Gifted Adult's Inventory of Aspergerisms (GAIA) - Statistical Report

© Paul Cooijmans

This is the statistical report of a personality inventory relating to Aspergoid features in intelligent adults.

Norms

Note: The t-scores, with mean of 50 and standard deviation of 10, are based on a recent sample (year 2021) and anchored to the P.S.I.A. Aspergoid scale (original version). Therefore, these t-scores reflect where one stands among intelligent adults in general, and not just among those taking this test, who (the latter) form a group pre-selected for interest in Asperger syndrome and have considerably higher scores on average (about a standard deviation higher).

GAIA t-score
0 38
1 39
2 40
3 41
4 42
5 43
6 44
7 45
8 45
9 46
10 47
11 48
12 49
13 50
14 51
15 52
16 53
17 54
18 55
19 55
20 56
21 57
22 58
23 59
24 60
25 61
26 62
27 63
28 64
29 65
30 65
31 66
32 67
33 68
34 69
35 70
36 71
37 72
38 73
39 74
40 75
41 75
42 76
43 77
44 78
45 79
46 80
47 81
48 82
49 83
50 84
51 85
52 85
53 86
54 87

Scores on Gifted Adult's Inventory of Aspergerisms as of 6 September 2021

Contents type: Personality test other than for mental ability.   Period: 2000-present

Note: These scores are from candidates who chose to take this test, probably from an interest in Asperger syndrome, and their scores are higher on average than those of a more general group of intelligent adults would be - see above t-scores.

1 *
2 **
3 **
4 ****
5 ***
6 ****
7 *****
8 ****
9 *****
10 ******
11 ****
12 *
13 ***
14 **
15 *****
16 ***
17 *
18 ****
19 ***
20 **
21 *********
22 *******
23 ********
24 *********
25 ****
26 ****
27 *****
28 ******
29 ***********
30 ***********
31 ****
32 *****
33 ****
34 *******
35 *******
36 ****
37 ****
38 *****
39 *
40 *****
41 ***
42 *
43 *
44 *
45 *
46 *
47 *
48 *
50 *
54 *

Scores by males

n = 151

1 *
2 **
3 **
4 ****
5 **
6 ****
7 *****
8 ****
9 ****
10 ******
11 ****
12 *
13 **
14 *
15 *****
16 **
17 *
18 **
19 *
20 *
21 ******
22 ******
23 *******
24 ********
25 ***
26 ****
27 ****
28 ****
29 *****
30 ********
31 *
32 ***
33 ****
34 *****
35 ******
36 *
37 ****
38 ***
40 ****
41 ***
42 *
43 *
44 *
45 *
46 *
47 *
48 *
50 *

Scores by females

n = 42

5 *
9 *
13 *
14 *
16 *
18 **
19 *
20 *
21 ***
22 *
23 *
24 *
25 *
27 *
28 **
29 ******
30 ***
31 ***
32 **
34 **
35 *
36 ***
38 **
54 *

Correlation of Gifted Adult's Inventory of Aspergerisms with other tests by I.Q. Tests for the High Range

(Test index) Test name n r
(15) Letters80.89
(29) Words90.75
(108) Verbal section of Test For Genius - Revision 201680.72
(56) Short Test For Genius40.62
(62) Reason Behind Multiple-Choice70.57
(41) The LAW - Letters And Words70.53
(30) Verbal section of The Marathon Test70.51
(1) Cartoons of Shock120.49
(111) Test For Genius - Revision 201680.48
(52) Qoymans Multiple-Choice #260.44
(85) Cooijmans Intelligence Test - Form 160.40
(105) Space, Time, and Hyperspace - Revision 2016100.39
(87) Cooijmans Intelligence Test - Form 2160.38
(21) Psychometric Qrosswords90.37
(112) Combined Numerical and Spatial sections of Test For Genius - Revision 201690.30
(68) Numbers110.30
(116) Gliaweb Riddled Intelligence Test (old version)100.28
(72) Qoymans Automatic Test #160.23
(42) The Marathon Test70.22
(7) The Final Test220.22
(106) Cooijmans Intelligence Test - Form 4120.21
(50) Qoymans Automatic Test #270.19
(84) Bonsai Test40.14
(48) Narcissus' last stand100.13
(28) The Test To End All Tests210.12
(3) Qoymans Multiple-Choice #5220.10
(11) Isis Test180.07
(114) Dicing with death70.07
(26) Verbal section of Test For Genius - Revision 2004240.05
(107) The Alchemist Test60.04
(73) Qoymans Automatic Test #340.03
(109) The Bonsai Test - Revision 201660.01
(113) The Piper's Test5-0.04
(4) A Paranoiac's Torture: Intelligence Test Utilizing Diabolic Exactitude14-0.07
(80) Qoymans Multiple-Choice #423-0.08
(36) Reflections In Peroxide10-0.09
(40) Reason Behind Multiple-Choice - Revision 200822-0.09
(35) Intelligence Quantifier by assessment32-0.10
(32) Spatial section of The Marathon Test9-0.11
(45) Numerical and spatial sections of The Marathon Test9-0.13
(103) Problems In Gentle Slopes of the second degree7-0.13
(55) Spatial Insight Test7-0.14
(66) Test For Genius - Revision 200420-0.14
(31) Numerical section of The Marathon Test9-0.14
(77) Analogies #16-0.16
(33) Problems In Gentle Slopes of the first degree7-0.16
(16) Lieshout International Mesospheric Intelligence Test24-0.16
(2) Cooijmans Intelligence Test - Form 320-0.17
(117) The Hammer Of Test-Hungry - Revision 20137-0.17
(12) Cooijmans On-Line Test - Two-barrelled version10-0.23
(43) Test For Genius - Revision 20107-0.24
(10) Genius Association Test28-0.25
(24) Reason - Revision 200821-0.25
(25) The Sargasso Test12-0.27
(23) Gliaweb Riddled Intelligence Test - Revision 201117-0.27
(110) Cooijmans Intelligence Test 511-0.28
(44) Associative LIMIT17-0.28
(57) Space, Time, and Hyperspace31-0.28
(27) Spatial section of Test For Genius - Revision 200425-0.30
(37) Problems In Gentle Slopes of the third degree9-0.32
(104) The Final Test - Revision 20138-0.32
(0) Test of the Beheaded Man12-0.35
(75) Analogies of Long Test For Genius19-0.36
(82) Reason9-0.36
(19) Numerical section of Test For Genius - Revision 201017-0.36
(63) Long Test For Genius17-0.44
(79) Association subtest of Long Test For Genius21-0.45
(47) Psychometrically Activated Grids Acerbate Neuroticism4-0.48
(54) Test of Shock and Awe9-0.51
(46) Labyrinthine LIMIT5-0.58
(18) The Nemesis Test11-0.63
(39) Combined Numerical and Spatial sections of Test For Genius - Revision 20109-0.64
(5) Daedalus Test8-0.66
(69) Odds6-0.69
(51) Qoymans Multiple-Choice #18-0.69
(53) Qoymans Multiple-Choice #319-0.75

Weighted average of correlations: -0.084 (N = 924, weighted sum = -78.07)

Conservatively estimated minimum g loading: -0.29

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.

Correlation of Gifted Adult's Inventory of Aspergerisms with tests by others

(Test index) Test name n r
(240) Strict Logic Spatial Exam 4840.70
(220) Cattell Culture Fair80.61
(234) Strict Logic Sequences Exam I160.32
(231) Mysterium Entrance Exam150.32
(226) Logima Strictica 2460.20
(201) Wechsler Adult Intelligence Scales150.18
(225) Logima Strictica 36170.16
(236) International High IQ Society Miscellaneous tests160.10
(212) Raven's Advanced Progressive Matrices (raw)40.03
(242) Unknown and miscellaneous tests65-0.05
(229) Mega Test7-0.08
(239) Titan Test10-0.16
(218) Raven's Advanced Progressive Matrices (I.Q.)11-0.22
(223) Strict Logic Sequences Exam II4-0.48
(243) Scholastic Aptitude Test (old)4-0.50
(235) Nonverbal Cognitive Performance Examination14-0.52
(237) Sigma Test10-0.56
(200) American College Testing program5-0.62
(241) Ultra Test4-0.98

Weighted average of correlations: -0.023 (N = 235, weighted sum = -5.43)

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.

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.

Estimated loadings of Gifted Adult's Inventory of Aspergerisms 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 Gifted Adult's Inventory of Aspergerisms on that type
Verbal275-0.13
Numerical43-0.44
Spatial106-0.41
Logical38-0.60
Heterogeneous272-0.21

N = 734

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

Balanced g loading = -0.36

National medians for Gifted Adult's Inventory of Aspergerisms

Country n median score
Spain236.5
India232.0
United_States5129.0
Australia428.0
Netherlands1226.5
Canada825.5
Italy223.5
United_Kingdom822.0
Israel221.0
Finland619.5
Greece219.5
Norway318.0
Sweden715.0
France314.0
Poland212.0
Belgium311.0
Germany27.0

For reasons of privacy, only countries with 2 or more candidates are included in this table. Ranking is based on the medians, and then alphabetic.

Correlation with national I.Q.'s of Gifted Adult's Inventory of Aspergerisms

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

Correlation of Gifted Adult's Inventory of Aspergerisms with personal details

Personalia n r
P.S.I.A. Aspergoid - Revision 2007260.70
P.S.I.A. Introverted - Revision 2007260.68
P.S.I.A. Cold - Revision 2007260.64
P.S.I.A. System factor - Revision 2007260.60
P.S.I.A. Neurotic - Revision 2007260.57
P.S.I.A. Deviance factor - Revision 2007260.57
P.S.I.A. Extreme - Revision 2007260.44
Disorders (own)1110.41
P.S.I.A. Just - Revision 2007260.39
P.S.I.A. Rare - Revision 2007260.29
P.S.I.A. True - Revision 2007260.27
P.S.I.A. Orderly - Revision 2007260.26
Disorders (parents and siblings)920.24
Year of birth1690.18
P.S.I.A. Ethics factor - Revision 2007260.16
P.S.I.A. Cruel - Revision 2007260.12
Observed associative horizon130.10
P.S.I.A. Rational - Revision 2007260.06
Mother's educational level76-0.00
Father's educational level73-0.07
Sex193-0.14
Observed behaviour34-0.18
Cooijmans Inventory of Neo-Marxist Attitudes30-0.20
P.S.I.A. Antisocial - Revision 200726-0.21
Educational level97-0.32

Correlation with personal details of Gifted Adult's Inventory of Aspergerisms - within females

Personalia n r
Observed associative horizon40.94
Mother's educational level50.94
Disorders (own)120.74
Year of birth290.32
Father's educational level50.14
Educational level10-0.22
Disorders (parents and siblings)8-0.46

Correlation with personal details of Gifted Adult's Inventory of Aspergerisms - within males

Personalia n r
P.S.I.A. Aspergoid - Revision 2007240.70
P.S.I.A. Introverted - Revision 2007240.68
P.S.I.A. Cold - Revision 2007240.65
P.S.I.A. System factor - Revision 2007240.63
P.S.I.A. Deviance factor - Revision 2007240.57
P.S.I.A. Neurotic - Revision 2007240.57
P.S.I.A. Just - Revision 2007240.51
P.S.I.A. Extreme - Revision 2007240.45
Disorders (own)960.38
P.S.I.A. Rare - Revision 2007240.28
P.S.I.A. True - Revision 2007240.26
Disorders (parents and siblings)840.25
P.S.I.A. Orderly - Revision 2007240.25
Year of birth1380.22
P.S.I.A. Cruel - Revision 2007240.15
P.S.I.A. Ethics factor - Revision 2007240.13
P.S.I.A. Rational - Revision 2007240.09
Observed associative horizon9-0.06
Mother's educational level71-0.07
Father's educational level68-0.13
P.S.I.A. Antisocial - Revision 200724-0.19
Cooijmans Inventory of Neo-Marxist Attitudes29-0.22
Observed behaviour28-0.29
Educational level87-0.36

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.

Raw scoreUpward g (N)Downward g (N)
0-0.29 (924)NaN (0)
9-0.37 (679)0.38 (144)
17-0.33 (545)0.42 (283)
25-0.23 (337)0.27 (510)
33-0.60 (161)-0.08 (718)
54NaN (0)-0.29 (924)

Note: It can be deduced from this table that the g-loading of GAIA scores is lowly negative on the whole, but is actually positive in the lower half of the population who took this test.

Remark on internal statistics

The below statistics are based on a smaller sample (n = 60) from the year 2009, for which the internal data (item scores) were recorded.

Reliability

Notice: This reliability is high for a non-intelligence personality test, and reflects the fact that the individual items almost all have clear positive correlations with total score. The combination of high reliability and negative g-loading is remarkable, and reveals the reality of the negative impact that deviance and disorders have on intelligence. This is important in understanding the rareness of genius, as discussed in Rareness and discontinuity of genius.

Error

Scores by age

Age class n median score
70 to 74120.0
65 to 6917.0
60 to 64121.0
55 to 59425.0
50 to 54815.0
45 to 491022.0
40 to 44431.0
35 to 39627.0
30 to 341129.0
25 to 29726.0
22 to 24424.0
20 or 21133.0

N = 58

Scores by age - within females

Age class n median score
70 to 74120.0
60 to 64121.0
55 to 59122.0
45 to 49422.0
40 to 44231.0
35 to 39130.0
30 to 34329.0
25 to 29228.5
22 to 24225.0

N = 17

Scores by age - within males

Age class n median score
65 to 6917.0
55 to 59326.0
50 to 54815.0
45 to 49624.0
40 to 44222.5
35 to 39527.0
30 to 34829.0
25 to 29524.0
22 to 24224.0
20 or 21133.0

N = 41

Item analysis

Item #Hardness (q)r
10.480.27
20.470.22
30.470.53
40.550.36
50.520.45
60.570.41
70.480.45
80.180.40
90.350.53
100.370.35
110.580.32
120.700.32
130.220.63
140.380.27
150.70-0.03
160.820.36
170.900.19
180.770.34
190.550.28
200.550.57
210.430.29
220.470.47
230.320.58
240.550.24
250.370.43
260.630.30
270.380.12
280.800.18
290.320.64
300.570.39
310.970.26
320.820.21
330.720.38
340.200.28
350.830.35
360.650.32
370.280.57
380.550.45
390.720.27
400.830.22
410.780.23
420.670.49
430.680.44
440.250.48
450.630.50
460.930.25
470.320.49
480.470.48
490.880.19
500.930.21
510.920.23
520.430.51
530.450.22
540.370.31