Statistics of Reason Behind Multiple-Choice - Revision 2008

© Paul Cooijmans

Scores on Reason Behind Multiple-Choice - Revision 2008 as of 10 April 2026

Contents type: Verbal, logical.   Period: 2008-2024

9 *
35 *
57 *
58.5 *
61 *
62 *
69 *
70.5 *
71 *
85 *
90 *
91 **
92 *
94.5 *
99 *
104 *
106 **
110 *
110.5 *
116.5 *
117.5 *
118.5 **
119 *
119.5 *
121 *
124 *
124.5 *
125 *
126 *
126.5 *
127 *
128 *
128.5 *
129 *
130 **
131 *
132.5 *
134.5 *
136 **
137 *
138 **
138.5 *
139 **
140 *
141 *
142 *
142.5 **
143 *
143.5 **
144 *
144.5 *
145.5 *
146 **
146.5 *
147 *
148.5 *
149 **
150 **
151.5 *
152 **
153 *
153.5 *
154 ***
154.5 *
155 *
155.5 *
156 **
157 *****
158 ***
158.5 *
159 **
160 **
160.5 *
161 ****
161.5 *
162 *
163 **
164 **
164.5 **
165 *
166 *
167 *
168 **
168.5 **
169 *
170 *
170.5 *
173 *
174 *
174.5 *
176 *
177 *
179 *
190 *

Correlation of Reason Behind Multiple-Choice - Revision 2008 with other mental ability tests

Test name n rp value
International High IQ Society tests (aggregate)50.940.06
Mega Test (Ronald K. Hoeflin)40.880.12
Numerical section of The Marathon Test300.850.000005
Reason - Revision 20081250.82≈ 0
Numerical and spatial sections of The Marathon Test300.810.00001
Words80.810.03
The Marathon Test190.800.0007
The LAW - Letters And Words80.800.03
Qoymans Multiple-Choice #51250.78≈ 0
De Golfstroomtest - Herziening 201950.780.12
Epiq Tests (aggregate)90.780.03
Narcissus' last stand300.770.00003
Advanced Intelligence Test (Randy Myers)40.770.18
Titan Test (Ronald K. Hoeflin)90.770.03
Reason110.750.02
The Test To End All Tests300.750.00005
Psychometric Qrosswords190.730.002
Cartoons of Shock220.730.0009
Test of the Beheaded Man330.710.00006
Spatial section of The Marathon Test300.680.0002
Reason Behind Multiple-Choice100.680.04
Psychometrically Activated Grids Acerbate Neuroticism160.670.01
Test For Genius - Revision 2004190.670.005
De Laatste Test - Herziening 201960.670.13
Problems In Gentle Slopes of the first degree130.660.02
The Bonsai Test - Revision 2016450.640.00002
Dicing with death200.640.005
Cooijmans Intelligence Test - Form 3530.630.000005
Divine Psychometry (Matthew Scillitani)130.630.03
Non-Verbal Cognitive Performance Examination (Xavier Jouve)80.630.10
Gliaweb Riddled Intelligence Test - Revision 2011420.630.00006
Reflections In Peroxide410.620.00008
The Alchemist Test (Anas El Husseini)270.620.002
Space, Time, and Hyperspace - Revision 2016400.610.0001
Random Feickery (Brandon Feick)90.610.08
Only idiots140.610.03
Combined Numerical and Spatial sections of Test For Genius - Revision 2016390.610.0002
Spatial section of Test For Genius - Revision 2004370.610.0002
Cooijmans Intelligence Test - Form 2120.590.05
Test For Genius - Revision 2016340.590.0008
The Final Test180.590.02
Associative LIMIT400.590.0002
Culture Fair Numerical Spatial Examination - Final version (Etienne Forsström)60.560.20
Lieshout International Mesospheric Intelligence Test510.560.00008
Verbal section of The Marathon Test230.550.01
Problems In Gentle Slopes of the third degree430.540.0004
Analogies of Long Test For Genius50.540.28
Raven's Advanced Progressive Matrices (I.Q.)60.530.24
The Hammer Of Test-Hungry40.530.37
Cooijmans Intelligence Test - Form 4440.520.0007
Qoymans Multiple-Choice #4160.510.05
Verbal section of Test For Genius - Revision 2004320.510.005
The Gate90.510.15
Cooijmans Intelligence Test 5330.500.005
Verbal section of Test For Genius - Revision 2016340.500.004
Cooijmans On-Line Test - Two-barrelled version250.500.02
Numbers80.490.19
The Sargasso Test500.490.0006
Genius Association Test440.490.001
Tests by Nikolaos Soulios (aggregate)130.490.10
The Nemesis Test330.480.006
916 Test (Laurent Dubois)90.480.17
The Piper's Test180.480.05
Problems In Gentle Slopes of the second degree300.470.01
Logima Strictica 24 (Robert Lato)40.470.42
Test of Shock and Awe50.440.37
The Smell Test120.440.14
Space, Time, and Hyperspace70.440.28
Labyrinthine LIMIT200.410.07
Wechsler Adult Intelligence Scales120.410.17
Qoymans Multiple-Choice #3 (batch scored by Paul Cooijmans)60.410.37
Numerical section of Test For Genius - Revision 2010580.410.002
A Relaxing Test (David Miller)150.400.13
A Paranoiac's Torture: Intelligence Test Utilizing Diabolic Exactitude340.380.03
Three Sonnets (Heinrich Siemens)40.380.50
Daedalus Test270.380.05
Bonsai Test50.370.46
Tests by Greg Grove (aggregate)100.370.26
Combined Numerical and Spatial sections of Test For Genius - Revision 2010230.320.14
Logima Strictica 36 (Robert Lato)120.300.32
Tests by Ivan Ivec (aggregate)150.300.27
The Hammer Of Test-Hungry - Revision 2013130.290.32
Test For Genius - Revision 2010150.270.32
Letters90.260.46
Gliaweb Recycled Intelligence Test90.250.48
Miscellaneous tests350.240.17
Isis Test460.220.13
Strict Logic Sequences Examination II (Jonathan Wai)90.210.54
Association subtest of Long Test For Genius60.180.68
Spatial Insight Test60.150.74
The Final Test - Revision 2013140.150.60
Laaglandse Aanlegtest - Herziening 201650.120.81
Long Test For Genius40.090.87
G-test (Nikos Lygeros)40.070.92
Strict Logic Sequences Examination I (Jonathan Wai)240.030.90
Strict Logic Spatial Examination 48 (Jonathan Wai)160.020.94
Tests by Mislav Predavec (aggregate)110.010.97
Numerologica (Andrei Udriște)5-0.010.97
Tests by Theodosis Prousalis (aggregate)9-0.090.81
Gliaweb Riddled Intelligence Test (old version)10-0.100.76
Tests by Xavier Jouve, other than those listed separately (aggregate)7-0.130.74
Tests by Arne Andre Gangvik (aggregate)4-0.170.76
Tests by Paul Laurent Miranda (aggregate)5-0.220.66
Raven's Advanced Progressive Matrices (raw)5-0.220.66
Tests by Iakovos Koukas (aggregate)5-0.230.64
Evens5-0.260.60
Tests by Jason Betts (aggregate)14-0.290.30
Kvociento (Bram van Kaathoven)4-0.380.50
Test of Inductive Reasoning / J.C.T.I. (Xavier Jouve)5-0.540.27
Tests by James Dorsey (aggregate)8-0.580.12
Odds5-0.610.22
Gliaweb Raadselachtig Analogieproefwerk5-0.680.17
Sequentia Numerica Form I (Alexander Herkner)4-0.710.22
Cattell Culture Fair6-0.830.06

Weighted mean of correlations: 0.517 (N = 2249)

Estimated g factor loading: 0.72

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 - Revision 2008 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 - Revision 2008 on that type
Verbal4020.77
Numerical1480.57
Spatial2070.72
Logical1680.84
Heterogeneous8550.73

N = 1780

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

Balanced g loading = 0.73

National medians for Reason Behind Multiple-Choice - Revision 2008

Country n median score
Spain6160.0
Italy4159.5
Sweden4159.3
Germany6155.5
United_States31151.5
China8149.0
Romania3149.0
United_Kingdom6141.8
Finland5139.0
Korea_South7137.0
Canada4136.3
Greece9117.5

Total number of countries: 37

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 of Reason Behind Multiple-Choice - Revision 2008 with personal details

Personalia n rp value
Observed associative horizon110.580.07
PSIA Rational - Revision 2007350.270.12
PSIA Orderly - Revision 2007350.250.15
PSIA Neurotic - Revision 2007350.220.20
PSIA Extreme - Revision 2007350.210.22
PSIA Deviance factor - Revision 2007350.140.40
Observed behaviour300.130.48
PSIA System factor - Revision 2007350.120.48
Sex1260.120.18
Educational level1180.070.44
PSIA Cold - Revision 2007350.060.71
PSIA Antisocial - Revision 2007350.040.78
PSIA True - Revision 2007350.040.84
Year of birth1260.030.76
Mother's educational level1160.020.81
PSIA Just - Revision 2007350.020.90
PSIA Ethics factor - Revision 2007350.020.90
PSIA Cruel - Revision 2007350.010.97
Cooijmans Inventory of Neo-Marxist Attitudes180.001.00
PSIA Aspergoid - Revision 200735-0.010.97
Disorders (parents and siblings)118-0.010.92
Father's educational level112-0.020.81
PSIA Introverted - Revision 200735-0.030.87
Disorders (own)120-0.040.68
PSIA Rare - Revision 200735-0.070.68
Gifted Adult's Inventory of Aspergerisms29-0.150.42

Notice: A correlation is generally considered significant if its p value is 0.05 or less.

Estimated g factor loadings for restricted ranges

The goal of estimated g factor loadings for restricted ranges 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 (126.0)0.63 (N = 500)
Below median (146.3)0.68 (N = 971)
Above median (146.3)0.56 (N = 1232)
Above 3rd quartile (160.0)0.50 (N = 493)

Correlation between subtests

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. For statistics per subtest, see the statistical reports of the pertinent subtests.

Reliability

These are computed from statistics like subtest reliabilities, subtest variances, and total test variance.

Error of measurement

Standard error = 8.2 raw score points

Robustness and overall test quality

The robustness is computed by averaging the rraw scores × months values of the two subtests and then applying the formula given on the explanation page of Robustness.