Statistics of Intelligence Quantifier by assessment

© 26 July 2021 Paul Cooijmans

Introduction

This report contains statistics of Intelligence Quantifiers (I.Q.'s) established via a combination of observation, interview, experiment, and testing. While strictly speaking not psychometrics, this approach is extremely robust against score inflation, fraud, answer leakage and the like, as well as population-independent. The latter means that these I.Q.'s are able to reveal possible changes over time of a population distribution, such as average or spread, as the I.Q.'s are not relative to any population. For clarity, I.Q.'s that are normed on a population can not reflect any such changes, as they go along with those changes and thus hide them.

Norms

The relation of I.Q. with protonorms and other norms is shown in the protonorm table. The assessed I.Q.'s may be used in future adjustments of the relation between protonorms and norms, to help keep that relation stable over time and population-independent.

Scores on Intelligence Quantifier by assessment as of 26 July 2021

Contents type: Observation.   Period: 2010-present

78 *
80 *
90 *
95 *
103 *
105 **
107 *
109 *
110 *
112 *
115 *
116 *
118 *
120 ***
121 *
123 *
125 *****
126 **
127 ***
128 **
129 ***
130 *********
131 *
132 ***
133 *
134 *****
135 *****
136 ****
137 ****
138 ***
139 *********
140 *********
141 **
142 *
143 *******
144 *
145 *
146 **
147 ****
148 *****
149 **
150 ***
151 ***
152 *
153 *
154 *
155 **
158 *
159 *
160 ****
161 **
165 ***
167 *
168 *
170 *
172 *
174 *
175 *
176 *
180 *
181 *
183 *

Scores by males

n = 121

78 *
95 *
103 *
105 **
107 *
109 *
112 *
115 *
116 *
118 *
120 **
121 *
123 *
125 ****
126 **
127 ***
129 ***
130 *****
132 **
133 *
134 ****
135 *****
136 ****
137 ***
138 ***
139 *********
140 *******
141 **
142 *
143 *******
144 *
145 *
146 *
147 ****
148 ****
149 *
150 **
151 **
152 *
153 *
154 *
155 **
159 *
160 ****
161 **
165 ***
167 *
168 *
170 *
172 *
174 *
175 *
176 *
180 *
181 *
183 *

Scores by females

n = 23

80 *
90 *
110 *
120 *
125 *
128 **
130 ****
131 *
132 *
134 *
137 *
140 **
146 *
148 *
149 *
150 *
151 *
158 *

Correlation of Intelligence Quantifier by assessment with other tests by I.Q. Tests for the High Range

(Test index) Test name n r
(65) Long Test For Genius (Netherlandic)80.97
(56) Short Test For Genius160.95
(77) Analogies #160.92
(76) Analogies subtest of Long Test For Genius (Netherlandic)80.91
(63) Long Test For Genius170.90
(85) Cooijmans Intelligence Test - Form 1150.90
(106) Cooijmans Intelligence Test - Form 4140.90
(55) Spatial Insight Test50.89
(47) Psychometrically Activated Grids Acerbate Neuroticism70.89
(23) Gliaweb Riddled Intelligence Test - Revision 2011130.88
(48) Narcissus' last stand130.86
(109) The Bonsai Test - Revision 2016140.86
(18) The Nemesis Test230.86
(36) Reflections In Peroxide150.84
(70) A-22 - Early experimental association test in Netherlandic, 27 items (maximum score 31)50.84
(104) The Final Test - Revision 2013110.84
(117) The Hammer Of Test-Hungry - Revision 2013110.83
(3) Qoymans Multiple-Choice #5300.83
(40) Reason Behind Multiple-Choice - Revision 2008300.83
(30) Verbal section of The Marathon Test150.83
(53) Qoymans Multiple-Choice #3110.82
(0) Test of the Beheaded Man150.82
(75) Analogies of Long Test For Genius180.82
(1) Cartoons of Shock170.81
(28) The Test To End All Tests300.81
(87) Cooijmans Intelligence Test - Form 2120.80
(7) The Final Test290.80
(66) Test For Genius - Revision 2004180.80
(2) Cooijmans Intelligence Test - Form 3270.80
(42) The Marathon Test140.79
(39) Combined Numerical and Spatial sections of Test For Genius - Revision 2010170.79
(62) Reason Behind Multiple-Choice100.79
(54) Test of Shock and Awe50.78
(57) Space, Time, and Hyperspace310.78
(44) Associative LIMIT210.78
(113) The Piper's Test70.77
(79) Association subtest of Long Test For Genius210.77
(107) The Alchemist Test100.77
(110) Cooijmans Intelligence Test 5140.77
(105) Space, Time, and Hyperspace - Revision 2016160.76
(26) Verbal section of Test For Genius - Revision 2004270.75
(21) Psychometric Qrosswords110.75
(112) Combined Numerical and Spatial sections of Test For Genius - Revision 2016150.74
(68) Numbers320.74
(31) Numerical section of The Marathon Test160.74
(45) Numerical and spatial sections of The Marathon Test150.73
(80) Qoymans Multiple-Choice #4210.71
(37) Problems In Gentle Slopes of the third degree140.71
(10) Genius Association Test310.70
(111) Test For Genius - Revision 2016140.69
(4) A Paranoiac's Torture: Intelligence Test Utilizing Diabolic Exactitude160.69
(34) De Roskam40.68
(27) Spatial section of Test For Genius - Revision 2004290.67
(74) Cooijmans On-Line Test60.67
(43) Test For Genius - Revision 2010130.67
(33) Problems In Gentle Slopes of the first degree110.66
(16) Lieshout International Mesospheric Intelligence Test300.66
(103) Problems In Gentle Slopes of the second degree140.65
(5) Daedalus Test120.63
(67) A-18 - Early experimental association test in Netherlandic60.62
(12) Cooijmans On-Line Test - Two-barrelled version170.62
(84) Bonsai Test90.61
(15) Letters80.60
(24) Reason - Revision 2008300.59
(32) Spatial section of The Marathon Test160.59
(25) The Sargasso Test200.58
(82) Reason120.56
(41) The LAW - Letters And Words80.55
(19) Numerical section of Test For Genius - Revision 2010280.55
(81) Association subtest of Long Test For Genius (Netherlandic)100.54
(46) Labyrinthine LIMIT50.52
(108) Verbal section of Test For Genius - Revision 2016140.51
(11) Isis Test250.51
(69) Odds60.50
(114) Dicing with death70.50
(83) KIT Intelligence Test - first attempts70.32
(29) Words100.30
(116) Gliaweb Riddled Intelligence Test (old version)80.28
(51) Qoymans Multiple-Choice #1100.09
(72) Qoymans Automatic Test #14-0.43

Weighted average of correlations: 0.723 (N = 1210, weighted sum = 875.00)

Conservatively estimated minimum g loading: 0.85

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.

Correlation of Intelligence Quantifier by assessment with tests by others

(Test index) Test name n r
(237) Sigma Test40.95
(241) Ultra Test70.78
(239) Titan Test110.77
(204) Chimera High Ability Riddle Test70.72
(247) Advanced Intelligence Test50.67
(229) Mega Test110.67
(208) California Test of Mental Maturity80.67
(200) American College Testing program50.67
(243) Scholastic Aptitude Test (old)70.65
(209) Drenth number series40.65
(211) Culture Fair Numerical Spatial Examination - Final version120.57
(238) 916 Test60.55
(246) Sequentia Numerica Form I60.52
(219) Graduate Record Examination60.49
(212) Raven's Advanced Progressive Matrices (raw)100.38
(242) Unknown and miscellaneous tests670.34
(202) Cattell Verbal60.32
(226) Logima Strictica 2460.31
(225) Logima Strictica 36140.25
(240) Strict Logic Spatial Exam 4840.25
(201) Wechsler Adult Intelligence Scales190.23
(236) International High IQ Society Miscellaneous tests130.16
(220) Cattell Culture Fair200.11
(235) Nonverbal Cognitive Performance Examination90.10
(206) W-877-0.03
(231) Mysterium Entrance Exam8-0.04
(233) Hoeflin Power Test4-0.06
(218) Raven's Advanced Progressive Matrices (I.Q.)15-0.09
(223) Strict Logic Sequences Exam II7-0.33
(234) Strict Logic Sequences Exam I11-0.41
(217) G-test4-0.50
(213) Encephalist - R4-0.92

Weighted average of correlations: 0.291 (N = 327, weighted sum = 95.27)

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.

Please be aware that correlations with these external tests are in most cases affected (depressed, typically) by one or more of the following: (1) Little overlap with the object test because of the much lower ceilings and inherent ceiling effects of the tests used in regular psychology; (2) Candidates reporting scores selectively, for instance only the higher ones while withholding lower ones; (3) Candidates reporting, or having been reported by psychometricians, incorrect scores.

Correlation of Intelligence Quantifier by assessment with other tests by I.Q. Tests for the High Range - for females

(Test index) Test name n r
(0) Test of the Beheaded Man21.00
(2) Cooijmans Intelligence Test - Form 321.00
(10) Genius Association Test21.00
(16) Lieshout International Mesospheric Intelligence Test21.00
(28) The Test To End All Tests21.00
(44) Associative LIMIT21.00
(55) Spatial Insight Test21.00
(56) Short Test For Genius21.00
(63) Long Test For Genius21.00
(65) Long Test For Genius (Netherlandic)21.00
(75) Analogies of Long Test For Genius21.00
(76) Analogies subtest of Long Test For Genius (Netherlandic)21.00
(79) Association subtest of Long Test For Genius21.00
(80) Qoymans Multiple-Choice #421.00
(87) Cooijmans Intelligence Test - Form 221.00
(100) Early experimental association test in Netherlandic, 21 items21.00
(57) Space, Time, and Hyperspace40.96
(7) The Final Test30.94
(68) Numbers50.84
(81) Association subtest of Long Test For Genius (Netherlandic)30.55
(67) A-18 - Early experimental association test in Netherlandic3-0.54

Weighted average of correlations: 0.858 (N = 50, weighted sum = 42.88)

Conservatively estimated minimum g loading among females: 0.93

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 2 score pairs. All known pairs are used, including possible floor/ceiling scores or outliers.

Note: The threshold was set to 2 pairs per test because of the smaller amount of data for females. That the g loading within females is higher than among all candidates combined need not be significant yet, although the same has been observed in several other tests for which it has been possible to compute the within-females g loading so far.

Estimated loadings of Intelligence Quantifier by assessment 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 Intelligence Quantifier by assessment on that type
Verbal3440.85
Numerical820.81
Spatial1270.84
Logical600.78
Heterogeneous3620.85

N = 975

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

Balanced g loading = 0.83

National medians for Intelligence Quantifier by assessment

Country n median score
United_Kingdom5165.0
Belgium6150.5
Canada3149.0
Finland4145.5
United_States42140.0
Germany8139.5
Greece8136.0
South_Africa2136.0
New_Zealand2135.0
Netherlands32134.0
Sweden7134.0
Korea_South2132.0
India2130.0
Italy2128.5
France2126.5

For reasons of privacy, only countries with 2 or more candidates are included in this table. Ranking is based on the medians, and then alphabetic.

Correlation with national I.Q.'s of Intelligence Quantifier by assessment

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

Correlation of Intelligence Quantifier by assessment with personal details

Personalia n r
Observed associative horizon510.61
Observed behaviour730.55
P.S.I.A. Rational - Revision 2007160.39
Educational level910.39
P.S.I.A. Rare - Revision 2007160.38
P.S.I.A. Cold - Revision 2007160.33
P.S.I.A. System factor - Revision 2007160.31
P.S.I.A. True - Revision 2007160.26
P.S.I.A. Ethics factor - Revision 2007160.23
P.S.I.A. Orderly - Revision 2007160.21
P.S.I.A. Just - Revision 2007160.21
P.S.I.A. Aspergoid - Revision 2007160.20
P.S.I.A. Deviance factor - Revision 2007160.20
P.S.I.A. Introverted - Revision 2007160.20
Sex1440.18
P.S.I.A. Extreme - Revision 2007160.14
P.S.I.A. Neurotic - Revision 2007160.14
P.S.I.A. Antisocial - Revision 2007160.02
Mother's educational level75-0.03
Year of birth133-0.07
Father's educational level72-0.08
P.S.I.A. Cruel - Revision 200716-0.08
Gifted Adult's Inventory of Aspergerisms32-0.10
Disorders (parents and siblings)82-0.17
Disorders (own)95-0.30
Cooijmans Inventory of Neo-Marxist Attitudes13-0.42

Correlation with personal details of Intelligence Quantifier by assessment - within females

Personalia n r
Mother's educational level70.55
Year of birth210.54
Father's educational level70.49
Educational level110.28
Observed behaviour10-0.13
Observed associative horizon9-0.22
Disorders (parents and siblings)8-0.31
Gifted Adult's Inventory of Aspergerisms5-0.33
Disorders (own)11-0.52

Note: The moderate positive correlation with year of birth in females is significant and remarkable, especially compared to that for males which is slightly negative (and significant). It suggests, considering that these assessments were made within a limited period and therefore year of birth is more or less equivalent to reversed age, that in adult females there is a decline of intelligence with age which is not apparent in males. This will be studied in closer detail when possible and reported on in High-range I.Q. scores by age group. In the meantime, do not panic, it may just be a peculiarity of these 21 females after all.

Correlation with personal details of Intelligence Quantifier by assessment - within males

Personalia n r
Observed associative horizon420.73
Observed behaviour630.63
P.S.I.A. Rational - Revision 2007140.41
Educational level800.40
P.S.I.A. Rare - Revision 2007140.32
P.S.I.A. Cold - Revision 2007140.28
P.S.I.A. True - Revision 2007140.27
P.S.I.A. System factor - Revision 2007140.26
P.S.I.A. Ethics factor - Revision 2007140.24
P.S.I.A. Just - Revision 2007140.19
P.S.I.A. Orderly - Revision 2007140.16
P.S.I.A. Deviance factor - Revision 2007140.15
P.S.I.A. Introverted - Revision 2007140.14
P.S.I.A. Aspergoid - Revision 2007140.13
P.S.I.A. Extreme - Revision 2007140.12
P.S.I.A. Neurotic - Revision 2007140.03
P.S.I.A. Antisocial - Revision 200714-0.02
Mother's educational level68-0.05
Gifted Adult's Inventory of Aspergerisms27-0.07
P.S.I.A. Cruel - Revision 200714-0.11
Father's educational level65-0.12
Disorders (parents and siblings)74-0.16
Year of birth112-0.22
Disorders (own)84-0.29
Cooijmans Inventory of Neo-Marxist Attitudes12-0.32

Estimated g factor loadings upward and downward of particular scores

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 both values to be lower than the test's full-range g loading.

Raw scoreUpward g (N)Downward g (N)
780.85 (1210)NaN (0)
1300.81 (993)0.72 (148)
1390.74 (706)0.75 (576)
1480.82 (191)0.82 (1001)
183NaN (0)0.85 (1210)