Jump to content

Sex differences in intelligence: Difference between revisions

From Wikipedia, the free encyclopedia
Content deleted Content added
No edit summary
Tags: Mobile edit Mobile web edit
Backep1 (talk | contribs)
Very strange:"Other research has concluded that there is larger variability in female scores compared to male scores" contradicts what is said lower down under "Variability". Also the reference given says "there is strong evidence that boys and men exhibit more variable scores on intelligence tests overall..." (Chrisler page 302) I have reversed the meaning. It would be interesting to know how this discrepancy arose.
Line 4: Line 4:
Differences in [[human intelligence]] have long been a topic of debate among researchers and scholars. With the advent of the concept of ''g'' or [[general intelligence]], many researchers have argued for no significant sex differences in [[g factor (psychometrics)|''g'' factor]] or general intelligence,<ref name="Plotnik">{{cite book|vauthors =Plotnik R, Kouyoumdjian H|title =Introduction to Psychology|isbn =978-1133939535|publisher=[[Cengage Learning]] |year=2013|pages=282–283|url= https://books.google.com/books?id=6jLTCQAAQBAJ&pg=PT324}}</ref><ref name="Hunt">{{cite book|vauthors =Hunt E|title =Human Intelligence|isbn =978-1139495110|publisher=[[Cambridge University Press]]|year=2010|page=389|url=https://books.google.com/books?id=DwO4TtKAiCoC&pg=PA389}}</ref><ref name="Hunt 2">{{cite book|vauthors =Hunt E|title =Human Intelligence|isbn =978-1139495110|publisher=[[Cambridge University Press]]|year=2010|pages=378–379|url=https://books.google.com/books?id=DwO4TtKAiCoC&pg=PA378}}</ref> while others have argued for slightly greater intelligence for males,<ref name="Hunt 2"/><ref name="Lynn2005"/><ref name="Mackintosh">{{cite book|vauthors =Mackintosh N|title =IQ and Human Intelligence|isbn =978-0199585595|publisher=[[OUP Oxford]]|year=2011|pages=362–363|url=https://books.google.com/books?id=BcKcAQAAQBAJ&pg=PA362}}</ref> and others for a female advantage.<ref name="Mackintosh"/> These results depend on the [[methodology]],<ref name="Mackintosh"/> tests researchers used for their claims,<ref name="Mackintosh"/> and the personal performances of the participants.<ref name="Hunt"/>
Differences in [[human intelligence]] have long been a topic of debate among researchers and scholars. With the advent of the concept of ''g'' or [[general intelligence]], many researchers have argued for no significant sex differences in [[g factor (psychometrics)|''g'' factor]] or general intelligence,<ref name="Plotnik">{{cite book|vauthors =Plotnik R, Kouyoumdjian H|title =Introduction to Psychology|isbn =978-1133939535|publisher=[[Cengage Learning]] |year=2013|pages=282–283|url= https://books.google.com/books?id=6jLTCQAAQBAJ&pg=PT324}}</ref><ref name="Hunt">{{cite book|vauthors =Hunt E|title =Human Intelligence|isbn =978-1139495110|publisher=[[Cambridge University Press]]|year=2010|page=389|url=https://books.google.com/books?id=DwO4TtKAiCoC&pg=PA389}}</ref><ref name="Hunt 2">{{cite book|vauthors =Hunt E|title =Human Intelligence|isbn =978-1139495110|publisher=[[Cambridge University Press]]|year=2010|pages=378–379|url=https://books.google.com/books?id=DwO4TtKAiCoC&pg=PA378}}</ref> while others have argued for slightly greater intelligence for males,<ref name="Hunt 2"/><ref name="Lynn2005"/><ref name="Mackintosh">{{cite book|vauthors =Mackintosh N|title =IQ and Human Intelligence|isbn =978-0199585595|publisher=[[OUP Oxford]]|year=2011|pages=362–363|url=https://books.google.com/books?id=BcKcAQAAQBAJ&pg=PA362}}</ref> and others for a female advantage.<ref name="Mackintosh"/> These results depend on the [[methodology]],<ref name="Mackintosh"/> tests researchers used for their claims,<ref name="Mackintosh"/> and the personal performances of the participants.<ref name="Hunt"/>


Some research indicates male advantages on some [[cognitive tests]] are minimized when controlling for socioeconomic factors.<ref name="Plotnik"/><ref name="Mackintosh"/> Other research has concluded that there is [[Variability hypothesis|larger variability]] in female scores compared to male scores, which results in more females than male in the [[Intellectual giftedness|top]] and bottom of the IQ distribution.<ref name="Chrisler JC">{{cite book|vauthors =Chrisler JC, McCreary DR|title =Handbook of Gender Research in Psychology: Volume 1: Gender Research in General and Experimental Psychology|isbn =978-1441914651|publisher=[[Springer Science & Business Media]]|year=2010|page=302|url=https://books.google.com/books?id=Xtq0M1f_aIMC&pg=PA302}}</ref> Additionally, there are differences in the capacity of males and females in performing certain tasks, such as rotation of objects in space, often categorized as [[spatial ability]].<ref name="Terry">{{cite book |vauthors=Terry WS|title=Learning and Memory: Basic Principles, Processes, and Procedures, Fourth Edition|isbn =978-1317350873|publisher=[[Psychology Press]]|year=2015|page=356|url=https://books.google.com/?id=4s5WCgAAQBAJ&pg=PA356}}</ref>
Some research indicates male advantages on some [[cognitive tests]] are minimized when controlling for socioeconomic factors.<ref name="Plotnik"/><ref name="Mackintosh"/> Other research has concluded that there is [[Variability hypothesis|larger variability]] in male scores compared to female scores, which results in more males than females in the [[Intellectual giftedness|top]] and bottom of the IQ distribution.<ref name="Chrisler JC">{{cite book|vauthors =Chrisler JC, McCreary DR|title =Handbook of Gender Research in Psychology: Volume 1: Gender Research in General and Experimental Psychology|isbn =978-1441914651|publisher=[[Springer Science & Business Media]]|year=2010|page=302|url=https://books.google.com/books?id=Xtq0M1f_aIMC&pg=PA302}}</ref> Additionally, there are differences in the capacity of males and females in performing certain tasks, such as rotation of objects in space, often categorized as [[spatial ability]].<ref name="Terry">{{cite book |vauthors=Terry WS|title=Learning and Memory: Basic Principles, Processes, and Procedures, Fourth Edition|isbn =978-1317350873|publisher=[[Psychology Press]]|year=2015|page=356|url=https://books.google.com/?id=4s5WCgAAQBAJ&pg=PA356}}</ref>


== Historical perspectives ==
== Historical perspectives ==

Revision as of 12:04, 1 May 2020

Differences in human intelligence have long been a topic of debate among researchers and scholars. With the advent of the concept of g or general intelligence, many researchers have argued for no significant sex differences in g factor or general intelligence,[1][2][3] while others have argued for slightly greater intelligence for males,[3][4][5] and others for a female advantage.[5] These results depend on the methodology,[5] tests researchers used for their claims,[5] and the personal performances of the participants.[2]

Some research indicates male advantages on some cognitive tests are minimized when controlling for socioeconomic factors.[1][5] Other research has concluded that there is larger variability in male scores compared to female scores, which results in more males than females in the top and bottom of the IQ distribution.[6] Additionally, there are differences in the capacity of males and females in performing certain tasks, such as rotation of objects in space, often categorized as spatial ability.[7]

Historical perspectives

Prior to the 20th century, it was a commonly held view that men were intellectually superior to women.[8][9] In 1801, Thomas Gisborne said that women were naturally suited to domestic work and not spheres suited to men such as politics, science, or business. He stated that this was because women did not possess the same level of rational thinking that men did and had naturally superior abilities in skills related to family support.

In 1875, Herbert Spencer said that women were incapable of abstract thought and could not understand issues of justice and had only the ability to understand issues of care.[10] In 1925, Sigmund Freud also stated that women were less morally developed in the concept of justice and, unlike men, were more influenced by feeling than rational thought.[10] Early brain studies comparing mass and volumes between the sexes concluded that women were intellectually inferior because they have smaller and lighter brains.[11] Many believed that the size difference caused women to be excitable, emotional, sensitive, and therefore not suited for political participation.[12]

In the nineteenth century, whether men and women had equal intelligence was seen by many as a prerequisite for the granting of suffrage.[12] Leta Hollingworth argued that women were not permitted to realize their full potential, as they were confined to the roles of child-rearing and housekeeping.

During the early twentieth century, the scientific consensus shifted to the view that gender plays no role in intelligence,[13] but men consistently overestimated their IQs and women consistently underestimated their IQs.[1]

In his 1916 study of children's IQs, psychologist Lewis Terman concluded that "the intelligence of girls, at least up to 14 years, does not differ materially from that of boys". He did, however, find "rather marked" differences on a minority of tests. For example, he found boys were "decidedly better" in arithmetical reasoning, while girls were "superior" at answering comprehension questions. He also proposed that discrimination, lack of opportunity, women's responsibilities in motherhood, or emotional factors may have accounted for the fact that few women had careers in intellectual fields.[14][15]

Research on general intelligence

Background

Chamorro-Premuzic et al. stated, "The g factor, which is often used synonymously with general intelligence, is a latent variable which emerges in a factor analysis of various cognitive ('IQ') tests. They are not exactly the same thing. g is an indicator or measure of general intelligence; it's not general intelligence itself."[16]

All or most of the major tests commonly used to measure intelligence have been constructed so that there are no overall score differences between males and females. Thus, there is little difference between the average IQ scores of men and women.[17][18] Differences have been reported, however, in specific areas such as mathematics and verbal measures.[5][6][7] Also, studies have found the variability of male scores is greater than that of female scores, resulting in more males than females in the top and bottom of the IQ distribution.[6]

In favor of males or females in g factor

Research, using the Wechsler Adult Intelligence Scale (WAIS III and WAIS-R), that finds general intelligence in favor of males indicates a very small difference.[3] This is consistent across countries.[3] In the United States and Canada, the IQ points range from two to three points in favor of males, while the points rise to four points in favor of males in China and Japan.[3] By contrast, some research finds greater advantage for adult females.[5] For children in the United States and the Netherlands, there are one to two IQ point differences in favor of boys.[3] Other research has found a slight advantage for girls on the residual verbal factor.[3]

A 2004 meta-analysis by Richard Lynn and Paul Irwing published in 2005 found that the mean IQ of men exceeded that of women by up to 5 points on the Raven's Progressive Matrices test.[4][19] Lynn's findings were debated in a series of articles for Nature.[20] He argued that there is a greater male advantage than most tests indicate, stating that because girls mature faster than boys, and that cognitive competence increases with physiological age, rather than with calendar age, the male-female difference is small or negative prior to puberty, but males have an advantage after adolescence and this advantage continues into adulthood.[3]

In favor of no sex differences or inconclusive consensus

Most studies find either a very small difference in favor of males or no sex difference with regard to general intelligence.[3][21] In 2000, researchers Roberto Colom and Francisco J. Abad conducted a large study of 10,475 adults on five IQ tests taken from the Primary Mental Abilities and found negligible or no significant sex differences. The tests conducted were on vocabulary, spatial rotation, verbal fluency and inductive reasoning.[21]

The literature on sex differences in intelligence has produced inconsistent results due to the type of testing used, and this has resulted in debate among researchers.[4][22] The issue remains unresolved if one uses standardized tests as Jensen (1998) and Colom did. Garcia (2002) agrees that there might be a small insignificant sex difference in intelligence in general (IQ) but this may not necessarily reflect a sex difference in general intelligence or g factor.[22] The difference between the two concepts is that IQ is a psychometric scoring system measured with standardized testing, while g factor is a latent scientific construct that correlates with all cognitive tests and achievements in life. Although most researchers distinguish between g and IQ, those that argue for greater male intelligence assert that IQ and g are synonymous (Lynn & Irwing 2004) and so the real division comes from defining IQ in relation to g factor. However, in 2008 Lynn and Irwing proposed that since working memory ability correlates highest with g factor, researchers would have no choice but to accept greater male intelligence if differences on working memory tasks are found. As a result, a neuroimaging study published by Schmidt (2009) conducted an investigation into this proposal by measuring sex differences on an n-back working memory task. The results found no sex difference in working memory capacity, thus contradicting the position put forward by Lynn and Irwing (2008) and more in line with those arguing for no sex differences in intelligence.[22]

A 2012 review by researchers Richard E. Nisbett, Joshua Aronson, Clancy Blair, William Dickens, James Flynn, Diane F. Halpern and Eric Turkheimer discussed Arthur Jensen's 1998 studies on sex differences in intelligence. Jensen's tests were significantly g-loaded but were not set up to get rid of any sex differences (read differential item functioning). They summarized his conclusions as he quoted, "No evidence was found for sex differences in the mean level of g or in the variability of g. Males, on average, excel on some factors; females on others." Jensen's conclusion that no overall sex differences existed for g has been reinforced by researchers who analyzed this issue with a battery of 42 mental ability tests and found no overall sex difference.[23]

Although most of the tests showed no difference, there were some that did. For example, they found female subjects performed better on verbal abilities while males performed better on visuospatial abilities.[23] For verbal fluency, females have been specifically found to perform slightly better in vocabulary and reading comprehension but significantly higher in speech production and essay writing.[24] Males have been specifically found to perform better on spatial visualization, spatial perception, and mental rotation.[24] Researchers had then recommended that general models such as fluid and crystallized intelligence be divided into verbal, perceptual and visuospatial domains of g; this is because, as this model is applied, females excel at verbal and perceptual tasks while males excel on visuospatial tasks, thus evening out the sex differences on IQ tests.[23]

Variability

Some studies have identified the degree of IQ variance as a difference between males and females. Males tend to show greater variability on many traits; for example having both highest and lowest scores on tests of cognitive abilities.[6][7]

Feingold (1992b) and Hedges and Nowell (1995) have reported that, despite average sex differences being small and relatively stable over time, test score variances of males were generally larger than those of females."[25] Feingold "found that males were more variable than females on tests of quantitative reasoning, spatial visualisation, spelling, and general knowledge. ... Hedges and Nowell go one step further and demonstrate that, with the exception of performance on tests of reading comprehension, perceptual speed, and associative memory, more males than females were observed among high-scoring individuals."[25]

Brain and intelligence

Differences in brain physiology between sexes do not necessarily relate to differences in intellect. Although men have larger brains, men and women typically achieve similar IQ results.[26] For men, the gray matter volume in the frontal and parietal lobes correlates with IQ; for women, the gray matter volume in the frontal lobe and Broca's area (which is used in language processing) correlates with IQ.[27]

Women have greater cortical thickness, cortical complexity and cortical surface area (controlling for body size) which compensates for smaller brain size.[28] Meta-analysis and studies have found that brain size explains 6–12% of variance among individual intelligence and cortical thickness explains 5%.[29]

Mathematics performance

Girl scouts compete in the USS California Science Experience at Naval Surface Warfare. In 2008, the National Science Foundation reported that, on average, girls perform as well as boys on standardized math tests, while boys are overrepresented on both ends of the spectrum.

A performance difference in mathematics on the SAT and international PISA[30] exists in favor of males, though differences in mathematics course performance measures favor females.[31] In 1983, Benbow concluded that the study showed a large sex difference by age 13 and that it was especially pronounced at the high end of the distribution.[32] However, Gallagher and Kaufman criticized Benbow's and others' reports, which found that males were over-represented in the highest percentages, on the grounds that they had not ensured representative sampling.[31]

In nearly every study on the subject, males have out-performed females on mathematics in high school, but the size of the male-female difference, across countries, is related to gender inequality in social roles.[33] In a 2008 study paid for by the National Science Foundation in the United States, however, researchers stated that "girls perform as well as boys on standardized math tests. Although 20 years ago, high school boys performed better than girls in math, the researchers found that is no longer the case. The reason, they said, is simple: Girls used to take fewer advanced math courses than boys, but now they are taking just as many."[34][35] However, the study indicated that, while boys and girls performed similarly on average, boys were over-represented among the very best performers as well as among the very worst.[36]

A 2011 meta-analysis with 242 studies from 1990 to 2007 involving 1,286,350 people found no overall sex difference of performance in mathematics. The meta-analysis also found that although there were no overall differences, a small sex difference that favored males in complex problem solving is still present in high school.[37]

With regard to gender inequality, some psychologists believe that many historical and current sex differences in mathematics performance may be related to boys' higher likelihood of receiving math encouragement than girls. Parents were, and sometimes still are, more likely to consider a son's mathematical achievement as being a natural skill while a daughter's mathematical achievement is more likely to be seen as something she studied hard for.[38] This difference in attitude may contribute to girls and women being discouraged from further involvement in mathematics-related subjects and careers.[38]

Stereotype threat has been shown to affect performance and confidence in mathematics of both males and females.[11][31]

Spatial ability

Examples of figures from mental rotation tests.
A man playing a video game at the Japan Media Arts Festival. Spatial abilities can be affected by experiences such as playing video games, complicating research on sex differences in spatial abilities.

Metastudies show a male advantage in mental rotation and assessing horizontality and verticality[39] and a female advantage in spatial memory.[40][41] A proposed hypothesis is that men and women evolved different mental abilities to adapt to their different roles in society.[42] This explanation suggests that men may have evolved greater spatial abilities as a result of certain behaviors, such as navigating during a hunt.[43]

A number of studies have shown that women tend to rely more on visual information than men in a number of spatial tasks related to perceived orientation.[44]

Results from studies conducted in the physical environment are not conclusive about sex differences, with various studies on the same task showing no differences. For example, there are studies that show no difference in finding one's way between two places.[45]

Performance in mental rotation and similar spatial tasks is affected by gender expectations.[11][46] For example, studies show that being told before the test that men typically perform better, or that the task is linked with jobs like aviation engineering typically associated with men versus jobs like fashion design typically associated with women, will negatively affect female performance on spatial rotation and positively influence it when subjects are told the opposite.[47] Experiences such as playing video games also increase a person's mental rotation ability.[45]

The possibility of testosterone and other androgens as a cause of sex differences in psychology has been a subject of study. Adult women who were exposed to unusually high levels of androgens in the womb due to congenital adrenal hyperplasia score significantly higher on tests of spatial ability.[48] Some research has found positive correlations between testosterone levels in healthy males and measures of spatial ability.[49] However, the relationship is complex.[50]

Sex differences in academics

A 2014 meta-analysis of sex differences in scholastic achievement published in the journal of Psychological Bulletin found females outperformed males in teacher-assigned school marks throughout elementary, junior/middle, high school and at both undergraduate and graduate university level.[51] The meta-analysis, done by researchers Daniel Voyer and Susan D. Voyer from the University of New Brunswick, drew from 97 years of 502 effect sizes and 369 samples stemming from the year 1914 to 2011.[51]

Beyond sex differences in academic ability, recent research has also been focusing on women's underrepresentation in higher education, especially in the fields of natural science, technology, engineering and mathematics (STEM).[52]

See also

References

  1. ^ a b c Plotnik R, Kouyoumdjian H (2013). Introduction to Psychology. Cengage Learning. pp. 282–283. ISBN 978-1133939535.
  2. ^ a b Hunt E (2010). Human Intelligence. Cambridge University Press. p. 389. ISBN 978-1139495110.
  3. ^ a b c d e f g h i Hunt E (2010). Human Intelligence. Cambridge University Press. pp. 378–379. ISBN 978-1139495110.
  4. ^ a b c Irwing, Paul; Lynn, Richard (2005). "Sex differences in means and variability on the progressive matrices in university students: A meta-analysis". British Journal of Psychology. 96 (4): 505–24. doi:10.1348/000712605X53542. PMID 16248939.
  5. ^ a b c d e f g Mackintosh N (2011). IQ and Human Intelligence. OUP Oxford. pp. 362–363. ISBN 978-0199585595.
  6. ^ a b c d Chrisler JC, McCreary DR (2010). Handbook of Gender Research in Psychology: Volume 1: Gender Research in General and Experimental Psychology. Springer Science & Business Media. p. 302. ISBN 978-1441914651.
  7. ^ a b c Terry WS (2015). Learning and Memory: Basic Principles, Processes, and Procedures, Fourth Edition. Psychology Press. p. 356. ISBN 978-1317350873.
  8. ^ Lips, Hilary M. (1997). Sex & Gender: An Introduction (3rd ed.). Mountain View, Calif.: Mayfield. p. 40. ISBN 978-1559346306.
  9. ^ Denmark, Florence L.; Paludi, Michele A. (2008). Psychology of Women: A Handbook of Issues and Theories (2nd ed.). Westport, Conn.: Praeger. pp. 7–11. ISBN 978-0275991623.
  10. ^ a b Worell J (2001). Encyclopedia of Women and Gender, Two-Volume Set: Sex Similarities and Differences and the Impact of Society on Gender. Academic Press. p. 441. ISBN 0122272455.
  11. ^ a b c Fine C (2005). Delusions of Gender: The Real Science Behind Sex Differences. Icon Books. p. 96. ISBN 1848313969.
  12. ^ a b Margarete Grandner, Austrian women in the nineteenth and twentieth centuries: cross-disciplinary perspectives, Berghahn Books, 1996, ISBN 1-57181-045-5, ISBN 978-1-57181-045-8
  13. ^ Burt, C. L.; Moore, R. C. (1912). "The mental differences between the sexes". Journal of Experimental Pedagogy. 1 (273–284): 355–388.
  14. ^ Terman, Lewis M. (1916). The measurement of intelligence: an explanation of and a complete guide for the use of the Stanford revision and extension of the Binet-Simon intelligence scale. Boston: Houghton Mifflin. pp. 68–72. OCLC 186102.
  15. ^ Dennis W (1972). Historical readings in developmental psychology. Appleton-Century-Crofts. p. 214.
  16. ^ Chamorro-Premuzic T, Stumm SV, Furnham A (2011). The Wiley-Blackwell Handbook of Individual Differences. John Wiley & Sons. p. 416. ISBN 978-1444343113.
  17. ^ Worell J (2001). Encyclopedia of Women and Gender, Two-Volume Set: Sex Similarities and Differences and the Impact of Society on Gender. Academic Press. p. 964. ISBN 0122272455.
  18. ^ Child D (2007). Psychology and the teacher. Continuum. p. 305. ISBN 978-0826487155.
  19. ^ Lynn, Richard; Irwing, Paul (2004). "Sex differences on the progressive matrices: A meta-analysis". Intelligence. 32 (5): 481–498. doi:10.1016/j.intell.2004.06.008.
  20. ^ Child D (2006). The Psychologist. British Psychological Society. p. 10.
  21. ^ a b Nyborg H (2003). "10". The Scientific Study of General Intelligence. pp. 187–222. doi:10.1016/B978-0-08-043793-4.X5033-8. ISBN 9780080437934.
  22. ^ a b c Chamorro-Premuzic, Tomas; Stumm, Sophie von; Furnham, Adrian (2015-06-22). The Wiley-Blackwell Handbook of Individual Differences. John Wiley & Sons. ISBN 9781119050308.
  23. ^ a b c Nisbet, Richard E (2012). "Intelligence New Findings and Theoretical Developments". American Psychologist. 67 (2): 130–59. doi:10.1037/a0026699. PMID 22233090.
  24. ^ a b (us), National Academy of Sciences; (us), National Academy of Engineering; Engineering, and Institute of Medicine (US) Committee on Maximizing the Potential of Women in Academic Science and (2006-01-01). "Women in Science and Mathematics". National Academies Press (US). {{cite journal}}: Cite journal requires |journal= (help)
  25. ^ a b Archer, John; Lloyd, Barbara (2002-07-11). Sex and Gender. Cambridge University Press. pp. 187–188. ISBN 9780521635332.
  26. ^ Kalat JW (2012). Biological Psychology. Cengage Learning. p. 118. ISBN 978-1111831004.
  27. ^ Garrett B, Hough G (2017). Brain & Behavior: An Introduction to Behavioral Neuroscience. Sage Publications. p. 118. ISBN 978-1506349190.
  28. ^ Sex difference in the human brain, their underpinnings and implications. Elsevier. 2010. pp. 6–7. ISBN 9780444536310.
  29. ^ Pietschnig, Jakob; Penke, Lars; Wicherts, Jelte M.; Zeiler, Michael; Voracek, Martin (2015-10-01). "Meta-analysis of associations between human brain volume and intelligence differences: How strong are they and what do they mean?". Neuroscience & Biobehavioral Reviews. 57: 411–432. doi:10.1016/j.neubiorev.2015.09.017. PMID 26449760.
  30. ^ "Gender differences in mathematics performance", p.196. OECD 2015.
  31. ^ a b c Ann M. Gallagher, James C. Kaufman, Gender differences in mathematics: an integrative psychological approach, Cambridge University Press, 2005, ISBN 0-521-82605-5, ISBN 978-0-521-82605-1[page needed]
  32. ^ Benbow, C.; Stanley, J. (1983). "Sex differences in mathematical reasoning ability: More facts". Science. 222 (4627): 1029–31. Bibcode:1983Sci...222.1029P. doi:10.1126/science.6648516. PMID 6648516.
  33. ^ Sternberg RJ, Kaufman SB (2011). The Cambridge Handbook of Intelligence. Cambridge University Press. p. 877. ISBN 978-1111831004.
  34. ^ Lewin, Tamar (July 25, 2008)."Math Scores Show No Gap for Girls, Study Finds", The New York Times.
  35. ^ Crooks RL, Baur K (2016). Our Sexuality. Cengage Learning. p. 125. ISBN 978-1305887428.
  36. ^ Winstein, Keith J. (July 25, 2008). "Boys' Math Scores Hit Highs and Lows", The Wall Street Journal (New York).
  37. ^ Lindberg, Sara M.; Hyde, Janet Shibley; Petersen, Jennifer L.; Linn, Marcia C. (2010-11-01). "New Trends in Gender and Mathematics Performance: A Meta-Analysis". Psychological Bulletin. 136 (6): 1123–1135. doi:10.1037/a0021276. ISSN 0033-2909. PMC 3057475. PMID 21038941.
  38. ^ a b Wood, Samuel; Wood, Ellen; Boyd Denise (2004). "World of Psychology, The (Fifth Edition)", Allyn & Bacon ISBN 0-205-36137-4
  39. ^ Chrisler, Joan C; Donald R. McCreary (2010). Handbook of Gender Research in Psychology. Springer. p. 265. ISBN 9781441914644.
  40. ^ Halpern, Diane F., Sex differences in cognitive abilities, Psychology Press, 2000, ISBN 0-8058-2792-7, ISBN 978-0-8058-2792-7[page needed]
  41. ^ Ellis, Lee, Sex differences: summarizing more than a century of scientific research, CRC Press, 2008, ISBN 0-8058-5959-4, ISBN 978-0-8058-5959-1[page needed]
  42. ^ Eals, Marion, and Irwin Silverman. 1992. Sex differences in spatial abilities: evolutionary theory and data. In The Adapted Mind: Evolutionary Psychology and the Generation of Culture, edited by J. H. Barkow. New York: Oxford University Press.[page needed]
  43. ^ Geary, David C. (1998). Male, female: The evolution of human sex differences. American Psychological Association. ISBN 978-1-55798-527-9.[page needed]
  44. ^ Witkin, H. A., Lewis, H. B., Hertzman, M., Machover, K., Meissner, P. B. & Wapner, S. (1954) Personality Through Perception. An Experimental and Clinical Study. Harper, New York.
  45. ^ a b Devlin, Ann Sloan, Mind and maze: spatial cognition and environmental behavior, Praeger, 2001, ISBN 0-275-96784-0, ISBN 978-0-275-96784-0[page needed]
  46. ^ Paula J. Caplan, Gender differences in human cognition, Oxford University Press US, 1997, ISBN 0-19-511291-1, ISBN 978-0-19-511291-7[page needed]
  47. ^ Newcombe, N. S. (2007). Taking Science Seriously: Straight thinking about spatial sex differences. In S. Ceci & W. Williams (eds.), Why aren't more women in science? Top researchers debate the evidence (pp. 69–77). Washington, DC: American Psychological Association.
  48. ^ Davis AS, D'Amato RC (2010). Handbook of Pediatric Neuropsychology. Springer Publishing Company. p. 1089. ISBN 978-0826157379.
  49. ^ Lunenfeld B, Gooren LJ, Morales A, Morley J (2007). Textbook of Men's Health and Aging. CRC Press. p. 249. ISBN 978-0203089798.
  50. ^ Nyborg, H. (1984). "Performance and Intelligence in Hormonally Different Groups". Sex Differences in the Brain - the Relation Between Structure and Function. Progress in Brain Research. Vol. 61. pp. 491–508. doi:10.1016/S0079-6123(08)64456-8. ISBN 978-0-444-80532-4. PMID 6396713.
  51. ^ a b Voyeur, Daniel (2014). "Gender Differences in Scholastic Achievement: A Meta-Analysis" (PDF). Psychological Bulletin. 140 (4): 1174–1204. doi:10.1037/a0036620. PMID 24773502.
  52. ^ S. J. Ceci, W. M. Williams, Why Aren’t More Women in Science? (APA Books, Washington, DC, 2007)