Qoymans Multiple-Choice #4 Statistics

© Paul Cooijmans

Scores on Qoymans Multiple-Choice #4 as of 12 September 2024

Contents type: Verbal.   Period: 2004-2008

-30 **
-27 **
-6 *
1 *
8 **
13 *
19 ***
20 *
21 **
22 **
23 *
24 ***
25 *
27 *
29 **
29.5 *
30 *
31 ****
32 *
33 ***
34 **
34.5 *
36 *****
37 **
38 ***
39 *
41 **
43 **
44.5 **
45 *
46 *
47 *
48 **
49 **
50 *****
51 ****
52 ******
53 *
55 *****
56 **
57 ***
58 ***
59 *
60 ***
61 **
62 ********
63 *
64 ****
64.5 *
65 ****
66 **
67 *
68 ****
69 *
69.5 *
70 *****
71 **
72 ******
73 **
75 ***
76 ****
77 ***
78 ****
79 ***
80 ***
81 **
82 *
84 **
85 *
86 *
87 *
90 *
92 *

Scores by males

n = 144

-30 *
-27 **
-6 *
1 *
8 *
19 **
21 **
23 *
24 **
25 *
27 *
29 *
29.5 *
30 *
31 ****
32 *
33 *
34 *
36 **
37 **
38 ***
39 *
41 **
43 **
44.5 **
45 *
46 *
47 *
48 **
49 **
50 ***
51 ***
52 ******
53 *
55 ****
56 **
57 ***
58 ***
59 *
60 **
61 **
62 ********
63 *
64 ****
64.5 *
65 ****
66 **
67 *
68 ****
69 *
69.5 *
70 *****
71 **
72 *****
73 **
75 **
76 ***
77 ***
78 ****
79 ***
80 ***
81 **
82 *
84 **
85 *
87 *
90 *
92 *

Scores by females

n = 24

-30 *
8 *
13 *
19 *
20 *
22 **
24 *
29 *
33 **
34 *
34.5 *
36 ***
50 **
51 *
55 *
72 *
75 *
76 *
86 *

Correlation of Qoymans Multiple-Choice #4 with other mental ability tests

Test name n r
Cooijmans On-Line Test - Two-barrelled version40.96
European I.Q. Test40.95
Queendom Culture Fair40.91
Cooijmans Intelligence Test 550.89
Cito-toets40.88
Scholastic Aptitude Test (new)40.80
Test of the Beheaded Man120.74
Spatial Insight Test140.74
Reason Behind Multiple-Choice310.72
Titan Test (Ronald K. Hoeflin)80.69
Qoymans Automatic Test #360.68
Qoymans Multiple-Choice #5150.68
The Final Test230.67
Long Test For Genius130.65
Test For Genius - Revision 2004300.63
Verbal section of Test For Genius - Revision 2004300.62
Narcissus' last stand50.62
Associative LIMIT180.61
Numerical and spatial sections of The Marathon Test60.60
Concep-T (Laurent Dubois)40.58
Reflections In Peroxide50.58
Numerical section of The Marathon Test60.58
Cooijmans Intelligence Test - Form 2200.58
Lieshout International Mesospheric Intelligence Test270.58
Numerical Insight Test70.58
Spatial section of The Marathon Test60.57
Test of Shock and Awe90.57
The Sargasso Test160.55
Cooijmans Intelligence Test - Form 3100.55
A Paranoiac's Torture: Intelligence Test Utilizing Diabolic Exactitude50.54
Cooijmans Intelligence Test - Form 460.52
Reason Behind Multiple-Choice - Revision 2008150.51
Qoymans Multiple-Choice #290.50
Cartoons of Shock110.48
The Nemesis Test100.48
Qoymans Multiple-Choice #3330.44
Scholastic Aptitude Test (old)80.44
Genius Association Test330.43
Analogies of Long Test For Genius150.43
Wechsler Adult Intelligence Scales120.42
Graduate Record Examination60.41
Problems In Gentle Slopes of the third degree60.41
Spatial section of Test For Genius - Revision 2004310.40
Bonsai Test80.40
Evens60.40
916 Test (Laurent Dubois)80.38
International High IQ Society tests (aggregate)180.38
Daedalus Test40.37
Non-Verbal Cognitive Performance Examination (Xavier Jouve)200.37
Cooijmans On-Line Test80.37
Reason - Revision 2008150.32
The Bonsai Test - Revision 201670.30
Association subtest of Long Test For Genius160.30
Space, Time, and Hyperspace270.28
Qoymans Automatic Test #250.26
The Test To End All Tests160.26
Numbers200.26
Problems In Gentle Slopes of the first degree50.24
Strict Logic Spatial Exam 48 (Jonathan Wai)110.18
Culture Fair Numerical Spatial Examination - Final version (Etienne Forsström)180.18
Reason310.16
American College Testing program80.15
Tests by Greg Grove (aggregate)130.12
Low Countries Aptitude Test50.11
Raven's Advanced Progressive Matrices (I.Q.)80.08
Test of Inductive Reasoning / J.C.T.I. (Xavier Jouve)110.07
Miscellaneous tests490.07
Isis Test160.07
Odds90.01
Sigma Test (Melão Hindemburg)130.01
Epiq Tests (aggregate)14-0.00
Qoymans Multiple-Choice #110-0.01
Qoymans Automatic Test #15-0.04
Cattell Culture Fair7-0.04
Strict Logic Sequences Exam II (Jonathan Wai)6-0.08
Problems In Gentle Slopes of the second degree6-0.11
Strict Logic Sequences Exam I (Jonathan Wai)18-0.12
Logima Strictica 36 (Robert Lato)17-0.12
Raven's Advanced Progressive Matrices (raw)9-0.13
Letters4-0.13
Numerical section of Test For Genius - Revision 20105-0.22
The Marathon Test5-0.23
W-87 (International Society for Philosophical Enquiry)4-0.27
The LAW - Letters And Words4-0.29
Words4-0.43
Omega Contemplative Items Pool (Tommy Smith)4-0.50
Cooijmans Intelligence Test - Form 15-0.51
Verbal section of The Marathon Test5-0.83

Weighted average of correlations: 0.352 (N = 1053)

Estimated g factor loading: 0.59

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.

Remark: These correlations are too low on the whole, which was one of the reasons to revise the test in 2008.

Estimated loadings of Qoymans Multiple-Choice #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 Qoymans Multiple-Choice #4 on that type
Verbal2170.63
Numerical710.41
Spatial1160.66
Logical690.47
Heterogeneous2440.64

N = 717

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

Balanced g loading = 0.56

National medians for Qoymans Multiple-Choice #4

Country n median score
Finland666.0
Sweden1166.0
Germany964.0
Poland464.0
United_States4463.0
Canada462.0
Norway362.0
Hong_Kong361.0
United_Kingdom860.0
France350.0
Greece746.0
Netherlands1838.0
Belgium635.3
India313.0

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 Qoymans Multiple-Choice #4

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

Correlation of Qoymans Multiple-Choice #4 with personal details

Personalia n r
PSIA Rational - Revision 200760.62
PSIA Neurotic - Revision 200760.50
Observed associative horizon160.41
Cooijmans Inventory of Neo-Marxist Attitudes100.26
Sex1680.26
Educational level1480.21
PSIA Cold - Revision 200760.21
PSIA Introverted - Revision 200760.15
Father's educational level1430.07
PSIA Ethics factor - Revision 200760.00
Mother's educational level144-0.00
PSIA True - Revision 20076-0.04
Disorders (own)148-0.05
Observed behaviour24-0.06
Gifted Adult's Inventory of Aspergerisms23-0.08
PSIA Aspergoid - Revision 20076-0.09
PSIA Extreme - Revision 20076-0.11
Disorders (parents and siblings)148-0.12
PSIA Cruel - Revision 20076-0.15
Year of birth159-0.16
PSIA Deviance factor - Revision 20076-0.23
PSIA Rare - Revision 20076-0.27
PSIA System factor - Revision 20076-0.30
PSIA Just - Revision 20076-0.48
PSIA Orderly - Revision 20076-0.51
PSIA Antisocial - Revision 20076-0.69

Correlation with personal details of Qoymans Multiple-Choice #4 - within females

Personalia n r
Educational level150.18
Disorders (parents and siblings)150.06
Father's educational level150.03
Mother's educational level15-0.07
Disorders (own)15-0.08
Year of birth20-0.08

Correlation with personal details of Qoymans Multiple-Choice #4 - within males

Personalia n r
PSIA Rational - Revision 200760.62
PSIA Neurotic - Revision 200760.50
Observed associative horizon140.39
Cooijmans Inventory of Neo-Marxist Attitudes100.26
Educational level1330.21
PSIA Cold - Revision 200760.21
PSIA Introverted - Revision 200760.15
Gifted Adult's Inventory of Aspergerisms210.08
Father's educational level1280.07
PSIA Ethics factor - Revision 200760.00
Mother's educational level1290.00
PSIA True - Revision 20076-0.04
Disorders (own)133-0.05
PSIA Aspergoid - Revision 20076-0.09
PSIA Extreme - Revision 20076-0.11
Disorders (parents and siblings)133-0.13
PSIA Cruel - Revision 20076-0.15
Observed behaviour22-0.15
Year of birth139-0.17
PSIA Deviance factor - Revision 20076-0.23
PSIA Rare - Revision 20076-0.27
PSIA System factor - Revision 20076-0.30
PSIA Just - Revision 20076-0.48
PSIA Orderly - Revision 20076-0.51
PSIA Antisocial - Revision 20076-0.69

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 quartile0.19 (34)
Below median-0.20 (291)
Above median0.49 (708)
Above 3rd quartile0.45 (342)

Remark: Only above the median there is some g loading.

Reliability

Error

Scores by age

Age class n Median score
60 to 64343.0
55 to 59471.3
50 to 54859.5
45 to 491266.8
40 to 44766.0
35 to 392855.5
30 to 341663.5
25 to 292861.5
22 to 242252.0
20 or 211057.5
18 or 191246.0
17178.0
16426.5
14242.5
131-6.0

N = 158

Scores by age - within females

Age class n Median raw
60 to 64119.0
50 to 54134.5
45 to 49172.0
40 to 44247.0
35 to 39250.0
25 to 29463.0
22 to 24628.5
18 or 19244.5
14133.0

N = 20

Scores by age - within males

Age class n Median raw
60 to 64253.5
55 to 59471.3
50 to 54764.0
45 to 491164.0
40 to 44566.0
35 to 392659.0
30 to 341663.5
25 to 292461.5
22 to 241659.5
20 or 211057.5
18 or 191046.0
17178.0
16426.5
14152.0
131-6.0

N = 138

Scores by year taken

Year taken n median scoreprotonorm
20047255.0374
20055952.0368
20061957.0380
2007563.0402
20081071.0436
2010134.5294
2011147.0339

ryear taken × median score = -0.40 (N = 167)

Remark: While the test was withdrawn in 2008, two candidates who had ordered it before that time sent answers in the years thereafter.

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.