Statistics of Reason Behind Multiple-Choice

© Paul Cooijmans

Scores on Reason Behind Multiple-Choice as of 12 September 2024

Contents type: Verbal, logical.   Period: 2004-2008

37 *
58 *
63 *
85 *
95 *
97 *
104 *
110 *
112 *
115 *
119 *
126.5 *
133 *
134 *
136 *
139 *
147 **
149 *
153 *
155 *
156 **
158 *
162 *
165 *
168 *
172 **
176 *
177 *

Correlation of Reason Behind Multiple-Choice with other mental ability tests

Test name n r
Odds40.97
Cooijmans On-Line Test50.94
Problems In Gentle Slopes of the second degree40.94
Cooijmans Intelligence Test - Form 440.88
Reason310.80
Miscellaneous tests130.79
The Final Test110.75
Qoymans Multiple-Choice #5100.74
The Test To End All Tests70.72
Qoymans Multiple-Choice #4310.72
Test of the Beheaded Man70.69
Cartoons of Shock80.69
Reason Behind Multiple-Choice - Revision 2008100.68
Numbers80.68
Space, Time, and Hyperspace60.62
Associative LIMIT120.62
Spatial Insight Test90.62
Scholastic Aptitude Test (old)40.59
Genius Association Test130.59
Bonsai Test40.59
Test of Inductive Reasoning / J.C.T.I. (Xavier Jouve)40.59
Cooijmans Intelligence Test - Form 2140.58
Test For Genius - Revision 2004180.57
Lieshout International Mesospheric Intelligence Test180.55
Isis Test70.53
Verbal section of Test For Genius - Revision 2004180.51
International High IQ Society tests (aggregate)40.50
Test of Shock and Awe50.42
Long Test For Genius40.41
Spatial section of Test For Genius - Revision 2004180.41
Reason - Revision 2008100.40
916 Test (Laurent Dubois)50.33
Culture Fair Numerical Spatial Examination - Final version (Etienne Forsström)60.32
The Nemesis Test60.32
Cooijmans Intelligence Test - Form 340.31
Analogies of Long Test For Genius40.27
Problems In Gentle Slopes of the first degree40.25
Wechsler Adult Intelligence Scales40.21
The Sargasso Test70.15
Epiq Tests (aggregate)50.14
Logima Strictica 36 (Robert Lato)80.10
Strict Logic Sequences Exam I (Jonathan Wai)70.07
Spatial section of The Marathon Test4-0.01
Numerical and spatial sections of The Marathon Test4-0.03
Strict Logic Spatial Exam 48 (Jonathan Wai)7-0.04
Numerical section of The Marathon Test4-0.07
Association subtest of Long Test For Genius4-0.15
Tests by Greg Grove (aggregate)6-0.61
The Marathon Test4-0.88
Verbal section of The Marathon Test4-0.93

Weighted average of correlations: 0.494 (N = 418)

Estimated g factor loading: 0.70

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.

Estimated loadings of Reason Behind Multiple-Choice 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 Behind Multiple-Choice on that type
Verbal1020.75
Numerical230.64
Spatial620.65
Logical500.85
Heterogeneous830.72

N = 320

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

Balanced g loading = 0.72

National medians for Reason Behind Multiple-Choice

Country n median score
Finland3162.0
United_States11115.0

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 Behind Multiple-Choice

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

Correlation of Reason Behind Multiple-Choice with personal details

Personalia n r
PSIA Aspergoid - Revision 200750.75
PSIA Neurotic - Revision 200750.66
PSIA System factor - Revision 200750.65
PSIA Cold - Revision 200750.62
PSIA Cruel - Revision 200750.57
Gifted Adult's Inventory of Aspergerisms70.57
PSIA Just - Revision 200750.52
Observed associative horizon60.52
PSIA Introverted - Revision 200750.35
Father's educational level300.28
Year of birth310.21
Mother's educational level310.20
PSIA Rational - Revision 200750.18
PSIA Deviance factor - Revision 200750.18
Cooijmans Inventory of Neo-Marxist Attitudes40.18
PSIA Rare - Revision 20075-0.06
Disorders (own)31-0.06
PSIA Antisocial - Revision 20075-0.16
PSIA Orderly - Revision 20075-0.21
Observed behaviour13-0.26
PSIA Extreme - Revision 20075-0.27
Educational level31-0.30
Disorders (parents and siblings)31-0.38
PSIA Ethics factor - Revision 20075-0.92
PSIA True - Revision 20075-0.96

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 quartile0.43 (54)
Below median0.61 (196)
Above median0.40 (184)
Above 3rd quartile0.49 (61)

Reliability

Computed from the subtest reliabilities using a form of the Spearman-Brown formula.

Error

Robustness and overall test quality

Correlation between subtests (internal consistency)

Ideal values for correlations between subtests are around .5, thus being a compromise between the test's ability to yield a "profile" and its ability to provide an indication of general intelligence. With a too high correlation (like .8 or higher) the subtests measure basically the same so there is almost no profile information in them, with a too low correlation (like .2 or lower) the subtests are so different that there is little point in combining them into a measure of general intelligence.

For the correlations of the subtests with total score, see the correlations table above in this report.

Other statistics

See the reports for the subtests Qoymans Multiple-Choice #4 and Reason.