PSIA Orderly370.66
Gifted Adult's Inventory of Aspergerisms170.56
PSIA Aspergoid370.49
PSIA True370.44
PSIA Introverted370.42
Observed associative horizon60.32
PSIA Deviance factor1250.27
PSIA Rational370.25
PSIA Ethics factor1250.24
PSIA Rare370.23
Observed behaviour130.15
PSIA Extreme370.15
Disorders (parents and siblings)1250.09
Educational level1250.04
Disorders (own)1250.01
PSIA Cruel37-0.05
Year of birth125-0.09
PSIA Neurotic37-0.11
PSIA Antisocial37-0.12
Father's educational level120-0.16
Mother's educational level121-0.24

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 quartile0.21 (178)
Below median0.40 (305)
Above median0.12 (352)
Above 3rd quartile0.53 (94)

A high g loading for a non-cognitive test.