Genius Association Test statistics

© March 2015 Paul Cooijmans

Norms

Scores on Genius Association Test

Contents type: Verbal.   Period: 2003-present

16 *
19 ***
20 *
21 *
22 **
23 *
24 *
25 **
26 **
26.5 *
27 *****
28 **
30 *
31 ******
32 *********
33 ****
34 *******
34.5 *
35 ***
36 ***
37 ***
37.5 *
38 *****
39 *
40 ****
41 **
42 **
43 *
44 ***
44.5 *
46 *
47 ****
48 *
49.5 **

Scores by males

n = 82

16 *
19 **
20 *
21 *
22 **
23 *
24 *
25 **
26 **
26.5 *
27 *****
28 **
31 ******
32 *********
33 ****
34 ******
34.5 *
35 ***
36 ***
37 ***
37.5 *
38 *****
39 *
40 ****
41 *
42 **
43 *
44 **
44.5 *
46 *
47 ****
48 *
49.5 **

Scores by females

n = 5

19 *
30 *
34 *
41 *
44 *

Correlation of Genius Association Test with other tests by Paul Cooijmans

(Test index) Test name n r
(44) Associative LIMIT420.93
(85) Cooijmans Intelligence Test - Form 190.85
(53) Qoymans Multiple-Choice #3180.83
(52) Qoymans Multiple-Choice #270.81
(56) Short Test For Genius60.72
(26) Verbal section of Test For Genius - Revision 2004360.72
(75) Analogies of Long Test For Genius220.71
(63) Long Test For Genius200.71
(83) KIT Intelligence Test - first attempts70.70
(23) Gliaweb Riddled Intelligence Test - Revision 2011100.69
(43) Test For Genius - Revision 2010100.67
(7) The Final Test320.67
(18) The Nemesis Test90.66
(69) Odds80.64
(35) Intelligence Quantifier by assessment230.64
(87) Cooijmans Intelligence Test - Form 2180.64
(21) Psychometric Qrosswords50.62
(66) Test For Genius - Revision 2004270.60
(28) The Test To End All Tests170.59
(62) Reason Behind Multiple-Choice130.59
(12) Cooijmans On-Line Test (Two-barrelled)70.57
(57) Space, Time, and Hyperspace240.57
(40) Reason Behind Multiple-Choice - Revision 2008190.55
(104) The Final Test - Revision 201350.54
(55) Spatial Insight Test90.52
(0) Test of the Beheaded Man90.52
(79) Association subtest of Long Test For Genius260.52
(16) Lieshout International Mesospheric Intelligence Test420.51
(106) Cooijmans Intelligence Test - Form 480.51
(103) Problems In Gentle Slopes of the second degree60.51
(24) Reason - Revision 2008190.49
(2) Cooijmans Intelligence Test - Form 3190.48
(3) Qoymans Multiple-Choice #5190.45
(80) Qoymans Multiple-Choice #4330.43
(82) Reason130.39
(4) A Paranoiac's Torture: Intelligence Test Utilizing Diabolic Exactitude50.37
(25) The Sargasso Test130.37
(48) Narcissus' last stand50.36
(27) Spatial section of Test For Genius - Revision 2004360.36
(11) Isis Test130.32
(54) Test of Shock and Awe140.31
(68) Numbers170.31
(84) Bonsai Test80.29
(31) Numerical section of The Marathon Test50.21
(42) The Marathon Test50.21
(15) Letters80.21
(19) Numerical section of Test For Genius - Revision 2010120.20
(45) Numerical and spatial sections of The Marathon Test50.18
(30) Verbal section of The Marathon Test70.17
(1) Cartoons of Shock200.15
(32) Spatial section of The Marathon Test50.14
(39) Combined Numerical and Spatial sections of Test For Genius - Revision 2010110.10
(36) Reflections In Peroxide50.09
(41) The LAW - Letters And Words60.07
(51) Qoymans Multiple-Choice #18-0.03
(29) Words7-0.63

Weighted average of correlations: 0.512

Conservatively estimated minimum g loading: 0.72

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

Correlation of Genius Association Test with tests by others

(Test index) Test name n r
(235) Nonverbal Cognitive Performance Examination110.79
(214) Epiq Tests50.75
(240) Strict Logic Spatial Exam 4870.52
(234) Strict Logic Sequences Exam I140.51
(239) Titan Test90.47
(201) Wechsler Adult Intelligence Scales90.47
(242) Unknown and miscellaneous tests370.43
(224) T.R.I.50.42
(206) W-8750.35
(238) 916 Test80.30
(236) International High IQ Society Miscellaneous tests150.26
(230) Omega Contemplative Items Pool50.25
(231) Mysterium Entrance Exam80.20
(225) Logima Strictica 36150.13
(211) Culture Fair Numerical Spatial Examination - Final version180.03
(223) Strict Logic Sequences Exam II6-0.12
(248) Gliaweb Riddled Intelligence Test (old version)7-0.13
(229) Mega Test7-0.16
(218) Raven's Advanced Progressive Matrices (I.Q.)6-0.25
(246) Sequentia Numerica Form I5-0.36
(243) Scholastic Aptitude Test (old)5-0.43
(220) Cattell Culture Fair5-0.49

Weighted average of correlations: 0.248

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 5 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.

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.

Typeg loading of Genius Association Test on that type
Verbal0.72
Numerical0.57
Spatial0.68
Logical0.67
Heterogeneous0.68

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

Balanced g loading = 0.66

National medians for Genius Association Test

Country n median score
Belgium240.8
United_Kingdom640.8
Germany536.0
Australia235.0
Finland534.0
United_States2934.0
Canada532.0
Spain332.0
Sweden731.0
Greece327.0
Norway227.0
South_Africa326.5

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 Genius Association Test

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

Correlation of Genius Association Test with personal details

Personalia n r
P.S.I.A. Ethics factor540.35
P.S.I.A. True390.35
Observed associative horizon100.32
Observed behaviour210.19
P.S.I.A. Rational390.19
Father's educational level740.11
Disorders (own)830.09
P.S.I.A. Deviance factor540.08
P.S.I.A. System factor330.08
P.S.I.A. Orderly390.03
Educational level830.02
P.S.I.A. Extreme390.01
Sex870.01
Mother's educational level760.01
Disorders (parents and siblings)83-0.01
P.S.I.A. Introverted39-0.06
P.S.I.A. Cold39-0.06
P.S.I.A. Aspergoid39-0.07
P.S.I.A. Rare39-0.08
P.S.I.A. Neurotic39-0.09
Candidate's self-estimated I.Q.9-0.11
Cooijmans Inventory of Neo-Marxist Attitudes7-0.19
Year of birth86-0.23
P.S.I.A. Cruel39-0.28
P.S.I.A. Just39-0.32
P.S.I.A. Antisocial39-0.33
Gifted Adult's Inventory of Aspergerisms22-0.43

Correlation with personal details of Genius Association Test - within females

Personalia n r
P.S.I.A. Deviance factor30.96
P.S.I.A. Ethics factor30.94
Educational level50.63
P.S.I.A. System factor30.43
Father's educational level50.22
Mother's educational level50.02
Disorders (own)5-0.15
Disorders (parents and siblings)5-0.15
Year of birth5-0.92

Correlation with personal details of Genius Association Test - within males

Personalia n r
Observed associative horizon80.47
P.S.I.A. True390.35
P.S.I.A. Ethics factor510.30
P.S.I.A. Rational390.19
Observed behaviour180.13
Disorders (own)780.10
Father's educational level690.10
P.S.I.A. Deviance factor510.06
P.S.I.A. Orderly390.03
P.S.I.A. Extreme390.01
Mother's educational level710.00
Disorders (parents and siblings)780.00
P.S.I.A. System factor30-0.00
Educational level78-0.03
P.S.I.A. Introverted39-0.06
P.S.I.A. Cold39-0.06
P.S.I.A. Aspergoid39-0.07
P.S.I.A. Rare39-0.08
P.S.I.A. Neurotic39-0.09
Candidate's self-estimated I.Q.8-0.13
Cooijmans Inventory of Neo-Marxist Attitudes7-0.19
Year of birth81-0.19
P.S.I.A. Cruel39-0.28
P.S.I.A. Just39-0.32
P.S.I.A. Antisocial39-0.33
Gifted Adult's Inventory of Aspergerisms22-0.43

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)
00.72 (812)NaN (0)
230.70 (758)0.42 (6)
28.50.67 (574)0.42 (117)
340.72 (301)0.60 (465)
39.50.76 (101)0.64 (613)
440.65 (40)0.66 (741)
60NaN (0)0.72 (812)

Reliability

Error

Scores by age

Age class n median score
55 to 59534.0
50 to 54834.5
45 to 491336.0
40 to 441137.0
35 to 39835.5
30 to 341029.5
25 to 291134.0
22 to 241132.0
20 or 21137.0
18 or 19532.0
17136.0
16225.5

Scores by age - within females

Age class n median score
50 to 54237.0
45 to 49141.0
40 to 44134.0
16119.0

Scores by age - within males

Age class n median score
55 to 59534.0
50 to 54634.5
45 to 491235.0
40 to 441037.5
35 to 39835.5
30 to 341029.5
25 to 291134.0
22 to 241132.0
20 or 21137.0
18 or 19532.0
17136.0
16132.0

Scores by year taken

Year taken n median score
2003938.0
20042731.0
20051434.5
2006341.0
2007532.0
2008636.0
2009344.5
2010429.3
2011638.8
2012231.3
2013231.0
2014336.0
2015332.0

ryear taken × median score = -0.22 (n = 87)

Robustness and overall test quality

Item analysis

Item statistics are not published as that would help future candidates. To detect bad items, answers and comments from candidates are studied, as well as, for each problem, the correlation with total score and the proportion of candidates getting it wrong (hardness of the item). Possible bad items are removed or revised, resulting in a revised version of the test. So far, no bad items have been detected in this test.