Statistics of Mother's educational level

© Paul Cooijmans

Legenda

The educational levels reported by test candidates are encoded as follows:

Scores on Mother's educational level as of 17 January 2022

Contents type: Personal information.   

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Scores by males

n = 894

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Scores by females

n = 129

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Correlation of Mother's educational level with other tests by I.Q. Tests for the High Range

(Test index) Test name n r
(77) Analogies #170.66
(118) Divine Psychometry60.57
(76) Analogies subtest of Long Test For Genius (Netherlandic)60.30
(72) Qoymans Automatic Test #1110.28
(84) Bonsai Test170.26
(87) Cooijmans Intelligence Test - Form 2620.26
(13) Laaglandse Aanlegtest - Herziening 201640.25
(107) The Alchemist Test270.23
(85) Cooijmans Intelligence Test - Form 1160.23
(82) Reason380.22
(109) The Bonsai Test - Revision 2016500.22
(43) Test For Genius - Revision 2010340.21
(62) Reason Behind Multiple-Choice310.20
(24) Reason - Revision 2008930.17
(26) Verbal section of Test For Genius - Revision 20041070.15
(46) Labyrinthine LIMIT180.15
(66) Test For Genius - Revision 2004760.14
(23) Gliaweb Riddled Intelligence Test - Revision 20111830.13
(19) Numerical section of Test For Genius - Revision 20101030.12
(21) Psychometric Qrosswords180.12
(37) Problems In Gentle Slopes of the third degree400.11
(39) Combined Numerical and Spatial sections of Test For Genius - Revision 2010530.10
(27) Spatial section of Test For Genius - Revision 20041220.10
(65) Long Test For Genius (Netherlandic)50.09
(40) Reason Behind Multiple-Choice - Revision 2008920.09
(74) Cooijmans On-Line Test150.08
(47) Psychometrically Activated Grids Acerbate Neuroticism120.08
(5) Daedalus Test310.07
(56) Short Test For Genius110.06
(2) Cooijmans Intelligence Test - Form 31700.06
(30) Verbal section of The Marathon Test380.04
(68) Numbers530.04
(55) Spatial Insight Test230.03
(33) Problems In Gentle Slopes of the first degree230.03
(7) The Final Test610.01
(51) Qoymans Multiple-Choice #1140.01
(16) Lieshout International Mesospheric Intelligence Test1030.01
(111) Test For Genius - Revision 2016380.01
(112) Combined Numerical and Spatial sections of Test For Genius - Revision 2016540.01
(71) Numerical Insight Test130.00
(80) Qoymans Multiple-Choice #4144-0.00
(11) Isis Test74-0.01
(28) The Test To End All Tests52-0.01
(108) Verbal section of Test For Genius - Revision 201637-0.01
(106) Cooijmans Intelligence Test - Form 488-0.02
(105) Space, Time, and Hyperspace - Revision 201656-0.02
(3) Qoymans Multiple-Choice #594-0.02
(116) Gliaweb Riddled Intelligence Test (old version)42-0.03
(35) Intelligence Quantifier by assessment75-0.03
(45) Numerical and spatial sections of The Marathon Test52-0.04
(31) Numerical section of The Marathon Test54-0.05
(48) Narcissus' last stand25-0.05
(18) The Nemesis Test51-0.06
(110) Cooijmans Intelligence Test 551-0.06
(42) The Marathon Test34-0.06
(57) Space, Time, and Hyperspace55-0.06
(44) Associative LIMIT72-0.07
(0) Test of the Beheaded Man46-0.08
(103) Problems In Gentle Slopes of the second degree38-0.09
(25) The Sargasso Test58-0.10
(79) Association subtest of Long Test For Genius38-0.11
(59) Association and Analogies (German)5-0.12
(104) The Final Test - Revision 201319-0.12
(69) Odds21-0.12
(10) Genius Association Test105-0.13
(36) Reflections In Peroxide34-0.13
(53) Qoymans Multiple-Choice #382-0.13
(1) Cartoons of Shock48-0.14
(50) Qoymans Automatic Test #211-0.14
(32) Spatial section of The Marathon Test53-0.17
(12) Cooijmans On-Line Test - Two-barrelled version34-0.17
(4) A Paranoiac's Torture: Intelligence Test Utilizing Diabolic Exactitude37-0.18
(113) The Piper's Test12-0.19
(52) Qoymans Multiple-Choice #215-0.23
(83) KIT Intelligence Test - first attempts14-0.23
(115) De Laatste Test - Herziening 20194-0.25
(117) The Hammer Of Test-Hungry - Revision 201318-0.29
(114) Dicing with death11-0.32
(29) Words21-0.32
(54) Test of Shock and Awe16-0.33
(63) Long Test For Genius28-0.35
(75) Analogies of Long Test For Genius33-0.43
(41) The LAW - Letters And Words18-0.47
(15) Letters20-0.48
(34) De Roskam4-0.50
(73) Qoymans Automatic Test #38-0.54
(22) Gliaweb Raadselachtig Analogieënproefwerk8-0.56
(81) Association subtest of Long Test For Genius (Netherlandic)6-0.56
(14) Low Countries Aptitude Test7-0.64
(86) Evens9-0.82
(8) Female Intelligence Test5-0.92
(49) The Hammer Of Test-Hungry4-0.93

Weighted average of correlations: -0.002 (N = 3824, weighted sum = -8.13)

Conservatively estimated minimum g loading: -0.05

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 Mother's educational level with tests by others

(Test index) Test name n r
(203) Wechsler Adult Intelligence Scales for Children70.93
(208) California Test of Mental Maturity50.64
(244) Scholastic Aptitude Test (new)110.51
(243) Scholastic Aptitude Test (old)170.46
(225) Logima Strictica 36490.38
(238) 916 Test200.38
(223) Strict Logic Sequences Exam II180.33
(237) Sigma Test220.33
(241) Ultra Test100.32
(232) GMAT40.30
(226) Logima Strictica 24160.29
(214) Epiq Tests140.28
(227) Concep-T80.24
(218) Raven's Advanced Progressive Matrices (I.Q.)260.22
(212) Raven's Advanced Progressive Matrices (raw)230.18
(236) International High IQ Society Miscellaneous tests520.17
(233) Hoeflin Power Test70.16
(220) Cattell Culture Fair330.14
(217) G-test80.11
(206) W-8780.10
(201) Wechsler Adult Intelligence Scales370.08
(239) Titan Test190.07
(229) Mega Test90.02
(242) Unknown and miscellaneous tests234-0.00
(234) Strict Logic Sequences Exam I71-0.01
(211) Culture Fair Numerical Spatial Examination - Final version56-0.04
(231) Mysterium Entrance Exam30-0.05
(247) Advanced Intelligence Test12-0.11
(240) Strict Logic Spatial Exam 4828-0.12
(235) Nonverbal Cognitive Performance Examination39-0.15
(230) Omega Contemplative Items Pool7-0.18
(219) Graduate Record Examination11-0.20
(246) Sequentia Numerica Form I13-0.22
(204) Chimera High Ability Riddle Test5-0.26
(202) Cattell Verbal7-0.28
(200) American College Testing program15-0.29
(209) Drenth number series5-0.37
(205) Cito-toets12-0.39
(224) Test of Inductive Reasoning12-0.59
(213) Encephalist - R6-0.80
(228) Miller Analogies Test (raw; old version)7-0.89

Weighted average of correlations: 0.054 (N = 993, weighted sum = 53.54)

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.

Correlation of Mother's educational level with other tests by I.Q. Tests for the High Range - for females

(Test index) Test name n r
(26) Verbal section of Test For Genius - Revision 200440.89
(87) Cooijmans Intelligence Test - Form 240.69
(35) Intelligence Quantifier by assessment70.55
(16) Lieshout International Mesospheric Intelligence Test40.52
(23) Gliaweb Riddled Intelligence Test - Revision 2011160.42
(116) Gliaweb Riddled Intelligence Test (old version)40.30
(44) Associative LIMIT40.28
(24) Reason - Revision 200850.17
(1) Cartoons of Shock50.13
(106) Cooijmans Intelligence Test - Form 450.13
(40) Reason Behind Multiple-Choice - Revision 200850.12
(2) Cooijmans Intelligence Test - Form 3140.05
(3) Qoymans Multiple-Choice #550.02
(10) Genius Association Test6-0.04
(80) Qoymans Multiple-Choice #415-0.07
(53) Qoymans Multiple-Choice #39-0.62

Weighted average of correlations: 0.160 (N = 112, weighted sum = 17.94)

Conservatively estimated minimum g loading among females: 0.40

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 Mother's educational level 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 Mother's educational level on that type
Verbal952-0.25
Numerical2530.08
Spatial412-0.00
Logical1770.40
Heterogeneous12950.11

N = 3089

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

Balanced g loading = 0.07

National means for Mother's educational level

Country n mean score
Chile36.00
Hungary26.00
Bulgaria85.75
Cuba25.50
Dominican_Republic25.50
El_Salvador25.50
Russia45.50
Iran55.40
Argentina75.29
Switzerland65.17
India255.12
New_Zealand45.00
Serbia25.00
Thailand35.00
South_Africa94.89
Romania74.86
Poland154.73
Philippines64.67
Nigeria54.60
United_States2864.59
Israel74.57
Canada314.48
Greece254.44
United_Kingdom434.42
Korea_South174.41
Portugal54.40
Singapore54.40
Yugoslavia54.40
Malaysia34.33
France194.32
Austria124.25
Sweden594.20
Japan104.20
Australia174.00
China194.00
Czech_Republic34.00
Italy204.00
Norway134.00
Slovenia44.00
Germany723.93
Belgium213.90
Netherlands793.87
Finland283.79
Brazil123.75
Mexico73.57
Denmark133.46
Turkey143.43
Bosnia_and_Herzegovina43.25
Croatia23.00
Spain232.61
Slovakia22.50
Hong_Kong52.20
Cyprus32.00

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

Correlation with national I.Q.'s of Mother's educational level

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

Correlation of Mother's educational level with personal details

Personalia n r
Father's educational level10090.60
Year of birth10240.24
P.S.I.A. Rational - Revision 2007800.11
P.S.I.A. Cruel - Revision 2007800.10
Disorders (own)10210.05
Cooijmans Inventory of Neo-Marxist Attitudes470.01
P.S.I.A. Rare - Revision 2007800.00
Sex1024-0.00
Educational level1024-0.00
Disorders (parents and siblings)1020-0.01
P.S.I.A. Neurotic - Revision 200780-0.01
Gifted Adult's Inventory of Aspergerisms79-0.01
P.S.I.A. Just - Revision 200780-0.04
P.S.I.A. Aspergoid - Revision 200780-0.06
P.S.I.A. Orderly - Revision 200780-0.06
Observed associative horizon36-0.08
P.S.I.A. True - Revision 200780-0.08
P.S.I.A. Cold - Revision 200780-0.08
P.S.I.A. Introverted - Revision 200780-0.08
P.S.I.A. System factor - Revision 200780-0.08
P.S.I.A. Ethics factor - Revision 200780-0.10
P.S.I.A. Antisocial - Revision 200780-0.14
P.S.I.A. Deviance factor - Revision 200780-0.15
Observed behaviour89-0.16
P.S.I.A. Extreme - Revision 200780-0.18

Observation: There is a significant moderate positive correlation of Father's educational level with Mother's educational level, reflecting assortative mating, one presumes. Virtually the same correlation is seen below for both the female and the male candidates separately, which makes sense given that the assortative mating took place before the candidate (child) was conceived, and can therefore not have been affected by the sex of the candidate. The fact that this correlation is so alike within-sex confirms that it is genuine, and also confirms that the statistic was reported correctly on the whole.

Correlation with personal details of Mother's educational level - within females

Personalia n r
Gifted Adult's Inventory of Aspergerisms60.73
Father's educational level1290.61
P.S.I.A. Rational - Revision 200790.50
Year of birth1290.23
Educational level1290.14
P.S.I.A. Neurotic - Revision 200790.11
Disorders (own)1290.09
Disorders (parents and siblings)129-0.09
P.S.I.A. Rare - Revision 20079-0.14
P.S.I.A. Aspergoid - Revision 20079-0.14
P.S.I.A. Orderly - Revision 20079-0.17
P.S.I.A. Cruel - Revision 20079-0.24
Observed associative horizon5-0.25
P.S.I.A. Extreme - Revision 20079-0.25
P.S.I.A. Cold - Revision 20079-0.33
P.S.I.A. Antisocial - Revision 20079-0.33
P.S.I.A. Deviance factor - Revision 20079-0.38
P.S.I.A. Just - Revision 20079-0.44
P.S.I.A. System factor - Revision 20079-0.44
P.S.I.A. Ethics factor - Revision 20079-0.46
P.S.I.A. True - Revision 20079-0.46
Observed behaviour7-0.50
P.S.I.A. Introverted - Revision 20079-0.60

Correlation with personal details of Mother's educational level - within males

Personalia n r
Father's educational level8790.60
Year of birth8940.24
P.S.I.A. Cruel - Revision 2007710.09
P.S.I.A. Rational - Revision 2007710.07
Disorders (own)8910.04
Cooijmans Inventory of Neo-Marxist Attitudes470.01
Disorders (parents and siblings)8900.01
P.S.I.A. Rare - Revision 2007710.00
P.S.I.A. Neurotic - Revision 200771-0.02
Educational level894-0.02
P.S.I.A. True - Revision 200771-0.03
P.S.I.A. Introverted - Revision 200771-0.03
Observed associative horizon31-0.05
P.S.I.A. Just - Revision 200771-0.05
P.S.I.A. Orderly - Revision 200771-0.05
P.S.I.A. Ethics factor - Revision 200771-0.06
P.S.I.A. Aspergoid - Revision 200771-0.06
P.S.I.A. Cold - Revision 200771-0.08
Gifted Adult's Inventory of Aspergerisms73-0.08
P.S.I.A. System factor - Revision 200771-0.09
P.S.I.A. Deviance factor - Revision 200771-0.14
Observed behaviour82-0.15
P.S.I.A. Antisocial - Revision 200771-0.16
P.S.I.A. Extreme - Revision 200771-0.17

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)
0-0.05 (3824)NaN (0)
1-0.09 (3792)0.57 (39)
20.11 (3677)-0.14 (305)
30.06 (3400)-0.34 (809)
4-0.21 (2949)0.11 (2302)
5-0.28 (1453)0.13 (3150)
6-0.41 (557)0.16 (3683)
7NaN (0)-0.05 (3824)

Observation: Only downward of Mother's educational level 1 (a few years primary school) does this statistic have noticeable g loading. The upward g loading is even increasingly negative from level 4 (Secondary school completed) upward.

Conclusions

  1. There is, on the whole, a virtually zero correlation of Mother's educational level with candidate's high-range I.Q. test scores;
  2. Within females, however, there is a small positive correlation of about .16;
  3. Only downward of Mother's educational level 1 (a few years primary school) there seems to be a somewhat higher correlation with I.Q.;
  4. There is a significant moderate positive correlation of Father's educational level with Mother's educational level, reflecting assortative mating.

General observations

After seeing the statistics of candidate's, mother's, and father's educational levels, the following general observations can be made with significance:

  1. There are very small positive to near-zero correlations of high-range I.Q. scores with the three indicators of educational level;
  2. Only for the lowest few educational levels is the correlation somewhat larger;
  3. Within female candidates, the correlations with the three indicators of educational level are higher than within male candidates; given that females score a bit lower than males on high-range tests, these higher correlations are consistent with the phenomenon that the correlation of I.Q. with educational level is higher over the full range than in the high range;
  4. The correlations with Mother's educational level are lower than those with Father's educational level, and are even increasingly negative from level 4 (Secondary school completed) upward.

Disclaimer

These reports are based exclusively on statistics of high-range intelligence tests. Over the full range of I.Q. and the general population, the correlations of I.Q. scores with the indicators of educational level are known to be much higher than reported here. Likely, this difference has to do with phenomena like attenuation due to restriction of range, and Spearman's "law of diminishing returns" regarding g.