Statistics of Reason

© Paul Cooijmans

Scores on Reason as of 12 September 2024

Contents type: Logical.   Period: 2003-2008

0 *
11 *
17 *
20 *
32 *
36 *
38 *
40 *
56 *
59 *
63 *
64 *
71 *
72 *
75 *
76 *
79 **
80 ***
82 *
84 *
85 **
86 *
87 ****
88 *
89 *
92 *
93 *
94 ****
95 *

Correlation of Reason with other mental ability tests

Test name n r
Odds40.98
Cooijmans On-Line Test50.96
Cooijmans Intelligence Test - Form 440.95
Psychometric Qrosswords40.90
Reason - Revision 2008110.89
Strict Logic Sequences Exam II (Jonathan Wai)40.81
Reason Behind Multiple-Choice310.80
Combined Numerical and Spatial sections of Test For Genius - Revision 201040.76
Reason Behind Multiple-Choice - Revision 2008110.75
Numbers90.72
The Final Test120.68
Problems In Gentle Slopes of the second degree40.68
Numerical section of Test For Genius - Revision 201050.64
Bonsai Test50.63
The Nemesis Test60.61
Test of Shock and Awe60.59
Analogies of Long Test For Genius50.58
Cooijmans Intelligence Test - Form 2140.52
Test of the Beheaded Man80.50
International High IQ Society tests (aggregate)60.47
Numerical section of The Marathon Test40.46
Daedalus Test50.45
Space, Time, and Hyperspace70.39
Qoymans Multiple-Choice #5110.39
Cartoons of Shock90.38
Test For Genius - Revision 2004200.37
916 Test (Laurent Dubois)50.37
Spatial Insight Test100.36
Spatial section of Test For Genius - Revision 2004210.34
Non-Verbal Cognitive Performance Examination (Xavier Jouve)50.31
Problems In Gentle Slopes of the first degree50.31
Associative LIMIT130.29
Genius Association Test140.29
Epiq Tests (aggregate)60.29
Lieshout International Mesospheric Intelligence Test200.27
Scholastic Aptitude Test (old)40.25
The Sargasso Test80.24
Culture Fair Numerical Spatial Examination - Final version (Etienne Forsström)80.23
Verbal section of Test For Genius - Revision 2004200.23
The Test To End All Tests100.22
Miscellaneous tests160.19
Qoymans Multiple-Choice #4310.16
Logima Strictica 36 (Robert Lato)90.15
Test of Inductive Reasoning / J.C.T.I. (Xavier Jouve)40.05
Wechsler Adult Intelligence Scales4-0.01
Qoymans Multiple-Choice #35-0.02
Long Test For Genius4-0.07
Isis Test8-0.10
Strict Logic Sequences Exam I (Jonathan Wai)9-0.15
Numerical and spatial sections of The Marathon Test4-0.32
Association subtest of Long Test For Genius5-0.33
Strict Logic Spatial Exam 48 (Jonathan Wai)7-0.33
The Marathon Test4-0.41
Verbal section of The Marathon Test4-0.44
Cooijmans Intelligence Test - Form 34-0.47
Tests by Greg Grove (aggregate)6-0.47
Spatial section of The Marathon Test4-0.48
Cooijmans Intelligence Test 54-0.49

Weighted average of correlations: 0.338 (N = 495)

Estimated g factor loading: 0.58

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 were much too low on the whole, which was one of the reasons to revise the test.

Estimated loadings of Reason 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 Reason on that type
Verbal1210.51
Numerical310.68
Spatial690.46
Logical250.82
Heterogeneous990.59

N = 345

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

Balanced g loading = 0.61

National medians for Reason

Country n median score
Canada394.0
Finland386.0
United_States1180.0

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 Reason

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

Correlation of Reason with personal details

Personalia n r
PSIA Aspergoid - Revision 200750.90
PSIA System factor - Revision 200750.89
PSIA Cold - Revision 200750.74
PSIA Just - Revision 200750.74
PSIA Cruel - Revision 200750.50
PSIA Neurotic - Revision 200750.45
Father's educational level370.31
PSIA Introverted - Revision 200750.31
PSIA Deviance factor - Revision 200750.28
Mother's educational level380.22
Year of birth380.17
PSIA Antisocial - Revision 200750.15
Observed associative horizon80.10
PSIA Rare - Revision 200750.06
Disorders (parents and siblings)38-0.09
PSIA Rational - Revision 20075-0.11
PSIA Orderly - Revision 20075-0.11
Disorders (own)38-0.12
Educational level38-0.26
PSIA Extreme - Revision 20075-0.27
Observed behaviour14-0.30
Gifted Adult's Inventory of Aspergerisms9-0.36
PSIA Ethics factor - Revision 20075-0.77
PSIA True - Revision 20075-0.79
Cooijmans Inventory of Neo-Marxist Attitudes4-0.93

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 quartile-0.31 (69)
Below median0.61 (211)
Above median0.36 (250)
Above 3rd quartile-0.25 (133)

Remark: In the upper part of the range, say above the mid-80s, there was a problem with "ceiling bumping" on this test, and it has been attempted to repair that in the revised version of 2008.

Reliability

Remark: Crohnbach's alpha can not be computed for this test because some of the item scores are greater than 1.

Error

Scores by age

Age class n Median score
60 to 64120.0
55 to 59156.0
50 to 54132.0
45 to 49480.0
40 to 44281.5
35 to 39882.0
30 to 34493.5
25 to 29371.0
22 to 24685.5
20 or 21584.0
18 or 19364.0

N = 38

Scores by year taken

Year taken n median scoreprotonorm
2003487.0436
2004984.0414
2005873.0385
2006340.0355
2007486.5432
20081180.0401

ryear taken × median score = -0.18 (N = 39)

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.