The g‐factor of international cognitive ability comparisons: the homogeneity of results in PISA,TIMSS,PIRLS and IQ‐tests across nations

Abstract

International cognitive ability and achievement comparisons stem from different research traditions. But analyses at the interindividual data level show that they share a common positive manifold. Correlations of national ability means are even higher to very high (within student assessment studies, r = .60–.98; between different student assessment studies [PISA‐sum with TIMSS‐sum] r = .82–.83; student assessment sum with intelligence tests, r = .85–.86). Results of factor analyses indicate a strong g‐factor of differences between nations (variance explained by the first unrotated factor: 94–95%). Causes of the high correlations are seen in the similarities of tests within studies, in the similarities of the cognitive demands for tasks from different tests, and in the common developmental factors at the individual and national levels including known environmental and unknown genetic influences. Copyright © 2007 John Wiley & Sons, Ltd.

Keywords

intelligence knowledge education student assessment educational achievement OECD IEA

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References

Alberti

L. B.

(2004/1441). The family in Renaissance Florence (I libri della famiglia). Long Grove: Waveland.

Ammermüller

Pischke

J.‐S.

(2006).Peer effects in European primary schools: Evidence from PIRLS. Mannheim: Discussion paper no. 6–27.

Armor

D. J.

(2003). Maximizing intelligence. New Brunswick: Transaction Publishers.

Badke‐Schaub

Strohschneider

(1998).Complex problem solving in the cultural context. Le Travail Humain 61,1–28.

Barber

(2005).Educational and ecological correlates of IQ: A cross‐national investigation. Intelligence, 33,273–284.

Barro

R. J.

Lee

J.‐W.

(1993).International comparisons of educational attainment. Journal of Monetary Economics, 32,363–394.

Barro

R. J.

Lee

J.‐W.

(2000). Barro‐Lee data set. International data on educational attainment: Updates and implications. Boston: Harvard University. Retrieved November 18 2004 fromwww2.cid.harvard.edu/ciddata/barrolee/readme.htm

Bartels

Rietveld

M. J. H.

Baal

G. C. M.

Boomsma

D. I.

(2002).Heritability of educational achievement in 12‐year olds and the overlap with cognitive ability. Twin Research, 5,544–553.

Beaton

A. E.

Mullis

I. V. S.

Martin

M. O.

Gonzalez

E. J.

Kelly

D. L.

Smith

(1996). Mathematics achievement in the middle school years. Chestnut Hill: TIMSS Study Center.

10.

Beaton

A. E.

Martin

M. O.

Mullis

I. V. S.

Gonzalez

E. J.

Smith

Kelly

D. L.

(1996). Science achievement in the middle school years. Chestnut Hill: TIMSS Study Center.

11.

Berry, J. W. , & Dasen, P. R. (Eds.). (1974). Culture and cognition: Readings in cross‐cultural psychology. London: Methuen.

12.

Bishop

J. H.

(2004). Drinking from the fountain of knowledge: Student incentive to study and learn. Cornell: Center for Advanced Human Resource Studies (CAHRS).

13.

Bracey

G. W.

(2000).The TIMSS “Final Year” study and report: A critique. Educational Researcher, 29,4–10.

14.

Brunner

(2005).Mathematische Schülerleistung [student performance in mathematics].Berlin: Dissertation at HU Berlin.

15.

Buj

(1981).Average IQ values in various European countries. Personality and Individual Differences, 2,168–169.

16.

Carneiro

Heckman

J. J.

(2003). Human capital policy. In J. J. Heckman , & A. B. Krueger (Eds.),Inequality in America: What role for human capital policy?(pp.77–239). Cambridge: MIT Press.

17.

Carpenter

P. A.

Just

M. A.

Shell

(1990).What one intelligence test measures: A theoretical account of the processing in the Raven Progressive Matrices test. Psychological Review, 97,404–431.

18.

Cattell

R. B.

(1987/1971). Intelligence: Its structure, growth and action. Amsterdam: Elsevier.

19.

Ceci

S. J.

(1991).How much does schooling influence general intelligence and its cognitive components? Developmental Psychology, 27,703–722.

20.

Cochran

Hardy

Harpending

(2006).Natural history of Ashkenazi intelligence. Journal of Biosocial Science, 38,659–693.

21.

Collani

Ev.

(2001).OECD PISA—an example of stochastic illiteracy? Economic Quality Control, 16,227–253.

22.

Condorcet

M.‐J.‐N.

(1963/1794). Entwurf einer historischen Darstellung der Fortschritte des menschlichen Geistes [Esquisse d'un tableau historique des progrès de l'esprit humain/Sketch for a historical picture of the progress of the human mind]. Frankfurt: Europäische Verlagsanstalt.

23.

Dagona

Z. K.

(1994).Substance use and road traffic accidents among Nigerian commercial motor cyclists. Ife PsychologIA, 2,81–93.

24.

Dasen, P. R. (Ed.). (1977). Piagetian cross‐cultural psychology. NY: Halsted.

25.

Dornbusch

S. M.

Ritter

Ph. L.

Leiderman

P. H.

Roberts

D. F.

Fraleigh

M. J.

(1987).The relation of parenting tyle to adolescent school performance. Child Development, 58,1244–1257.

26.

DPK (Prenzel et al.)(2005).PISA 2003. Kiel. Retrieved November 4, 2005 fromhttp://pisa.ipn. uni‐kiel.de/PISA2003_E_Zusammenfassung.pdf

27.

Elley

W. B.

(1992). How in the world do students read? The Hague: IEA.

28.

Evans

P. D.

Gilbert

S. L.

Mekel‐Bobrov

Vallender

E. J.

Anderson

J. R.

Vaez‐Azizi

L. M.

, et al. (2005).Microcephalin, a gene regulating brain size, continues to evolve adaptively in humans. Science, 309,1717–1720.

29.

Fertig

(2002).Educational production, endogenous peer group formation and class composition. Evidence from the PISA 2000 study. Essen: RWI Discussion Papers, 2.

30.

Flitner

(2006). Pädagogische Wertschöpfung [educational value added]. In J. Oelkers , R. Casale , R. Horlacher , & S. Larcher Klee . (Eds.), Rationalisierung und Bildung bei Max Weber [rationalization and education with Max Weber](pp.245–266). Bad Heilbrunn: Klinkhardt.

31.

Flynn

J. R.

(1987).Massive IQ gains in 14 nations: What IQ tests really measure. Psychological Bulletin, 101,171–191.

32.

Freudenthal

(1975).Pupils' achievement internationally compared—The IEA. Educational Studies in Mathematics, 6,127–186.

33.

Gaeth

(2005).PISA. Eine statistisch‐methodische evaluation [PISA. A statistical‐methodical evaluation]. Berlin: Dissertation at FU Berlin.

34.

Gonzales

(2000). Mathematics and science in the eigth grade. Washington: National Center for Education Statistics.

35.

Gordon

R. A.

(1997).Everyday life as an intelligence test: Effects of intelligence and intelligence context. Intelligence, 24,203–320.

36.

Gottfredson

(1997).Why g matters: The complexity of everyday life. Intelligence, 24,79–132.

37.

Gottfredson

Deary

I. J.

(2004).Intelligence predicts health and longevity, but why? Current Directions in Psychological Science, 13,1–4.

38.

Greenfield

P. M.

(1966). On culture and conservation. In J. S. Bruner , R. R. Olver , & P. M. Greenfield (Eds.), Studies in cognitive growth(pp.225–256). New York: Wiley.

39.

Hallpike

Ch.

(1978). Foundations of primitive thought. Oxford: University Press.

40.

Hanushek

E. A.

Kain

J. F.

Markman

J. M.

Rivkin

S. G.

(2003).Does peer ability affect student achievement? Journal of Applied Econometrics, 18,527–544.

41.

Hanushek

E. A.

Kimko

D. D.

(2000).Schooling, labor‐force quality, and the growth of nations. American Economic Review, 90,1184–1208.

42.

Hart

Risley

T. R.

(1995). Meaningful differences in the everyday experience of young American children. Baltimore: Paul Brookes.

43.

Hegel

G. W. F.

(1970/1822). Vorlesungen über die Philosophie der Weltgeschichte. Band I: Die Vernunft in der Geschichte [lectures about philosophy in world history. Reason in history]. Berlin: Akademie‐Verlag.

44.

Herrnstein

R. J.

Murray

C. H.

(1994). The bell curve. New York: Free Press.

45.

Hesse

H.‐G.

(2007). Lernen innerhalb und außerhalb der Schule aus interkultureller Perspektive [Learning inside and outside school from a cross‐cultural perspective]. In G. Trommsdorff , & H.‐J. Kornadt (Eds.), Anwendungsfelder der Kulturvergleichenden Psychologie. Enzyklopädie der Psychologie. C/VII/3 [Cross‐cultural psychology](pp.187–278). Göttingen: Hogrefe.

46.

Hunt

Wittmann

(in press).National intelligence and national prosperity. Intelligence, 35. DOI: 10.1016/j.intell.2006.11.002

47.

Jensen

A. R.

(1980). Bias in mental testing. London: Methuen.

48.

Jensen

A. R.

(1998). The g factor. The science of mental ability. Westport: Praeger.

49.

Kanazawa

(2006a).IQ and the wealth of states. Intelligence, 34,593–600.

50.

Kanazawa

(2006b).Mind the gap… in intelligence: Re‐examining the relationship between inequality and health. British Journal of Health Psychology, 11,623–632.

51.

Kintsch

(1998). Comprehension: A paradigm for cognition. Cambridge, UK: Cambridge University Press.

52.

Kovas

Harlaar

Petrill

S. A.

Plomin

(2005).‘Generalist genes’ and mathematics in 7‐year‐old twins. Intelligence, 33,473–489.

53.

Lapointe

A. E.

Askew

J. M.

Mead

N. A.

(1992). The international assessment of educational progress: Learning science. Princeton: Educational Testing Service.

54.

Lapointe

A. E.

Mead

N. A.

Askew

J. M.

(1992). The international assessment of educational progress: Learning mathematics. Princeton: Educational Testing Service.

55.

Lee

J.‐W.

Barro

R. J.

(1997).Schooling quality in a cross‐section of countries. New York. Retrieved November 18, 2004 fromwww.nber.org/papers/W6198

56.

Lévy‐Bruhl

(1966). Primitive mentality. Boston: Beacon Press.

57.

Loehlin

J. C.

(2007).Book review of Lynn's (2006) “Race differences in intelligence”. Intelligence, 35,93–94.

58.

Luo

Thompson

L. A.

Detterman

D. K.

(2003).The causal factor underlying the correlation between psychometric g and scholastic performance. Intelligence, 31,67–83.

59.

Lurija

A. R.

, [Luria] (1976). Cognitive development. Its cultural and social foundations. Cambridge: Harvard University Press.

60.

Lynn

(2004).The intelligence of American Jews. Personality and Individual Differences, 36,201–206.

61.

Lynn

(2006). Race differences in intelligence: An evolutionary analysis. Atlanta: Washington Summit.

62.

Lynn

Mikk

(2007).National differences in intelligence and educational attainment. Intelligence, 35,115–121.

63.

Lynn

Vanhanen

(2002). IQ and the wealth of nations. Westport: Praeger.

64.

Lynn

Vanhanen

(2006). IQ and global inequality. Athens: Washington Summit.

65.

Maas

H. L. J. v. d.

Dolan

C. V.

Grasman

R. P. P. P.

Wicherts

J. M.

Huizenga

H. M.

Raijmakers

M. E. J.

(2006).A dynamical model of general intelligence: The positive manifold of intelligence by mutualism. Psychological Review, 113,842–861.

66.

Mackintosh

N. J.

(2007).Book review of Lynn's (2006) “Race differences in intelligence”. Intelligence, 35,94–96.

67.

Mankiw

N. G.

Romer

Weil

D. N.

(1992).A contribution to the empirics of economic growth. Quarterly Journal of Economics, 107,407–437.

68.

Marshall

M. G.

Jaggers

(2000).Polity IV Project. Political regime characteristics and transitions, 1800–1999. University of Maryland. Retrieved October 5, 2004 fromwww.bsos.umd.edu/cidcm/inscr/polity

69.

Martin

M. O.

Mullis

I. V. S.

Beaton

A. E.

Gonzalez

E. J.

Smith

Kelly

D. L.

(1997). Science achievement in the primary school years. Chestnut Hill: TIMSS Study Center.

70.

Martin

M. O.

Mullis

I. V. S.

Gonzalez

E. J.

Chrostowski

S. J.

(2004). TIMSS 2003 international science report. Chestnut Hill: TIMSS & PIRLS International Study Center.

71.

Martin

M. O.

Mullis

I. V. S.

Gonzalez

E. J.

Gregory

K. D.

Smith

T. A.

Chrostowski

S. J.

, et al. (2000). TIMSS 1999 international science report. Chestnut Hill: TIMSS Study Center.

72.

Meisenberg

Lawless

Lambert

Newton

(2005).The Flynn effect in the Caribbean. Mankind Quarterly, 46,29–69.

73.

Meisenberg

Lawless

Lambert

Newton

(2006).Determinants of mental ability on a Caribbean island, and the mystery of the Flynn effect. Mankind Quarterly, 46,273–312.

74.

Mekel‐Bobrov

Gilbert

S. L.

Evans

P. D.

Vallender

E. J.

Anderson

J. R.

Hudson

R. R.

, et al. (2005).Ongoing adaptive evolution of ASPM, a brain size determinant in Homo sapiens. Science, 309,1720–1722.

75.

Meyerhöfer

(2006). PISA & Co als kulturindustrielle Phänomene [PISA & co. as phenomenons of culture industry]. In Th. Jahnke , & W. Meyerhöfer , (Eds.), PISA & Co(pp.63–99). Hildesheim: Franzbecker.

76.

Mullis

I. V. S.

Martin

M. O.

Beaton

A. E.

Gonzalez

E. J.

Kelly

D. L.

Smith

(1997) Mathematics achievement in the primary school years. Chestnut Hill: TIMSS Study Center.

77.

Mullis

I. V. S.

Martin

M. O.

Beaton

A. E.

Gonzalez

E. J.

Kelly

D. L.

Smith

(1998). Mathematics and science achievement in the final year of secondary school. Chestnut Hill: TIMSS Study Center.

78.

Mullis

I. V. S.

Martin

M. O.

Gonzalez

E. J.

Gregory

K. D.

Garden

R. A.

O'Connor

K. M.

, et al. (2000). TIMSS 1999 international mathematics report. Chestnut Hill: TIMSS Study Center.

79.

Mullis

I. V. S.

Martin

M. O.

Gonzalez

E. J.

Chrostowski

S. J.

(2004). TIMSS 2003 international mathematics report. Chestnut Hill: TIMSS & PIRLS International Study Center.

80.

Mullis

Martin

M. O.

Gonzales

E. J.

Kennedy

A. M.

(2003). PIRLS 2001 international report. Chestnut Hill: IEA.

81.

Murray

T. S.

Kirsch

I. S.

Jenkins

L. B.

(1997). Adult literacy in OECD countries. Washington: National Center for Education Statistics.

82.

NCES (National Center for Education Statistics). (1992).Results of the international assessment of educational progress 1991. Canada. Retrieved December 12, 2006 fromhttp://nces.ed.gov/programs/digest/d96/D96T394.asp

83.

Neuwirth, E. , Ponocny, I. , & Grossmann, W. (Eds.). (2006). PISA 2000 und PISA 2003 [PISA 2000 and 2003]. Wien: Leykam.

84.

Nyborg

(2003). The sociology of psychometric and bio‐behavioural sciences: A case study of destructive social reductionism and collective fraud in 20th century academia. In H. Nyborg (Ed.), The scientific study of general intelligence(pp.441–502). Oxford: Pergamon.

85.

OECD(2000). Literacy in the information age. Final report of the international adult literacy survey. Paris: OECD.

86.

OECD(2001). Knowledge and skills for life. First results from PISA 2000. Paris: OECD.

87.

OECD(2003a). Literacy skills for the world of tomorrow. Further results from PISA 2000. Paris: OECD.

88.

OECD(2003b). PISA 2003 assessment framework. Mathematics, reading, science and problem solving. Knowledge and skills. Paris: OECD.

89.

OECD(2004a). Learning for tomorrow's world. First results from PISA 2003. Paris: OECD.

90.

OECD(2004b). Problem solving for tomorrow's world. Paris: OECD.

91.

Oesterdiekhoff

G. W.

(1992). Traditionales Denken und Modernisierung, Jean Piaget und die Theorie der sozialen Evolution [Traditional thinking and modernization, Jean Piaget and the theory of social evolution]. Opladen: Westdeutscher Verlag.

92.

Oesterdiekhoff

G. W.

(2000). Zivilisation und Strukturgenese. Norbert Elias und Jean Piaget im Vergleich [Civilisation and genesis of structure. Norbert Elias and Jean Piaget compared]. Frankfurt: Suhrkamp.

93.

Piaget

(1932). The moral judgment of the child. London: Kegan.

94.

Prais

S. J.

(2003).Cautions on OECD's recent educational survey (PISA). Oxford Review of Education, 29,139–163.

95.

Prenzel, M. , Baumert, J. , Blum, W. , Lehmann, R. , Leutner, D. , & Neubrand, M. , et al. (Eds.). (2004). PISA 2003. Münster: Waxmann.

96.

Raykov

(2005).Analysis of longitudinal studies with missing data using covariance structure modeling with full‐information maximum likelihood. Structural Equation Modeling, 12,493–505.

97.

Rindermann

(2006a).Was messen internationale Schulleistungsstudien? [What do international student assessment studies measure? School performance, student abilities, cognitive abilities, knowledge or general intelligence?] Psychologische Rundschau, 57,69–86.

98.

Rindermann

(2006b).Formen wissenschaftlicher Auseinandersetzung [forms of scientific disputes]. Erwägen‐Wissen‐Ethik, 17,251–263u.313–321.

99.

Rindermann

(2007).Die Bedeutung der mittleren Klassenfähigkeit für das Unterrichtsgeschehen und die Entwicklung individueller Fähigkeiten [the relevance of class ability for teaching and development of individual competences]. Unterrichtswissenschaft, 35,68–89.

100.

Rindermann

(in press).Relevance of education and intelligence at the national level for the economic welfare of people. Intelligence. DOI: 10.1016/j.intell.2007.02.002

101.

Rindermann

Neubauer

(2004).Processing speed, intelligence, creativity and school performance: Testing of causal hypotheses using structural equation models. Intelligence, 32,573–589.

102.

Rushton

J. P. H.

(1997/1995). Race, evolution, and behaviour. A life history perspective. New Brunswick: Transaction.

103.

Rushton

J. Ph.

Jensen

A. R.

(2005).Thirty years of research on Black‐White differences in cognitive ability. Psychology, Public Policy & the Law, 11,235–294.

104.

Rushton

J. Ph.

Vernon

Ph. A.

Bons

T. A.

(in press).No evidence that the polymorphisms of brain regulator genes Microcephalin and ASPM are associated with general mental ability, head circumference or altruism. Biology Letters. DOI: 10.1098/rsbl.2006.0586

105.

Schmidt

F. L.

& Hunter

J. E.

,(2004).General mental ability in the world of work: Occupational attainment and job performance. Journal of Personality and Social Psychology, 86,162–173.

106.

Segerstråle

(2000). Defenders of the truth. The sociobiology debate. New York: Oxford University Press.

107.

Shiraev

E. B.

Levy

D. A.

(2004). Cross‐cultural psychology. Critical thinking and contemporary applications. Boston: Pearson.

108.

Simonton

D. K.

(2006).Presidential IQ, openness, intellectual brilliance, and leadership: Estimates and correlations for 42 US chief executives. Political Psychology, 27,511–526.

109.

Spearman

Ch.

(1904).“General intelligence”, objectively determined and measured. American Journal of Psychology, 15,201–292.

110.

Stelzl

Merz

Remer

Ehlers

Th.

(1995).The effect of schooling on the development of fluid and cristallized intelligence: A quasi‐experimental study. Intelligence, 21,279–296.

111.

Strohschneider

Güss

(1998).Planing and problem solving. Differences between Brazilian and German students. Journal of Cross‐Cultural Psychology, 29,695–716.

112.

Strohschneider

Güss

(1999)The fate of the Moros: A cross‐cultural exploration of strategies in complex and dynamic decision making. International Journal of Psychology, 34,235–252.

113.

Templer

D. I.

Arikawa

(2006).Temperature, skin color, per capita income, and IQ: An international perspective. Intelligence, 34,121–128.

114.

Tiedemann

Billmann‐Mahecha

(2004).Kontextfaktoren der Schulleistung im Grundschulalter. [Contextual factors of primary school performance] Zeitschrift für Pädagogische Psychologie, 18,113–124.

115.

Vanhanen

(1997). Prospects of democracy. London: Routledge.

116.

Vanhanen

(2005).Measures of democracy 1810–2004. Finnish Social Science Data Archive (FSD). Retrieved January 17, 2006 fromwww.fsd.uta.fi/english/data/catalogue/FSD1289

117.

Wainwright

Wright

M. J.

Geffen

G. M.

Geffen

L. B.

Luciano

Martin

N. G.

(2005).The genetic basis of academic achievement on the Queensland Core Skills Test and its shared genetic variance with IQ. Behaviour Genetics, 35,133–145.

118.

Weede

Kämpf

(2002).The impact of intelligence and institutional improvements on economic growth. Kyklos, 55,361–380.

119.

Weiss

(2000). Die IQ‐Falle. Intelligenz, Sozialstruktur und Politik [The IQ‐trap. Intelligence, social structure, and politics]. Graz: Leopold Stocker.

120.

Winship

Ch.

Korenman

(1997). Does staying in school make you smarter? The effect of education on IQ in The Bell Curve. In B. Devlin , S. E. Fienberg , D. P. Resnick , & K. Roeder (Eds.), Intelligence, genes and success(pp.215–234). New York: Springer.

121.

Woods

R. P.

Freimer

N. B.

De Young

J. A.

Fears

S. C.

Sicotte

N. L.

Service

S. K.

, et al. (2006).Normal variants of Microcephalin and ASPM do not account for brain size variability. Human Molecular Genetics, 15,2025–2029.

122.

Woschek

(2005).TIMSS 2 elaboriert. Eine didaktische Analyse von Schülerarbeiten im Ländervergleich Schweiz/Deutschland [TIMSS 2 elaborated. A didactic analysis of test results across Switzerland‐Germany]. Duisburg: Dissertation at University Duisburg.

123.

Wuttke

(2006). Fehler, Verzerrungen, Unsicherheiten in der PISA‐Auswertung [Mistakes, biases, uncertainties in PISA‐interpretation]. In Th. Jahnke , W. Meyerhöfer (Eds.), PISA & Co(pp.101–154). Hildesheim: Franzbecker.

124.

Za'Rour

G. I.

(1971).The conservation of number and liquid by Lebanese school children in Beirut. Journal of Cross‐Cultural Psychology, 2,165–172.