IDEAS home Printed from https://ideas.repec.org/a/eee/intell/v100y2023ics0160289623000624.html
   My bibliography  Save this article

The association between intelligence and financial literacy: A conceptual and meta-analytic review

Author

Listed:
  • Callis, Zoe
  • Gerrans, Paul
  • Walker, Dana L.
  • Gignac, Gilles E.

Abstract

Financial literacy is positively associated with intelligence, with typically moderate to large effect sizes across studies. The magnitude of the effect, however, has not yet been estimated meta-analytically. Such results suggest financial literacy may be conceptualised as a possible cognitive ability within the Cattel-Horn-Carroll (CHC) model of cognitive abilities. Consequently, we present a psychometric meta-analysis that estimated the true score correlation between cognitive ability and financial literacy. We identified a large, positive correlation with general intelligence (r’ = .62; k = 64, N = 62,194). We also found that financial literacy shared a substantial amount of variance with quantitative knowledge (Gq; via numeracy; r’ = .69; k = 42, N = 35,611), comprehension knowledge (crystallised intelligence; Gc; r’ = .48; k = 14, N = 10,835), and fluid reasoning (fluid intelligence; Gf; r’ = .48; k =20, N = 15,101). Furthermore, meta-analytic structural equation modelling revealed Gq partially mediated the association between cognitive ability (excluding Gq) and financial literacy. Additionally, both Gc and Gq had significant direct effects on financial literacy, whereas the total effect of Gf on financial literacy was fully mediated by a combination of Gc and Gq. While the meta-analyses provide preliminary support for the potential inclusion of financial literacy as primarily a Gc or Gq ability within the CHC taxonomy (rather than Gf), the review revealed that very few studies employed comprehensive cognitive ability measures and/or psychometrically robust financial literacy tests. Consequently, the review highlighted the need for future factor analytic research to evaluate financial literacy as a candidate for inclusion in the CHC taxonomy.

Suggested Citation

  • Callis, Zoe & Gerrans, Paul & Walker, Dana L. & Gignac, Gilles E., 2023. "The association between intelligence and financial literacy: A conceptual and meta-analytic review," Intelligence, Elsevier, vol. 100(C).
  • Handle: RePEc:eee:intell:v:100:y:2023:i:c:s0160289623000624
    DOI: 10.1016/j.intell.2023.101781
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0160289623000624
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.intell.2023.101781?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. repec:mth:ijafr8:v:8:y:2018:i:4:p:533-554 is not listed on IDEAS
    2. Kaiser, Tim & Lusardi, Annamaria & Menkhoff, Lukas & Urban, Carly, 2022. "Financial education affects financial knowledge and downstream behaviors," Journal of Financial Economics, Elsevier, vol. 145(2), pages 255-272.
    3. Daniel Fernandes & John G. Lynch & Richard G. Netemeyer, 2014. "Financial Literacy, Financial Education, and Downstream Financial Behaviors," Management Science, INFORMS, vol. 60(8), pages 1861-1883, August.
    4. Annamaria Lusardi & Carlo de Bassa Scheresberg, 2013. "Financial Literacy and High-Cost Borrowing in the United States," NBER Working Papers 18969, National Bureau of Economic Research, Inc.
    5. Grohmann, Antonia & Kouwenberg, Roy & Menkhoff, Lukas, 2015. "Childhood roots of financial literacy," Journal of Economic Psychology, Elsevier, vol. 51(C), pages 114-133.
    6. Walker, Dana L. & Palermo, Romina & Callis, Zoe & Gignac, Gilles E., 2023. "The association between intelligence and face processing abilities: A conceptual and meta-analytic review," Intelligence, Elsevier, vol. 96(C).
    7. van Rooij, Maarten & Lusardi, Annamaria & Alessie, Rob, 2011. "Financial literacy and stock market participation," Journal of Financial Economics, Elsevier, vol. 101(2), pages 449-472, August.
    8. Olga Gorbachev & María José Luengo-Prado, 2019. "The Credit Card Debt Puzzle: The Role of Preferences, Credit Access Risk, and Financial Literacy," The Review of Economics and Statistics, MIT Press, vol. 101(2), pages 294-309, May.
    9. Annamaria Lusardi & Olivia S. Mitchell, 2014. "The Economic Importance of Financial Literacy: Theory and Evidence," Journal of Economic Literature, American Economic Association, vol. 52(1), pages 5-44, March.
    10. Thomas Dohmen & Armin Falk & David Huffman & Uwe Sunde, 2018. "On the Relationship between Cognitive Ability and Risk Preference," Journal of Economic Perspectives, American Economic Association, vol. 32(2), pages 115-134, Spring.
    11. Bucher-Koenen, Tabea & Ziegelmeyer, Michael, 2011. "Who lost the most? Financial Literacy, Cognitive Abilities, and the Financial Crisis," MEA discussion paper series 11234, Munich Center for the Economics of Aging (MEA) at the Max Planck Institute for Social Law and Social Policy.
    12. Darriet, Elisa & Guille, Marianne & Vergnaud, Jean-Christophe & Shimizu, Mariko, 2020. "Money illusion, financial literacy and numeracy: Experimental evidence," Journal of Economic Psychology, Elsevier, vol. 76(C).
    13. Annamaria Lusardi, 2008. "Financial Literacy: An Essential Tool for Informed Consumer Choice?," NFI Working Papers 2008-WP-13, Indiana State University, Scott College of Business, Networks Financial Institute.
    14. Tim Kaiser & Lukas Menkhoff, 2017. "Does Financial Education Impact Financial Literacy and Financial Behavior, and If So, When?," The World Bank Economic Review, World Bank, vol. 31(3), pages 611-630.
    15. Pamela Herd & Karen Holden & Yung Ting Su, 2012. "The Links between Early-Life Cognition and Schooling and Late-Life Financial Knowledge," Journal of Consumer Affairs, Wiley Blackwell, vol. 46(3), pages 411-435, September.
    16. Michael S. Finke & John S. Howe & Sandra J. Huston, 2017. "Old Age and the Decline in Financial Literacy," Management Science, INFORMS, vol. 63(1), pages 213-230, January.
    17. Kaiser, Tim & Menkhoff, Lukas, 2020. "Financial education in schools: A meta-analysis of experimental studies," Economics of Education Review, Elsevier, vol. 78(C).
    18. Otero, Inmaculada & Salgado, Jesús F. & Moscoso, Silvia, 2022. "Cognitive reflection, cognitive intelligence, and cognitive abilities: A meta-analysis," Intelligence, Elsevier, vol. 90(C).
    19. Maarten C.J. van Rooij & Annamaria Lusardi & Rob J.M. Alessie, 2012. "Financial Literacy, Retirement Planning and Household Wealth," Economic Journal, Royal Economic Society, vol. 122(560), pages 449-478, May.
    20. repec:cup:judgdm:v:14:y:2019:i:3:p:234-279 is not listed on IDEAS
    21. Lusardi, Annamaria & Mitchell, Olivia S., 2011. "Financial literacy around the world: an overview," Journal of Pension Economics and Finance, Cambridge University Press, vol. 10(4), pages 497-508, October.
    22. Viechtbauer, Wolfgang, 2010. "Conducting Meta-Analyses in R with the metafor Package," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 36(i03).
    23. Sundar Balakrishna & Vineet Virmani, 2019. "Numeracy and Financial Literacy of Forest-dependent Communities," Vikalpa: The Journal for Decision Makers, , vol. 44(2), pages 59-74, June.
    24. Daugherty, Ana M. & Zwilling, Christopher & Paul, Erick J. & Sherepa, Nikolai & Allen, Courtney & Kramer, Arthur F. & Hillman, Charles H. & Cohen, Neal J. & Barbey, Aron K., 2018. "Multi-modal fitness and cognitive training to enhance fluid intelligence," Intelligence, Elsevier, vol. 66(C), pages 32-43.
    25. Oberrauch, Luis & Kaiser, Tim, 2022. "Cognitive ability, financial literacy, and narrow bracketing in time-preference elicitation," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 98(C).
    26. Minjung Kim & Syngjoo Choi & Jungmin Lee, 2017. "Economic System and Financial Literacy: Evidence from North Korean Refugees," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 53(11), pages 2505-2527, November.
    27. Margaret Miller & Julia Reichelstein & Christian Salas & Bilal Zia, 2015. "Can You Help Someone Become Financially Capable? A Meta-Analysis of the Literature," The World Bank Research Observer, World Bank, vol. 30(2), pages 220-246.
    28. Justine S. Hastings & Brigitte C. Madrian & William L. Skimmyhorn, 2013. "Financial Literacy, Financial Education, and Economic Outcomes," Annual Review of Economics, Annual Reviews, vol. 5(1), pages 347-373, May.
    29. Gignac, Gilles E. & Bates, Timothy C., 2017. "Brain volume and intelligence: The moderating role of intelligence measurement quality," Intelligence, Elsevier, vol. 64(C), pages 18-29.
    30. Adi Meir & Yevgeny Mugerman & Orly Sade, 2016. "Financial Literacy And Retirement Planning: Evidence From Israel," Israel Economic Review, Bank of Israel, vol. 14(1), pages 75-95.
    31. Melissa A. Z. Knoll & Carrie R. Houts, 2012. "The Financial Knowledge Scale: An Application of Item Response Theory to the Assessment of Financial Literacy," Journal of Consumer Affairs, Wiley Blackwell, vol. 46(3), pages 381-410, September.
    32. Wilhelm, Oliver & Kyllonen, Patrick, 2021. "To predict the future, consider the past: Revisiting Carroll (1993) as a guide to the future of intelligence research," Intelligence, Elsevier, vol. 89(C).
    33. Gopi Shah Goda & Matthew Levy & Colleen Flaherty Manchester & Aaron Sojourner & Joshua Tasoff, 2019. "Predicting Retirement Savings Using Survey Measures Of Exponential‐Growth Bias And Present Bias," Economic Inquiry, Western Economic Association International, vol. 57(3), pages 1636-1658, July.
    34. Hazel Bateman & Christine Eckert & Fedor Iskhakov & Jordan Louviere & Stephen Satchell & Susan Thorp, 2018. "Individual Capability and Effort in Retirement Benefit Choice," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 85(2), pages 483-512, June.
    35. repec:ecj:econjl:v:122:y:2012:i::p:449-478 is not listed on IDEAS
    36. Sondra G. Beverly & Marianne A. Hilgert & Jeanne M. Hogarth, 2003. "Household financial management: the connection between knowledge and behavior," Federal Reserve Bulletin, Board of Governors of the Federal Reserve System (U.S.), issue Jul, pages 309-322.
    37. Isaac M. Lipkus & Greg Samsa & Barbara K. Rimer, 2001. "General Performance on a Numeracy Scale among Highly Educated Samples," Medical Decision Making, , vol. 21(1), pages 37-44, February.
    38. Leiser, David, 1983. "Children's conceptions of economics -- The constitution of a cognitive domain," Journal of Economic Psychology, Elsevier, vol. 4(4), pages 297-317, December.
    39. Paul Gerrans & Anthony Asher & Joanne Kaa Earl, 2022. "Cognitive functioning, financial literacy, and judgment in older age," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 62(S1), pages 1637-1674, April.
    40. Skagerlund, Kenny & Lind, Thérèse & Strömbäck, Camilla & Tinghög, Gustav & Västfjäll, Daniel, 2018. "Financial literacy and the role of numeracy–How individuals’ attitude and affinity with numbers influence financial literacy," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 74(C), pages 18-25.
    41. Gilles E. Gignac & Elizabeth Ooi, 2022. "Measurement error in research on financial literacy: How much error is there and how does it influence effect size estimates?," Journal of Consumer Affairs, Wiley Blackwell, vol. 56(2), pages 938-956, June.
    42. Lin, Chien-An & Bates, Timothy C., 2022. "Smart people know how the economy works: Cognitive ability, economic knowledge and financial literacy," Intelligence, Elsevier, vol. 93(C).
    43. Ellen Peters & Brittany Shoots-Reinhard & Mary Kate Tompkins & Dan Schley & Louise Meilleur & Aleksander Sinayev & Martin Tusler & Laura Wagner & Jennifer Crocker, 2017. "Improving numeracy through values affirmation enhances decision and STEM outcomes," PLOS ONE, Public Library of Science, vol. 12(7), pages 1-19, July.
    44. Banks, James & Crawford, Rowena & Tetlow, Gemma, 2015. "Annuity choices and income drawdown: evidence from the decumulation phase of defined contribution pensions in England," Journal of Pension Economics and Finance, Cambridge University Press, vol. 14(4), pages 412-438, October.
    45. Muhammad Mushafiq & Shamsa Khalid & Muhammad Khalid Sohail & Tayyebah Sehar, 2021. "Exploring the relationship between investment choices, cognitive abilities risk attitudes and financial literacy," Journal of Economic and Administrative Sciences, Emerald Group Publishing Limited, vol. 39(4), pages 1122-1136, October.
    46. Furnham, Adrian & Cleare, Anthony, 1988. "School children's conceptions of economics: prices, wages, investments and strikes," Journal of Economic Psychology, Elsevier, vol. 9(4), pages 467-479, December.
    47. Steinert, Janina I. & Zenker, Juliane & Filipiak, Ute & Movsisyan, Ani & Cluver, Lucie D. & Shenderovich, Yulia, 2018. "Do saving promotion interventions increase household savings, consumption, and investments in Sub-Saharan Africa? A systematic review and meta-analysis," World Development, Elsevier, vol. 104(C), pages 238-256.
    48. Thérèse Lind & Ali Ahmed & Kenny Skagerlund & Camilla Strömbäck & Daniel Västfjäll & Gustav Tinghög, 2020. "Competence, Confidence, and Gender: The Role of Objective and Subjective Financial Knowledge in Household Finance," Journal of Family and Economic Issues, Springer, vol. 41(4), pages 626-638, December.
    49. Ward, Scott, 1974. "Consumer Socialization," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 1(2), pages 1-14, Se.
    50. Matthew J Page & Joanne E McKenzie & Patrick M Bossuyt & Isabelle Boutron & Tammy C Hoffmann & Cynthia D Mulrow & Larissa Shamseer & Jennifer M Tetzlaff & Elie A Akl & Sue E Brennan & Roger Chou & Jul, 2021. "The PRISMA 2020 statement: An updated guideline for reporting systematic reviews," PLOS Medicine, Public Library of Science, vol. 18(3), pages 1-15, March.
    51. repec:cup:judgdm:v:7:y:2012:i:1:p:25-47 is not listed on IDEAS
    52. Klapper, Leora & Lusardi, Annamaria & Panos, Georgios A., 2013. "Financial literacy and its consequences: Evidence from Russia during the financial crisis," Journal of Banking & Finance, Elsevier, vol. 37(10), pages 3904-3923.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Oscar A. Stolper & Andreas Walter, 2017. "Financial literacy, financial advice, and financial behavior," Journal of Business Economics, Springer, vol. 87(5), pages 581-643, July.
    2. Maya Haran Rosen & Orly Sade, 2017. "Does Financial Regulation Unintentionally Ignore Less Privileged Populations? The Investigation of a Regulatory Fintech Advancement, Objective and Subjective Financial Literacy," Bank of Israel Working Papers 2017.10, Bank of Israel.
    3. Entorf, Horst & Hou, Jia, 2018. "Financial education for the disadvantaged? A review," SAFE Working Paper Series 205, Leibniz Institute for Financial Research SAFE.
    4. Grohmann, Antonia, 2018. "Financial literacy and financial behavior: Evidence from the emerging Asian middle class," Pacific-Basin Finance Journal, Elsevier, vol. 48(C), pages 129-143.
    5. Andrej Cupák & Pirmin Fessler & Maria Silgoner & Elisabeth Ulbrich, 2021. "Exploring Differences in Financial Literacy Across Countries: The Role of Individual Characteristics and Institutions," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 158(2), pages 409-438, December.
    6. Gerrans, Paul, 2021. "Undergraduate student financial education interventions: Medium term evidence of retention, decay, and confidence in financial literacy," Pacific-Basin Finance Journal, Elsevier, vol. 67(C).
    7. Geert Van Campenhout, 2015. "Revaluing the Role of Parents as Financial Socialization Agents in Youth Financial Literacy Programs," Journal of Consumer Affairs, Wiley Blackwell, vol. 49(1), pages 186-222, March.
    8. Manuel Salas‐Velasco & Dolores Moreno‐Herrero & José Sánchez‐Campillo, 2021. "Teaching financial education in schools and students' financial literacy: A cross‐country analysis with PISA data," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 26(3), pages 4077-4103, July.
    9. Zhou, Yang & Yang, Manfang & Gan, Xu, 2023. "Education and financial literacy: Evidence from compulsory schooling law in China," The Quarterly Review of Economics and Finance, Elsevier, vol. 89(C), pages 335-346.
    10. Brown, Martin & Henchoz, Caroline & Spycher, Thomas, 2018. "Culture and financial literacy: Evidence from a within-country language border," Journal of Economic Behavior & Organization, Elsevier, vol. 150(C), pages 62-85.
    11. Kaiser, Tim & Menkhoff, Lukas, 2018. "Active Learning Improves Financial Education:," Rationality and Competition Discussion Paper Series 131, CRC TRR 190 Rationality and Competition.
    12. Isler, Ozan & Rojas, Andres & Dulleck, Uwe, 2022. "Easy to shove, difficult to show: Effect of educative and default nudges on financial self-management," Journal of Behavioral and Experimental Finance, Elsevier, vol. 34(C).
    13. De Beckker, Kenneth & De Witte, Kristof & Van Campenhout, Geert, 2021. "The effect of financial education on students’ consumer choices: Evidence from a randomized experiment," Journal of Economic Behavior & Organization, Elsevier, vol. 188(C), pages 962-976.
    14. Francisco Gomes & Michael Haliassos & Tarun Ramadorai, 2021. "Household Finance," Journal of Economic Literature, American Economic Association, vol. 59(3), pages 919-1000, September.
    15. Sholevar, Maryam & Harris, Laurence, 2019. "Mind the gap: A discussion paper on Financial Literacy, Financial behaviour and Financial Education : Is there any Gender Gap?," OSF Preprints b7zd6, Center for Open Science.
    16. Tim Kaiser & Lukas Menkhoff, 2017. "Does Financial Education Impact Financial Literacy and Financial Behavior, and If So, When?," The World Bank Economic Review, World Bank, vol. 31(3), pages 611-630.
    17. Anderson, Anders & Baker, Forest & Robinson, David T., 2017. "Precautionary savings, retirement planning and misperceptions of financial literacy," Journal of Financial Economics, Elsevier, vol. 126(2), pages 383-398.
    18. Bannier, Christina E. & Schwarz, Milena, 2018. "Gender- and education-related effects of financial literacy and confidence on financial wealth," Journal of Economic Psychology, Elsevier, vol. 67(C), pages 66-86.
    19. Francisco J. Oliver-Márquez & Almudena Guarnido-Rueda & Ignacio Amate-Fortes, 2021. "Measuring financial knowledge: a macroeconomic perspective," International Economics and Economic Policy, Springer, vol. 18(1), pages 177-222, February.
    20. Tim Kaiser & Lukas Menkhoff, 2018. "Active Learning Fosters Financial Behavior: Experimental Evidence," Discussion Papers of DIW Berlin 1743, DIW Berlin, German Institute for Economic Research.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:intell:v:100:y:2023:i:c:s0160289623000624. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: https://www.journals.elsevier.com/intelligence .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.