Qoymans Multiple-Choice #3 Statistics

© March 2007 Paul Cooijmans

Norms

Correlation with other tests

Test#cor
Spatial Insight Test70.98
KIT Intelligence Test50.98
Test For Genius - Revision 200450.97
Spatial section of Test For Genius - Revision 200450.92
Evens50.89
Genius Association Test180.83
Test of Shock and Awe50.78
Cooijmans Intelligence Test - Form 190.77
Verbal section of Test For Genius - Revision 200450.74
The Test To End All Tests100.64
NVCPE220.63
The Final Test150.6
Strict Logic Sequences Exam I150.58
Qoymans Multiple-Choice #1170.56
Long Test For Genius170.55
Qoymans Multiple-Choice #2180.53
Cito-toets70.52
International High IQ Society Ultimate IQ Test140.5
Sigma Test140.48
Numbers140.47
Analogies of Long Test For Genius240.46
Bonsai Test90.45
Qoymans Multiple-Choice #4320.43
International High IQ Society Miscellaneous tests160.38
Space, Time and Hyperspace320.37
Logima Strictica 36100.33
Association subtest of Long Test For Genius280.25
Mysterium Entrance Exam90.24
Unknown tests180.17
Analogies #180.03
Reason5-0.02
Qoymans Automatic Test #17-0.13
Mega Test5-0.22
Raven's Advanced Progressive Matrices (raw)5-0.24
International High IQ Society Verbal Test10-0.28
Wechsler Adult Intellgence Scales6-0.37
Qoymans Automatic Test #26-0.43
Short Test For Genius5-0.57
Encephalist - R6-0.61
Odds6-0.65
ACT5-0.68
Raven's Advanced Progressive Matrices (IQ)8-0.7

Weighted average of correlations: 0.364

Conservatively estimated minimum g loading: 0.6

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 5 score pairs. All known pairs are used to obtain the true, honest statistics; correlations are not artificially inflated by leaving out ceiling scores, outliers or other anomalies.

Additional statistics November 2014

© November 2014 Paul Cooijmans

Scores on Qoymans Multiple-Choice #3

Contents type: Verbal.   Period: 2002-2004

-100 *
-27 *
-12 *
-10 *
-1 **
0 *
3 *
4 **
6 *
8 *
10 **
11 *
12 **
14 **
15 **
16 *
18 ****
19 ***
20 *****
21 ********
22 *******
23 ******
24 ******
25 *******
26 ********
27 *****
28 *****
29 ******
29.5 *
30 ******
31 ****
32 *********
33 ***
34 **
34.5 *
35 ****
36 ********
37 *****
38 *******
39 ****
39.5 *
40 ****
41 ****
42 ********
43 ********
44 *******
44.5 *
45 *******
46 ****
47 ****
48 ***
49 **
49.5 *
50 *
51 *
52 **
53 *********
54 *
55 *
56 ****
57 *******
58 ***
60 **
61 *****
62 ********
63 **
64 *
65 ****
66 ****
67 ****
68 **
70 **
71 ****
72 **
73 **
75 ***
76 *
77 *
78 **
79 **
80 *
100 *

Scores by males

n = 212

-100 *
-12 *
-10 *
-1 **
3 *
4 **
6 *
8 *
10 **
12 *
14 **
15 *
16 *
18 **
19 *
20 ****
21 ***
22 ******
23 **
24 **
25 **
26 ****
27 ***
28 ***
29 ****
29.5 *
30 ***
31 **
32 *****
33 ***
34 *
34.5 *
35 ***
36 ******
37 **
38 *****
39 ****
40 ****
41 ***
42 *******
43 *******
44 ******
45 ******
46 ****
47 ****
48 **
49 **
49.5 *
51 *
52 *
53 *********
54 *
55 *
56 ****
57 *******
58 ***
60 **
61 *****
62 ********
63 **
64 *
65 ****
66 ****
67 ****
68 **
70 *
71 ***
72 **
73 **
75 **
76 *
77 *
78 **
79 **
80 *
100 *

Scores by females

n = 61

-27 *
0 *
11 *
12 *
18 *
19 **
20 *
21 ****
22 *
23 ****
24 ****
25 ****
26 ****
27 **
28 **
29 **
30 ***
31 **
32 ****
34 *
35 *
36 *
37 ***
38 *
39.5 *
41 *
44 *
44.5 *
45 *
48 *
50 *
70 *
71 *
75 *

Correlation of Qoymans Multiple-Choice #3 with other tests by Paul Cooijmans

(Test index) Test name n r
(55) Spatial Insight Test70.98
(83) KIT Intelligence Test - first attempts50.98
(66) Test For Genius - Revision 200450.97
(54) Test of Shock and Awe60.89
(86) Evens50.89
(35) Intelligence Quantifier by assessment100.85
(10) Genius Association Test180.83
(85) Cooijmans Intelligence Test - Form 190.77
(26) Verbal section of Test For Genius - Revision 200450.74
(28) The Test To End All Tests100.64
(7) The Final Test200.63
(27) Spatial section of Test For Genius - Revision 200460.61
(51) Qoymans Multiple-Choice #1170.56
(63) Long Test For Genius170.55
(52) Qoymans Multiple-Choice #2180.53
(68) Numbers140.47
(75) Analogies of Long Test For Genius240.46
(84) Bonsai Test90.45
(80) Qoymans Multiple-Choice #4330.44
(57) Space, Time, and Hyperspace320.36
(79) Association subtest of Long Test For Genius280.25
(3) Qoymans Multiple-Choice #560.22
(40) Reason Behind Multiple-Choice - Revision 200860.15
(24) Reason - Revision 200860.12
(82) Reason5-0.02
(77) Analogies #18-0.08
(72) Qoymans Automatic Test #17-0.13
(1) Cartoons of Shock5-0.36
(50) Qoymans Automatic Test #26-0.43
(56) Short Test For Genius5-0.57
(69) Odds6-0.65

Weighted average of correlations: 0.436

Conservatively estimated minimum g loading: 0.66

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 5 score pairs. All known pairs are used to obtain the true, honest statistics; correlations have not been artificially inflated by leaving out ceiling scores, outliers or other anomalies.

Correlation of Qoymans Multiple-Choice #3 with tests by others

(Test index) Test name n r
(235) Nonverbal Cognitive Performance Examination220.65
(205) Cito-toets70.52
(237) Sigma Test140.48
(236) International High IQ Society Miscellaneous tests180.37
(234) Strict Logic Sequences Exam I160.36
(242) Unknown tests260.29
(225) Logima Strictica 36110.27
(211) Culture Fair Numerical Spatial Examination - Final version50.25
(223) Strict Logic Sequences Exam II50.19
(224) T.R.I.60.16
(231) Mysterium Entrance Exam110.09
(214) Epiq Tests60.07
(201) Wechsler Adult Intelligence Scales7-0.04
(212) Raven's Advanced Progressive Matrices (raw)6-0.12
(229) Mega Test5-0.22
(213) Encephalist - R6-0.61
(200) American College Testing program5-0.68
(218) Raven's Advanced Progressive Matrices (I.Q.)8-0.70

Weighted average of correlations: 0.203

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 5 score pairs. All known pairs are used to obtain the true, honest statistics; correlations have not been artificially inflated by leaving out ceiling scores, outliers or other anomalies.

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.

Correlation of Qoymans Multiple-Choice #3 with other tests by Paul Cooijmans - for females

(Test index) Test name n r
(52) Qoymans Multiple-Choice #221.00
(80) Qoymans Multiple-Choice #421.00

Weighted average of correlations: 1.000

Conservatively estimated minimum g loading among females: 1.00

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 2 score pairs. All known pairs are used to obtain the true, honest statistics; correlations have not been artificially inflated by leaving out ceiling scores, outliers or other anomalies.

Estimated loadings of Qoymans Multiple-Choice #3 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.

Typeg loading of Qoymans Multiple-Choice #3 on that type
Verbal0.69
Numerical0.53
Spatial0.70
Logical0.24
Heterogeneous0.42

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

Balanced g loading = 0.52

Correlation of Qoymans Multiple-Choice #3 with personal details

Personalia n r
Cooijmans Inventory of Neo-Marxist Attitudes50.49
P.S.I.A. Ethics factor680.39
P.S.I.A. Orderly270.32
P.S.I.A. True270.28
Observed behaviour130.28
Sex2730.26
Educational level850.21
P.S.I.A. Rational270.17
Father's educational level800.16
P.S.I.A. System factor560.08
Disorders (own)850.05
P.S.I.A. Rare270.00
P.S.I.A. Deviance factor68-0.03
P.S.I.A. Introverted27-0.06
Disorders (parents and siblings)85-0.11
P.S.I.A. Aspergoid27-0.13
Mother's educational level81-0.13
Observed associative horizon6-0.13
P.S.I.A. Cold27-0.17
P.S.I.A. Extreme27-0.25
Year of birth230-0.33
P.S.I.A. Antisocial27-0.34
P.S.I.A. Cruel27-0.35
P.S.I.A. Neurotic27-0.52
P.S.I.A. Just27-0.53
Gifted Adult's Inventory of Aspergerisms18-0.78

Correlation with personal details of Qoymans Multiple-Choice #3 - within females

Personalia n r
P.S.I.A. Ethics factor60.60
Educational level90.43
P.S.I.A. Deviance factor60.41
Father's educational level90.34
Disorders (parents and siblings)90.20
P.S.I.A. System factor5-0.25
Year of birth52-0.48
Mother's educational level9-0.62

Correlation with personal details of Qoymans Multiple-Choice #3 - within males

Personalia n r
Cooijmans Inventory of Neo-Marxist Attitudes50.49
P.S.I.A. Ethics factor620.39
P.S.I.A. Orderly250.33
P.S.I.A. True250.29
Observed behaviour120.24
P.S.I.A. Rational250.17
Educational level760.15
Father's educational level710.14
P.S.I.A. System factor510.12
Disorders (own)760.02
P.S.I.A. Rare25-0.01
P.S.I.A. Deviance factor62-0.07
P.S.I.A. Introverted25-0.08
Mother's educational level72-0.10
P.S.I.A. Aspergoid25-0.10
P.S.I.A. Cold25-0.10
Observed associative horizon6-0.13
Disorders (parents and siblings)76-0.15
Year of birth178-0.26
P.S.I.A. Extreme25-0.26
P.S.I.A. Antisocial25-0.30
P.S.I.A. Cruel25-0.32
P.S.I.A. Neurotic25-0.50
P.S.I.A. Just25-0.50
Gifted Adult's Inventory of Aspergerisms17-0.78

Correlation with national I.Q.'s of Qoymans Multiple-Choice #3

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

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 scoreUpward g (n)Downward g (n)
-1000.66 (358)NaN (0)
24.50.70 (323)NaN (0)
380.69 (271)-0.46 (17)
51.50.56 (192)-0.39 (63)
650.26 (99)0.59 (178)
100NaN (0)0.66 (358)

Reliability - Earlier period

In the early period the test was free and no registration was required.

Reliability - Later period

In the later period registration was required before being able to take the test, and eventually there was a fee. These measures have improved the functioning of the test; for instance, people do their best more, retests under false names become much rarer, the average I.Q. of the candidates is much higher, reliability is higher, and so on.

Error - Earlier period

Error - Later period

Scores by age - Earlier period

Age class n median score
65 to 69253.5
60 to 64122.0
55 to 59252.5
50 to 54170.0
45 to 49449.5
40 to 441042.5
35 to 39852.5
30 to 34931.0
25 to 292034.0
22 to 241537.0
20 or 21925.0
18 or 191130.0
17324.0
16413.0
14521.0
13124.0
12130.0

Scores by age - Later period

Age class n median score
60 to 64349.0
55 to 59252.5
50 to 54660.0
45 to 491158.0
40 to 44762.0
35 to 39961.0
30 to 341252.5
25 to 291949.5
22 to 241442.0
20 or 21932.0
18 or 191447.0
17636.5
16235.3
15321.0
14326.0
13221.5
122-3.0

Scores by age - within females - Earlier period

Age class n median score
55 to 59126.0
50 to 54170.0
45 to 49132.0
40 to 44242.5
35 to 39225.0
30 to 34225.0
25 to 29427.5
22 to 24534.0
20 or 21218.0
18 or 19421.0
17124.0
16224.5
14222.0
12130.0

Scores by age - within females - Later period

Age class n median score
40 to 44175.0
35 to 39136.0
30 to 34230.5
25 to 29435.0
22 to 24125.0
20 or 21225.5
18 or 19129.0
17124.0
16139.5
15321.0
14227.5
13221.5
121-27.0

Scores by age - within males - Earlier period

Age class n median score
65 to 69253.5
60 to 64122.0
55 to 59179.0
45 to 49354.0
40 to 44846.0
35 to 39661.0
30 to 34733.0
25 to 291636.0
22 to 241041.5
20 or 21729.0
18 or 19734.0
17217.0
1621.0
14321.0
13124.0

Scores by age - within males - Later period

Age class n median score
60 to 64349.0
55 to 59252.5
50 to 54660.0
45 to 491158.0
40 to 44659.0
35 to 39861.0
30 to 341054.5
25 to 291551.0
22 to 241343.0
20 or 21749.5
18 or 191357.0
17538.0
16131.0
14126.0
12121.0

Scores by year taken - Earlier period

Year taken n median score
200210232.0
20034130.0

ryear taken × median score = -1.00 (n = 143)

Scores by year taken - Later period

Year taken n median score
20035949.0
20048042.5
2011143.0

ryear taken × median score = -0.54 (n = 140)

Robustness and overall test quality - Earlier period

Robustness and overall test quality - Later period

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.