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
- n: 100
- Median: 29.0
- Quartile deviation: 6.3
- Range: 55
- Maximum possible: 80
- Male median: 30.0 (n = 91)
- Female median: 27.5 (n = 6)
- Intersexual median: 28.0 (n = 1)
- Resolution: 0.51 (0.72 if half points are frequently given)
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) Reason | 4 | 0.95 |
(42) The Marathon Test | 13 | 0.93 |
(21) Psychometric Qrosswords | 8 | 0.93 |
(114) Dicing with death | 10 | 0.92 |
(47) Psychometrically Activated Grids Acerbate Neuroticism | 8 | 0.91 |
(118) Divine Psychometry | 5 | 0.91 |
(48) Narcissus' last stand | 14 | 0.91 |
(28) The Test To End All Tests | 16 | 0.89 |
(115) De Laatste Test - Herziening 2019 | 4 | 0.89 |
(62) Reason Behind Multiple-Choice | 4 | 0.88 |
(35) Intelligence Quantifier by assessment | 17 | 0.88 |
(113) The Piper's Test | 12 | 0.88 |
(30) Verbal section of The Marathon Test | 16 | 0.87 |
(33) Problems In Gentle Slopes of the first degree | 11 | 0.86 |
(46) Labyrinthine LIMIT | 5 | 0.85 |
(107) The Alchemist Test | 16 | 0.84 |
(3) Qoymans Multiple-Choice #5 | 30 | 0.81 |
(111) Test For Genius - Revision 2016 | 22 | 0.80 |
(0) Test of the Beheaded Man | 20 | 0.80 |
(36) Reflections In Peroxide | 18 | 0.79 |
(104) The Final Test - Revision 2013 | 9 | 0.78 |
(103) Problems In Gentle Slopes of the second degree | 25 | 0.77 |
(45) Numerical and spatial sections of The Marathon Test | 18 | 0.76 |
(108) Verbal section of Test For Genius - Revision 2016 | 22 | 0.75 |
(44) Associative LIMIT | 27 | 0.73 |
(4) A Paranoiac's Torture: Intelligence Test Utilizing Diabolic Exactitude | 23 | 0.72 |
(112) Combined Numerical and Spatial sections of Test For Genius - Revision 2016 | 26 | 0.72 |
(31) Numerical section of The Marathon Test | 19 | 0.72 |
(23) Gliaweb Riddled Intelligence Test - Revision 2011 | 40 | 0.71 |
(43) Test For Genius - Revision 2010 | 15 | 0.71 |
(105) Space, Time, and Hyperspace - Revision 2016 | 26 | 0.70 |
(32) Spatial section of The Marathon Test | 19 | 0.70 |
(25) The Sargasso Test | 27 | 0.69 |
(10) Genius Association Test | 26 | 0.68 |
(109) The Bonsai Test - Revision 2016 | 27 | 0.67 |
(37) Problems In Gentle Slopes of the third degree | 20 | 0.67 |
(18) The Nemesis Test | 19 | 0.65 |
(5) Daedalus Test | 11 | 0.65 |
(110) Cooijmans Intelligence Test 5 | 35 | 0.62 |
(26) Verbal section of Test For Genius - Revision 2004 | 20 | 0.62 |
(11) Isis Test | 16 | 0.62 |
(2) Cooijmans Intelligence Test - Form 3 | 57 | 0.60 |
(1) Cartoons of Shock | 15 | 0.59 |
(19) Numerical section of Test For Genius - Revision 2010 | 39 | 0.57 |
(7) The Final Test | 10 | 0.56 |
(27) Spatial section of Test For Genius - Revision 2004 | 21 | 0.55 |
(40) Reason Behind Multiple-Choice - Revision 2008 | 29 | 0.55 |
(39) Combined Numerical and Spatial sections of Test For Genius - Revision 2010 | 17 | 0.54 |
(80) Qoymans Multiple-Choice #4 | 6 | 0.52 |
(16) Lieshout International Mesospheric Intelligence Test | 29 | 0.52 |
(66) Test For Genius - Revision 2004 | 7 | 0.51 |
(117) The Hammer Of Test-Hungry - Revision 2013 | 8 | 0.49 |
(12) Cooijmans On-Line Test - Two-barrelled version | 12 | 0.42 |
(87) Cooijmans Intelligence Test - Form 2 | 6 | 0.38 |
(20) De Golfstroomtest - Herziening 2019 | 4 | 0.37 |
(15) Letters | 5 | 0.30 |
(24) Reason - Revision 2008 | 29 | 0.29 |
(41) The LAW - Letters And Words | 5 | 0.25 |
(29) Words | 5 | 0.21 |
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 Fair | 5 | 0.71 |
(225) Logima Strictica 36 | 4 | 0.46 |
(201) Wechsler Adult Intelligence Scales | 10 | 0.45 |
(234) Strict Logic Sequences Exam I | 6 | 0.20 |
(242) Unknown and miscellaneous tests | 31 | -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.
Type | n | g loading of Cooijmans Intelligence Test - Form 4 on that type |
Verbal | 178 | 0.84 |
Numerical | 58 | 0.79 |
Spatial | 95 | 0.78 |
Logical | 44 | 0.66 |
Heterogeneous | 422 | 0.83 |
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_Kingdom | 6 | 38.5 |
Spain | 6 | 38.0 |
France | 2 | 36.5 |
Canada | 2 | 36.0 |
Netherlands | 2 | 34.0 |
China | 4 | 33.5 |
Sweden | 8 | 29.5 |
United_States | 24 | 29.5 |
Germany | 9 | 29.0 |
India | 2 | 28.5 |
Korea_South | 5 | 26.0 |
Austria | 3 | 25.0 |
Norway | 2 | 19.5 |
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 horizon | 4 | 0.80 |
P.S.I.A. System factor - Revision 2007 | 19 | 0.70 |
P.S.I.A. Cold - Revision 2007 | 19 | 0.58 |
P.S.I.A. Just - Revision 2007 | 19 | 0.56 |
P.S.I.A. Introverted - Revision 2007 | 19 | 0.55 |
P.S.I.A. True - Revision 2007 | 19 | 0.54 |
P.S.I.A. Deviance factor - Revision 2007 | 19 | 0.49 |
P.S.I.A. Aspergoid - Revision 2007 | 19 | 0.48 |
P.S.I.A. Rational - Revision 2007 | 19 | 0.47 |
Observed behaviour | 15 | 0.45 |
P.S.I.A. Ethics factor - Revision 2007 | 19 | 0.42 |
P.S.I.A. Extreme - Revision 2007 | 19 | 0.40 |
P.S.I.A. Orderly - Revision 2007 | 19 | 0.36 |
P.S.I.A. Neurotic - Revision 2007 | 19 | 0.25 |
P.S.I.A. Rare - Revision 2007 | 19 | 0.18 |
Educational level | 96 | 0.11 |
Sex | 98 | 0.10 |
Gifted Adult's Inventory of Aspergerisms | 13 | 0.10 |
Mother's educational level | 92 | 0.01 |
Disorders (parents and siblings) | 95 | -0.01 |
Father's educational level | 91 | -0.04 |
Year of birth | 98 | -0.08 |
P.S.I.A. Cruel - Revision 2007 | 19 | -0.09 |
Cooijmans Inventory of Neo-Marxist Attitudes | 9 | -0.16 |
Disorders (own) | 95 | -0.19 |
P.S.I.A. Antisocial - Revision 2007 | 19 | -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 score | Upward g (N) | Downward g (N) |
0 | 0.83 (1027) | NaN (0) |
23 | 0.76 (848) | 0.73 (160) |
29 | 0.65 (499) | 0.70 (511) |
35 | 0.72 (354) | 0.74 (626) |
41 | 0.65 (128) | 0.76 (817) |
80 | NaN (0) | 0.83 (1027) |
Reliability
Error
Scores by age
Age class | n | median score |
70 to 74 | 1 | 25.0 |
65 to 69 | 3 | 27.0 |
60 to 64 | 2 | 38.5 |
55 to 59 | 1 | 24.0 |
50 to 54 | 3 | 29.0 |
45 to 49 | 9 | 32.0 |
40 to 44 | 8 | 37.5 |
35 to 39 | 12 | 25.5 |
30 to 34 | 11 | 33.0 |
25 to 29 | 20 | 30.0 |
22 to 24 | 10 | 30.5 |
20 or 21 | 4 | 34.5 |
18 or 19 | 8 | 21.5 |
17 | 2 | 25.0 |
15 | 2 | 33.0 |
N = 96
Scores by year taken
Year taken | n | median score |
2013 | 5 | 26.0 |
2014 | 15 | 32.0 |
2015 | 13 | 28.0 |
2016 | 8 | 34.5 |
2017 | 13 | 29.0 |
2018 | 5 | 26.0 |
2019 | 9 | 28.0 |
2020 | 13 | 29.0 |
2021 | 14 | 30.0 |
2022 | 5 | 29.0 |
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
Verbal | 0.82 |
Numerical | 0.83 |
Spatial | 0.82 |
Logical/Mixed | 0.78 |
Correlations between sections (internal consistency)
Verbal × Numerical | 0.54 |
Verbal × Spatial | 0.49 |
Verbal × Logical/Mixed | 0.54 |
Numerical × Spatial | 0.59 |
Numerical × Logical/Mixed | 0.55 |
Spatial × Logical/Mixed | 0.58 |
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
Score | Prop. | # scores (* = 1 score) |
0 | 0.015 (0.030) | *** |
2 | 0.035 (0.040) | * |
3 | 0.045 (0.050) | * |
4 | 0.060 (0.070) | ** |
6 | 0.075 (0.080) | * |
7 | 0.100 (0.120) | **** |
8 | 0.150 (0.180) | ****** |
9 | 0.200 (0.220) | **** |
10 | 0.260 (0.300) | ******** |
11 | 0.360 (0.420) | ************ |
12 | 0.455 (0.490) | ******* |
13 | 0.575 (0.660) | ***************** |
14 | 0.715 (0.770) | *********** |
15 | 0.830 (0.890) | ************ |
16 | 0.920 (0.950) | ****** |
17 | 0.970 (0.990) | **** |
18 | 0.995 (1.000) | * |
Numerical
Score | Prop. | # scores (* = 1 score) |
0 | 0.010 (0.020) | ** |
1 | 0.025 (0.030) | * |
2 | 0.045 (0.060) | *** |
3 | 0.100 (0.140) | ******** |
4 | 0.205 (0.270) | ************* |
5 | 0.300 (0.330) | ****** |
6 | 0.385 (0.440) | *********** |
7 | 0.480 (0.520) | ******** |
8 | 0.590 (0.660) | ************** |
9 | 0.685 (0.710) | ***** |
10 | 0.790 (0.870) | **************** |
11 | 0.880 (0.890) | ** |
12 | 0.925 (0.960) | ******* |
13 | 0.970 (0.980) | ** |
14 | 0.985 (0.990) | * |
16 | 0.995 (1.000) | * |
Spatial
Score | Prop. | # scores (* = 1 score) |
0 | 0.020 (0.040) | **** |
1 | 0.050 (0.060) | ** |
2 | 0.070 (0.080) | ** |
3 | 0.135 (0.190) | *********** |
4 | 0.245 (0.300) | *********** |
5 | 0.365 (0.430) | ************* |
6 | 0.495 (0.560) | ************* |
7 | 0.600 (0.640) | ******** |
8 | 0.670 (0.700) | ****** |
9 | 0.745 (0.790) | ********* |
10 | 0.840 (0.890) | ********** |
11 | 0.905 (0.920) | *** |
12 | 0.940 (0.960) | **** |
13 | 0.965 (0.970) | * |
14 | 0.975 (0.980) | * |
15 | 0.990 (1.000) | ** |
Logical/Mixed
Score | Prop. | # scores (* = 1 score) |
0 | 0.020 (0.040) | **** |
2 | 0.075 (0.110) | ******* |
3 | 0.180 (0.250) | ************** |
4 | 0.365 (0.480) | *********************** |
4.5 | 0.485 (0.490) | * |
5 | 0.560 (0.630) | ************** |
6 | 0.695 (0.760) | ************* |
7 | 0.825 (0.890) | ************* |
7.5 | 0.895 (0.900) | * |
8 | 0.920 (0.940) | **** |
9 | 0.945 (0.950) | * |
10 | 0.970 (0.990) | **** |
14 | 0.995 (1.000) | * |