Genius Association Test statistics

© Paul Cooijmans

Scores on Genius Association Test as of 18 August 2024

Contents type: Verbal.   Period: 2003-present

0 **
14 *
16 *
19 ***
20 *
21 *
22 **
22.5 *
23 *
23.5 *
24 **
25 ***
26 **
26.5 *
27 ******
28 ***
29 ****
30 *
31 *********
32 ************
33 *****
34 **********
34.5 **
35 *****
36 *****
37 ****
37.5 **
38 *****
39 *****
40 *****
41 ****
41.5 **
42 **
43 *
44 ***
44.5 *
45 *
46 *
47 *****
48 *
49 *
49.5 **
50 *
51 *

Scores by males

n = 124

0 **
14 *
16 *
19 **
20 *
21 *
22 **
22.5 *
23 *
23.5 *
24 **
25 ***
26 **
26.5 *
27 ******
28 ***
29 ***
31 *********
32 ************
33 *****
34 *********
34.5 **
35 *****
36 ****
37 ****
37.5 **
38 *****
39 *****
40 *****
41 ***
41.5 **
42 **
43 *
44 **
44.5 *
45 *
46 *
47 *****
48 *
49 *
49.5 **
50 *
51 *

Scores by females

n = 7

19 *
29 *
30 *
34 *
36 *
41 *
44 *

Correlation of Genius Association Test with other mental ability tests

Test name n r
Ultra Test (Ronald K. Hoeflin)50.97
Associative LIMIT880.90
Tests by Mislav Predavec (aggregate)70.90
Cooijmans Intelligence Test - Form 190.85
Qoymans Multiple-Choice #3180.83
Miller Analogies Test (raw; old version)40.83
Verbal section of Test For Genius - Revision 2016280.79
Divine Psychometry (Matthew Scillitani)90.78
The Piper's Test150.78
De Laatste Test - Herziening 201940.78
Only idiots110.77
Tests by James Dorsey (aggregate)60.77
G-test (Nikos Lygeros)40.77
Narcissus' last stand190.77
Dicing with death150.75
Test For Genius - Revision 2010180.75
Test For Genius - Revision 2016280.75
Verbal section of Test For Genius - Revision 2004420.75
The Test To End All Tests310.73
Short Test For Genius60.72
Analogies of Long Test For Genius220.71
Long Test For Genius200.71
A Relaxing Test (David Miller)120.71
Non-Verbal Cognitive Performance Examination (Xavier Jouve)120.71
Psychometric Qrosswords150.70
The Final Test340.70
Psychometrically Activated Grids Acerbate Neuroticism100.67
Laaglandse Aanlegtest - Herziening 201640.66
Numerical and spatial sections of The Marathon Test250.65
The Gate40.65
The Marathon Test200.64
The Smell Test110.64
Odds80.64
Test of the Beheaded Man260.64
Analogies #140.64
Test For Genius - Revision 2004280.63
Numerical section of The Marathon Test260.63
Strict Logic Sequences Exam I (Jonathan Wai)220.61
Problems In Gentle Slopes of the first degree160.61
The Nemesis Test270.61
Reflections In Peroxide240.60
Reason Behind Multiple-Choice130.59
Tests by Nikolaos Soulios (aggregate)110.59
Spatial section of The Marathon Test260.58
Spatial Insight Test90.58
Cooijmans Intelligence Test - Form 4340.58
Space, Time, and Hyperspace250.57
Isis Test270.56
Cooijmans Intelligence Test - Form 3490.56
The Sargasso Test410.56
Combined Numerical and Spatial sections of Test For Genius - Revision 2010210.55
The Alchemist Test (Anas El Husseini)180.54
Verbal section of The Marathon Test220.52
International High IQ Society tests (aggregate)170.52
Cooijmans Intelligence Test 5290.52
The Bonsai Test - Revision 2016320.52
Problems In Gentle Slopes of the third degree340.51
The Final Test - Revision 2013120.50
Random Feickery (Brandon Feick)80.46
A Paranoiac's Torture: Intelligence Test Utilizing Diabolic Exactitude280.46
Spatial section of Test For Genius - Revision 2004440.44
Association subtest of Long Test For Genius270.44
Reason Behind Multiple-Choice - Revision 2008430.44
Numerical section of Test For Genius - Revision 2010490.44
Combined Numerical and Spatial sections of Test For Genius - Revision 2016350.43
The Hammer Of Test-Hungry - Revision 2013110.43
Qoymans Multiple-Choice #4330.43
916 Test (Laurent Dubois)100.42
Cooijmans On-Line Test - Two-barrelled version160.42
Wechsler Adult Intelligence Scales200.42
Titan Test (Ronald K. Hoeflin)110.41
Cooijmans Intelligence Test - Form 2190.41
Reason - Revision 2008430.39
Letters110.39
Tests by Xavier Jouve, other than those listed separately (aggregate)60.38
Cartoons of Shock250.37
Qoymans Multiple-Choice #5430.37
Tests by Jason Betts (aggregate)100.36
Space, Time, and Hyperspace - Revision 2016350.36
Daedalus Test150.35
W-87 (International Society for Philosophical Enquiry)50.35
Miscellaneous tests460.34
Tests by Greg Grove (aggregate)130.33
Cattell Culture Fair90.33
Test of Shock and Awe140.31
Numbers170.31
The LAW - Letters And Words90.31
Gliaweb Riddled Intelligence Test - Revision 2011330.30
Advanced Intelligence Test (Randy Myers)50.30
Lieshout International Mesospheric Intelligence Test890.30
Bonsai Test80.29
Reason140.29
Problems In Gentle Slopes of the second degree260.27
Omega Contemplative Items Pool (Tommy Smith)50.25
Gliaweb Raadselachtig Analogieënproefwerk50.21
Tests by Theodosis Prousalis (aggregate)60.21
Qoymans Multiple-Choice #280.20
The Blue Test (Andres Gomez Emilsson)40.19
Raven's Advanced Progressive Matrices (I.Q.)80.17
Words100.17
De Golfstroomtest - Herziening 201940.14
Test of Inductive Reasoning / J.C.T.I. (Xavier Jouve)130.12
Labyrinthine LIMIT90.11
Gliaweb Riddled Intelligence Test (old version)80.07
Culture Fair Numerical Spatial Examination - Final version (Etienne Forsström)190.03
Epiq Tests (aggregate)100.02
Strict Logic Sequences Exam II (Jonathan Wai)100.01
Qoymans Multiple-Choice #18-0.03
Raven's Advanced Progressive Matrices (raw)7-0.04
Mega Test (Ronald K. Hoeflin)7-0.16
Logima Strictica 36 (Robert Lato)20-0.33
Tests by Ivan Ivec (aggregate)15-0.35
Strict Logic Spatial Exam 48 (Jonathan Wai)11-0.35
Sequentia Numerica Form I (Alexander Herkner)5-0.36
Graduate Record Examination4-0.41
Scholastic Aptitude Test (old)5-0.43
Logima Strictica 24 (Robert Lato)8-0.63
Tests by Paul Laurent Miranda (aggregate)6-0.78

Weighted average of correlations: 0.481 (N = 2202)

Estimated g factor loading: 0.69

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 Genius Association Test 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 Genius Association Test on that type
Verbal3860.75
Numerical1220.71
Spatial2520.58
Logical850.57
Heterogeneous7000.72

N = 1545

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

Balanced g loading = 0.67

National medians for Genius Association Test

Country n median score
United_Kingdom737.0
Finland635.8
Germany835.0
United_States4335.0
Australia334.0
Spain432.5
Canada832.0
Italy532.0
Korea_South431.5
Sweden1031.0
Greece327.0
South_Africa326.5

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 with national I.Q.'s of Genius Association Test

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

Correlation of Genius Association Test with personal details

Personalia n r
PSIA Rational - Revision 2007280.43
Observed associative horizon100.39
PSIA Ethics factor - Revision 2007280.32
Observed behaviour340.24
PSIA True - Revision 2007280.24
PSIA Extreme - Revision 2007280.21
PSIA Deviance factor - Revision 2007280.18
Father's educational level1110.12
PSIA Introverted - Revision 2007280.10
Disorders (own)1240.08
PSIA Aspergoid - Revision 2007280.07
Educational level1240.06
PSIA Neurotic - Revision 2007280.04
Disorders (parents and siblings)1230.01
Sex1310.01
PSIA Cold - Revision 200728-0.03
PSIA Orderly - Revision 200728-0.04
Year of birth130-0.07
PSIA System factor - Revision 200728-0.09
Mother's educational level114-0.12
PSIA Rare - Revision 200728-0.12
PSIA Just - Revision 200728-0.14
Cooijmans Inventory of Neo-Marxist Attitudes15-0.14
Gifted Adult's Inventory of Aspergerisms30-0.21
PSIA Cruel - Revision 200728-0.31
PSIA Antisocial - Revision 200728-0.39

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 quartile0.38 (440)
Below median0.54 (1276)
Above median0.68 (1091)
Above 3rd quartile0.65 (518)

Reliability

Error

Scores by age

Age class n Median score
70 to 74129.0
65 to 69127.0
55 to 59534.0
50 to 54935.0
45 to 491436.5
40 to 441635.5
35 to 391436.0
30 to 341732.0
25 to 292234.0
22 to 241331.5
20 or 21737.0
18 or 19532.0
17235.0
16431.5

N = 130

Scores by year taken

Year taken n median scoreprotonorm
2003938.0449
20042731.0365
20051434.5417
2006341.0479
2007532.0378
2008636.0433
2009344.5515
2010429.3349
2011638.8452
2012231.3372
2013231.0365
2014336.0433
2015531.0365
2017419.5279
2018632.0378
2019636.0433
2020830.5358
2021635.3430
2022332.0378
2023134.0407
2024843.0502

ryear taken × median score = -0.13 (N = 131)

Robustness and overall test quality

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.