Statistics of Cooijmans Intelligence Test - Form 4

© Paul Cooijmans

Scores on Cooijmans Intelligence Test - Form 4 as of 24 March 2022

Contents type: Verbal, numerical, spatial, logical.   Period: 2013-present

0 **
2 *
10 *
11 **
12 *
15 *
18 **
19 ****
20 *
22 ***
23 **
24 ***
25 ****
26 ********
27 ***
28 ****
29 *********
30 ****
31 **
32 ***
33 ***
34 ***
36 *
37 ********
38 **
39 **
40 ****
41 **
42 ****
43 **
44 **
45 **
46 **
48 *
50 *
54 *

Correlation of Cooijmans Intelligence Test - Form 4 with other tests by I.Q. Tests for the High Range

(Test index) Test name n r
(82) Reason40.95
(42) The Marathon Test130.93
(21) Psychometric Qrosswords80.93
(114) Dicing with death100.92
(47) Psychometrically Activated Grids Acerbate Neuroticism80.91
(118) Divine Psychometry50.91
(48) Narcissus' last stand140.91
(28) The Test To End All Tests160.89
(115) De Laatste Test - Herziening 201940.89
(62) Reason Behind Multiple-Choice40.88
(35) Intelligence Quantifier by assessment170.88
(113) The Piper's Test120.88
(30) Verbal section of The Marathon Test160.87
(33) Problems In Gentle Slopes of the first degree110.86
(46) Labyrinthine LIMIT50.85
(107) The Alchemist Test160.84
(3) Qoymans Multiple-Choice #5300.81
(111) Test For Genius - Revision 2016220.80
(0) Test of the Beheaded Man200.80
(36) Reflections In Peroxide180.79
(104) The Final Test - Revision 201390.78
(103) Problems In Gentle Slopes of the second degree250.77
(45) Numerical and spatial sections of The Marathon Test180.76
(108) Verbal section of Test For Genius - Revision 2016220.75
(44) Associative LIMIT270.73
(4) A Paranoiac's Torture: Intelligence Test Utilizing Diabolic Exactitude230.72
(112) Combined Numerical and Spatial sections of Test For Genius - Revision 2016260.72
(31) Numerical section of The Marathon Test190.72
(23) Gliaweb Riddled Intelligence Test - Revision 2011400.71
(43) Test For Genius - Revision 2010150.71
(105) Space, Time, and Hyperspace - Revision 2016260.70
(32) Spatial section of The Marathon Test190.70
(25) The Sargasso Test270.69
(10) Genius Association Test260.68
(109) The Bonsai Test - Revision 2016270.67
(37) Problems In Gentle Slopes of the third degree200.67
(18) The Nemesis Test190.65
(5) Daedalus Test110.65
(110) Cooijmans Intelligence Test 5350.62
(26) Verbal section of Test For Genius - Revision 2004200.62
(11) Isis Test160.62
(2) Cooijmans Intelligence Test - Form 3570.60
(1) Cartoons of Shock150.59
(19) Numerical section of Test For Genius - Revision 2010390.57
(7) The Final Test100.56
(27) Spatial section of Test For Genius - Revision 2004210.55
(40) Reason Behind Multiple-Choice - Revision 2008290.55
(39) Combined Numerical and Spatial sections of Test For Genius - Revision 2010170.54
(80) Qoymans Multiple-Choice #460.52
(16) Lieshout International Mesospheric Intelligence Test290.52
(66) Test For Genius - Revision 200470.51
(117) The Hammer Of Test-Hungry - Revision 201380.49
(12) Cooijmans On-Line Test - Two-barrelled version120.42
(87) Cooijmans Intelligence Test - Form 260.38
(20) De Golfstroomtest - Herziening 201940.37
(15) Letters50.30
(24) Reason - Revision 2008290.29
(41) The LAW - Letters And Words50.25
(29) Words50.21

Weighted average of correlations: 0.681 (N = 1027, weighted sum = 699.18)

Conservatively estimated minimum g loading: 0.83

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 Cooijmans Intelligence Test - Form 4 with tests by others

(Test index) Test name n r
(220) Cattell Culture Fair50.71
(225) Logima Strictica 3640.46
(201) Wechsler Adult Intelligence Scales100.45
(234) Strict Logic Sequences Exam I60.20
(242) Unknown and miscellaneous tests31-0.01

Weighted average of correlations: 0.193 (N = 56, weighted sum = 10.80)

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.

Estimated loadings of Cooijmans Intelligence Test - Form 4 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 Cooijmans Intelligence Test - Form 4 on that type
Verbal1780.84
Numerical580.79
Spatial950.78
Logical440.66
Heterogeneous4220.83

N = 797

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

Balanced g loading = 0.78

National medians for Cooijmans Intelligence Test - Form 4

Country n median score
United_Kingdom638.5
Spain638.0
France236.5
Canada236.0
Netherlands234.0
China433.5
Sweden829.5
United_States2429.5
Germany929.0
India228.5
Korea_South526.0
Austria325.0
Norway219.5

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 Cooijmans Intelligence Test - Form 4

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

Correlation of Cooijmans Intelligence Test - Form 4 with personal details

Personalia n r
Observed associative horizon40.80
P.S.I.A. System factor - Revision 2007190.70
P.S.I.A. Cold - Revision 2007190.58
P.S.I.A. Just - Revision 2007190.56
P.S.I.A. Introverted - Revision 2007190.55
P.S.I.A. True - Revision 2007190.54
P.S.I.A. Deviance factor - Revision 2007190.49
P.S.I.A. Aspergoid - Revision 2007190.48
P.S.I.A. Rational - Revision 2007190.47
Observed behaviour150.45
P.S.I.A. Ethics factor - Revision 2007190.42
P.S.I.A. Extreme - Revision 2007190.40
P.S.I.A. Orderly - Revision 2007190.36
P.S.I.A. Neurotic - Revision 2007190.25
P.S.I.A. Rare - Revision 2007190.18
Educational level960.11
Sex980.10
Gifted Adult's Inventory of Aspergerisms130.10
Mother's educational level920.01
Disorders (parents and siblings)95-0.01
Father's educational level91-0.04
Year of birth98-0.08
P.S.I.A. Cruel - Revision 200719-0.09
Cooijmans Inventory of Neo-Marxist Attitudes9-0.16
Disorders (own)95-0.19
P.S.I.A. Antisocial - Revision 200719-0.32

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)
00.83 (1027)NaN (0)
230.76 (848)0.73 (160)
290.65 (499)0.70 (511)
350.72 (354)0.74 (626)
410.65 (128)0.76 (817)
80NaN (0)0.83 (1027)

Reliability

Error

Scores by age

Age class n median score
70 to 74125.0
65 to 69327.0
60 to 64238.5
55 to 59124.0
50 to 54329.0
45 to 49932.0
40 to 44837.5
35 to 391225.5
30 to 341133.0
25 to 292030.0
22 to 241030.5
20 or 21434.5
18 or 19821.5
17225.0
15233.0

N = 96

Scores by year taken

Year taken n median score
2013526.0
20141532.0
20151328.0
2016834.5
20171329.0
2018526.0
2019928.0
20201329.0
20211430.0
2022529.0

ryear taken × median score = -0.03 (N = 100)

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.

Correlations of sections with total score

Verbal0.82
Numerical0.83
Spatial0.82
Logical/Mixed0.78

Correlations between sections (internal consistency)

Verbal × Numerical0.54
Verbal × Spatial0.49
Verbal × Logical/Mixed0.54
Numerical × Spatial0.59
Numerical × Logical/Mixed0.55
Spatial × Logical/Mixed0.58

Remark: These correlations suggest that the sections are sufficiently different to provide a "profile" yet also sufficiently similar to be combined into a measure of g.

Section histograms

Prop. = proportion of candidates outscored in this section. In parentheses the proportion outscored for any possible scores higher than the present score but lower than the next-higher score in the table.

Verbal

ScoreProp.# scores (* = 1 score)
00.015 (0.030) ***
20.035 (0.040) *
30.045 (0.050) *
40.060 (0.070) **
60.075 (0.080) *
70.100 (0.120) ****
80.150 (0.180) ******
90.200 (0.220) ****
100.260 (0.300) ********
110.360 (0.420) ************
120.455 (0.490) *******
130.575 (0.660) *****************
140.715 (0.770) ***********
150.830 (0.890) ************
160.920 (0.950) ******
170.970 (0.990) ****
180.995 (1.000) *

Numerical

ScoreProp.# scores (* = 1 score)
00.010 (0.020) **
10.025 (0.030) *
20.045 (0.060) ***
30.100 (0.140) ********
40.205 (0.270) *************
50.300 (0.330) ******
60.385 (0.440) ***********
70.480 (0.520) ********
80.590 (0.660) **************
90.685 (0.710) *****
100.790 (0.870) ****************
110.880 (0.890) **
120.925 (0.960) *******
130.970 (0.980) **
140.985 (0.990) *
160.995 (1.000) *

Spatial

ScoreProp.# scores (* = 1 score)
00.020 (0.040) ****
10.050 (0.060) **
20.070 (0.080) **
30.135 (0.190) ***********
40.245 (0.300) ***********
50.365 (0.430) *************
60.495 (0.560) *************
70.600 (0.640) ********
80.670 (0.700) ******
90.745 (0.790) *********
100.840 (0.890) **********
110.905 (0.920) ***
120.940 (0.960) ****
130.965 (0.970) *
140.975 (0.980) *
150.990 (1.000) **

Logical/Mixed

ScoreProp.# scores (* = 1 score)
00.020 (0.040) ****
20.075 (0.110) *******
30.180 (0.250) **************
40.365 (0.480) ***********************
4.50.485 (0.490) *
50.560 (0.630) **************
60.695 (0.760) *************
70.825 (0.890) *************
7.50.895 (0.900) *
80.920 (0.940) ****
90.945 (0.950) *
100.970 (0.990) ****
140.995 (1.000) *