Finansal Okuryazarlık, Davranışsal Önyargılar ve Kripto Varlık Piyasalarına Katılım
Yıl 2023,
Cilt: 18 Sayı: 3, 880 - 902, 01.12.2023
Ahmet Rutkay Ardoğan
,
Yavuz Gül
,
Mehmetcan Suyadal
Öz
Bu çalışmada finansal okuryazarlık ve kripto varlık piyasalarına katılım arasındaki ilişkinin belirlenebilmesi amacıyla anket uygulanmıştır. Finansal okuryazarlıkla beraber bireylerin kendine güven ve risk sevme eğilimleri gibi davranışsal önyargıları çalışma kapsamına alınmıştır. Lojistik regresyon sonuçları finansal okuryazarlık ve kripto piyasalarına katılım arasındaki çarpıcı ilişkileri göstermiştir. Analizler finansal okuryazarlığın kripto varlık piyasalarına katılım üzerinde pozitif ve anlamlı etkisi olduğunu ortaya koymuştur. Özellikle, ileri düzeyde okuryazar katılımcıların kripto varlık piyasalarına katılma olasılıklarının, temel düzeyde okuryazar katılımcılardan daha yüksek olduğu bulunmuştur. Finansal kararlarda kendine güven ve risk sevme eğiliminin de kripto varlık piyasalarına katılımı pozitif etkiledikleri ancak bu etkilerin anlamsız oldukları belirlenmiştir. Bunların haricinde, piyasaya katılım davranışı ve diğer kontrol değişkenleri (yaş, cinsiyet, geleneksel yatırımlar) arasında çeşitli ilişkiler saptanmıştır. Son olarak, Türk kripto yatırımcılarının finansal okuryazarlık ve davranışsal önyargılarının demografik özelliklere göre anlamlı farklılıklar gösterdiği bulunmuştur.
Kaynakça
- Abreu, M., & Mendes, V. (2010), “Financial Literacy and Portfolio Diversification”, Quantitative Finance, Vol. 10, No.5: 515-528.
- Adil, M., Singh, Y., & Ansari, M.S. (2022), “How Financial Literacy Moderate the Association Between Behavior Biases and Investment Decision”, Asian Journal of Accounting Research, Vol. 7, No. 1: 17-30.
- Agarwal, S., Amromin, G., Ben-David, I., Chomsisengphet, S., & Evanoff, D. D. (2015), “Financial Literacy and Financial Planning: Evidence from India”, Journal of Housing Economics, Vol. 27: 4-21.
- Ali, A., Rahman, M. S. A., & Bakar, A. (2015), “Financial Satisfaction and the Influence of Financial Literacy in Malaysia”, Social Indicators Research, Vol. 120: 137-156.
- Allgood, S., & Walstad, W. B. (2016), “The Effects of Perceived and Actual Financial Literacy on Financial Behaviors”, Economic Inquiry, Vol. 54, No. 1: 675-697.
- Almenberg, J., & Dreber, A. (2015), “Gender, Stock Market Participation and Financial Literacy”, Economics Letters, Vol. 137: 140-142.
- Bağcı, H., & Arabacı, S. M. (2019), “Determination of Financial Literacy Level and Factors Affecting Financial Literacy”, Business & Management Studies: An International Journal, Vol. 7, No.3: 68-88.
- Boshara, R., Gannon, J., Mandell, L., Phillips, J. W., & Sass, S. (2010), “Consumer Trends in the Public, Private, and Nonprofit Sector”, National Endowment for Financial Education Quarter Century Project: 1-34.
- Calcagno, R., & Monticone, C. (2015), “Financial Literacy and the Demand for Financial Advice, “Journal of Banking & Finance, Vol. 50: 363-380.
- Chen, H., & Volpe, R. P. (1998), “An Analysis of Personal Financial Literacy among College Students”, Financial Services Review, Vol. 7, No. 2: 107-128.
- Chhatwani, M., & Mishra, S. K. (2021), “Does Financial Literacy Reduce Financial Fragility during Covid-19? The Moderation Effect of Psychological, Economic and Social Factors”, International Journal Of Bank Marketing, Vol. 39, No. 7: 1114-1133.
- Chu, Z., Wang, Z., Xiao, J. J., & Zhang, W. (2017). Financial literacy, portfolio choice and financial well-being. Social Indicators Research, Vol. 132: 799-820.
- Ćumurović, A., & Hyll, W. (2019), “Financial Literacy and Self‐employment”, Journal of Consumer Affairs, Vol. 53, No. 2: 455-487.
- Çetiner, M., & Çilingirtürk, A. M. (2019), “The Effect of Social Networks on Financial Literacy”, Sosyoekonomi Journal, Vol. 27, No. 41: 41-56.
- Disney, R., & Gathergood, J. (2013), “Financial Literacy and Consumer Credit Portfolios”, Journal of Banking & Finance, Vol. 37, No.7: 2246-2254.
- Dunn, O. J. (1961), “Multiple Comparisons among Means”, Journal of the American Statistical Association, Vol. 56, No. 293: 52-64.
- Finke, M. S., Howe, J. S., & Huston, S. J. (2017), “Old Age and the Decline in Financial Literacy”, Management Science, Vol. 63, No. 1: 213-230.
- Fong, J. H., Koh, B. S., Mitchell, O. S., & Rohwedder, S. (2021), “Financial Literacy and Financial Decision-Making at Older Ages”, Pacific-Basin Finance Journal, Vol. 65: 1-17.
- Fujiki, H. (2020), “Who Adopts Crypto Assets in Japan? Evidence from the 2019 Financial Literacy Survey”, Journal of the Japanese and International Economies, Vol. 58: 1-20.
- Fujiki, H. (2022), “Household Financial Services, Financial Literacy, and COVID-19 Pandemic”, Applied Economics Letters, Vol. 29, No. 7: 615-618.
- Gaudecker, H. M. V. (2015), “How Does Household Portfolio Diversification Vary with Financial Literacy and Financial Advice?”, The Journal of Finance, Vol. 70, No. 2: 489-507.
- Gilenko, E., & Chernova, A. (2021), “Saving Behavior and Financial Literacy of Russian High School Students: An Application of a Copula-Based Bivariate Probit-Regression Approach”, Children and Youth Services Review, Vol. 127: 1-11.
- Grohmann, A. (2018), “Financial Literacy and Financial Behavior: Evidence from the Emerging Asian Middle Class”, Pacific-Basin Finance Journal, Vol. 48: 129-143.
- Hasan, M., Le, T., & Hoque, A. (2021), “How Does Financial Literacy Impact on Inclusive Finance?”, Financial Innovation, Vol. 7, No. 1: 1-23.
- Hassan Al‐Tamimi, H. A., & Anood Bin Kalli, A. (2009), “Financial Literacy and Investment Decisions of UAE Investors”, The Journal of Risk Finance, Vol. 10, No. 5: 500-516.
- Hermansson, C., & Jonsson, S. (2021), “The Impact of Financial Literacy and Financial Interest on Risk Tolerance”, Journal of Behavioral and Experimental Finance, Vol. 29: 1-12.
- Hsiao, Y. J., & Tsai, W. C. (2018), “Financial Literacy and Participation in the Derivatives Markets”, Journal of Banking & Finance, Vol. 88: 15-29.
- Huston, S. J. (2010), “Measuring Financial Literacy”, Journal of Consumer Affairs, Vol. 44, No. 2: 296-316.
- Jacob, K., Hudson, S., & Bush, M. (2000), “Tools for Survival: An Analysis of Financial Literacy programs for Lower Income Families”, Chicago: Woodstock Institute.
- Ji, Q., Bouri, E., Lau, C. K. M., & Roubaud, D. (2019), “Dynamic Connectedness and Integration in Cryptocurrency Markets”, International Review of Financial Analysis, Vol. 63: 257-272.
- Kılıç, Y., Ata, H. A., & Seyrek, İ. H. (2015), “Finansal Okuryazarlık: Üniversite Öğrencilerine Yönelik Bir Araştırma”, Muhasebe ve Finansman Dergisi, No.66: 129-150.
- Kıran, F., Bozkurt, Ö. Ç., & Tunç H. (2018), “Finansal Okuryazarlık ve Girişimcilik Niyeti Arasındaki İlişki: Üniversite Öğrencileri Üzerine Bir Araştırma”, Bucak İşletme Fakültesi Dergisi, Vol. 1, No. 1: 29-51.
- Kıran, F., & Bozkurt, Ö. Ç. (2020), “Finansal Okuryazarlık, Risk Alma Eğilimi ve Belirsizliğe Karşı Tolerans İlişkisi: Batı Akdeniz Girişimcileri Üzerine Bir Araştırma”, Eskişehir Osmangazi Üniversitesi İktisadi ve İdari Bilimler Dergisi, Vol. 15, No. 3: 1203-1222.
- Kruskal, W. H., & Wallis, W. A. (1952), “Use of Ranks in One-Criterion Variance Analysis”, Journal of the American Statistical Association, Vol. 47, No. 260: 583-621.
- Kurowski, Ł. (2021), “Household’s Overindebtedness during the COVID-19 Crisis: The Role of Debt and Financial Literacy”, Risks, Vol. 9, No. 4: 1-19.
- Kutukız, D., & Özden, C. (2018), “Kadın Girişimciliği ve Finansal Okuryazarlığın Kadın Girişimciler Üzerindeki Etkisi”, OPUS International Journal of Society Researches, Vol. 8, No. 1: 349-365.
- Lo, A. W. (2004), “The Adaptive Markets Hypothesis”, The Journal of Portfolio Management, Vol. 30, No. 5: 15-29.
- Lusardi, A., Mitchell, O. S., & Curto, V. (2010), “Financial Literacy among the Young”, Journal of Consumer Affairs, Vol. 44, No. 2: 358-380.
- Lusardi, A., & Mitchell, O. S. (2011), “Financial Literacy around the World: An Overview”, Journal of Pension Economics & Finance, Vol. 10, No. 4: 497-508.
- Lusardi, A., & Mitchell, O. S. (2011), “Financial Literacy and Retirement Planning in the United States”, Journal of Pension Economics & Finance, Vol. 10, No. 4: 509-525.
- Mann, H. B., & Whitney, D. R. (1947), “On a Test of Whether One of Two Random Variables is Stochastically Larger than the Other”, The Annals of Mathematical Statistics, Vol. 18, No. 1: 50-60.
- Modjo, M. I., & Santoso, F. (2022, August), “Overconfidence Educated Young males: A Study on Cryptocurrency Investors in Indonesia”, In 2022 International Conference on Information Management and Technology (ICIMTech) (pp. 630-633). IEEE.
- Morgan, P. J., & Long, T. Q. (2020), “Financial Literacy, Financial Inclusion, and Savings Behavior in Laos”, Journal of Asian Economics, Vol. 68: 1-20.
- Naiwen, L., Wenju, Z., Mohsin, M., Rehman, M. Z. U., Naseem, S., & Afzal, A. (2021), “The Role of Financial Literacy and Risk Tolerance: An Analysis of Gender Differences in the Textile Sector of Pakistan”, Industria Textila, Vol. 72, No. 3: 300-308.
- Noctor, M., Stoney, S., & Stradling, R. (1992), “Financial Literacy: A Discussion of Concepts and Competences of Financial Literacy and Opportunities for Its Introduction into Young People’s Learning”, National Foundation for Educational Research.
- Ono, S., Yuktadatta, P., Taniguchi, T., Iitsuka, T., Noguchi, M., Tanaka, S., Ito, H., Nakamura, K., Yasuhara, N., Miyawaki, C., Mikura, K., Khan, M.S.R., & Kadoya, Y. (2021), “Financial Literacy and Exercise Behavior: Evidence from Japan”, Sustainability, Vol. 13, No. 8: 1-15.
- Priyadarshani, S., & Kumari, J. P. (2021), “Factor Affecting for Personal Financial Literacy of Undergraduates”, International Journal of Research and Innovation in Social Science (IJRISS), Vol. 5, No. 5: 208-215.
- Remund, D. L. (2010), “Financial Literacy Explicated: The Case for a Clearer Definition in an Increasingly Complex Economy”, Journal of Consumer Affairs, Vol. 44, No. 2: 276-295.
- Shapiro, S. S., & Wilk, M. B. (1965), “An Analysis of Variance Test for Normality (complete samples)”, Biometrika, Vol. 52, No. 3/4: 591-611.
- Santoso, F., & Modjo, M. I. (2022, July), “Financial Literacy and Risk Tolerance of Indonesian Crypto-Asset Owners”, In 2022 13th International Conference on E-Business, Management and Economics (pp. 297-306).
- Scheresberg, D.B.C. (2013), “Financial Literacy and Financial Behavior among Young Adults: Evidence and implications”, Numeracy, Vol. 6, No. 2: 1-21.
- Sevim, N., Temizel, F., & Sayılır, Ö. (2012), “The Effects of Financial Literacy on the Borrowing Behaviour of Turkish Financial Consumers”, International Journal of Consumer Studies, Vol. 36, No. 5: 573-579.
- Şahin, M., & Bariş, S. (2017), “Finansal Okuryazarlık ve Tasarruf Davranışları: Kamu Çalışanları Üzerine Bir İnceleme”, Çankırı Karatekin Üniversitesi İktisadi ve İdari Bilimler Fakültesi Dergisi, Vol. 7, No. 2: 77-103.
- Tokar Asaad, C. (2015), “Financial Literacy and Financial Behavior: Assessing Knowledge and Confidence”, Financial Services Review, Vol. 24, No. 2: 101-117.
- Ünal, P. (2018), “Finansal Okuryazarlık ve Forex Piyasası”, (Master's thesis, Bankacılık ve Sigortacılık Enstitüsü).
Van Rooij, M. C., Lusardi, A., & Alessie, R. J. (2011), “Financial Literacy and Retirement Planning in the Netherlands”, Journal of Economic Psychology, Vol. 32, No. 4: 593-608.
- Van Rooij, M. C., Lusardi, A., & Alessie, R. J. (2012), “Financial Literacy, Retirement Planning and Household Wealth”, The Economic Journal, Vol. 122, No. 560: 449-478.
- Watanapongvanich, S., Binnagan, P., Putthinun, P., Khan, M. S. R., & Kadoya, Y. (2021), “Financial Literacy and Gambling Behavior: Evidence from Japan”, Journal of Gambling Studies, Vol. 37: 445-465.
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- Yılmaz, H., & Elmas, B. (2016), “Finansal Okuryazarlık: Ağrı İbrahim Çeçen Üniversitesi İktisadi ve İdari Bilimler Fakültesi Öğrencileri Üzerine Bir Çalışma”, Ağrı İbrahim Çeçen Üniversitesi Sosyal Bilimler Enstitüsü Dergisi, Vol. 2, No. 1: 115-140.
- Yılmaz, H., & Kaymakçı, T. (2021), “Finansal Davranışlar ve Finansal Okuryazarlık İlişkisi”, Akademik Hassasiyetler, Vol. 8, No. 15: 141-164.
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Financial Literacy, Behavioral Biases and Participation in Crypto Asset Markets
Yıl 2023,
Cilt: 18 Sayı: 3, 880 - 902, 01.12.2023
Ahmet Rutkay Ardoğan
,
Yavuz Gül
,
Mehmetcan Suyadal
Öz
We have conducted a survey to determine the relationship between financial literacy and crypto market participation. Furthermore, we have included overconfidence and risk lover tendency, which are considered behavioral biases, in our models along with financial literacy. Logistic regression results revealed striking findings on financial literacy and crypto market participation. Our analysis shows that financial literacy has a positive significant impact on crypto market participation. Specifically, advanced financial literates are more likely to engage in crypto markets than basic financial literates. Confidence in financial decisions and risk – lover tendency also positively affect crypto investments, however these effects are insignificant. Apart from this, we determined a relationship between participation behavior and other control variables such as age, gender and investing in traditional assets. Lastly, we focus on Turkish crypto investors and find significant differences in respect of demographic factors in financial literacy and behavioral biases.
Teşekkür
We would like to thank Ahmet Mergen, Aysel Gündoğdu, Barış Esen, Mahfi Eğilmez, Serkan Ünal and Tuncay Turşucu for their valuable support in disseminating of our survey via social media platforms. We also thank all respondents for their time and effort in participating.
Kaynakça
- Abreu, M., & Mendes, V. (2010), “Financial Literacy and Portfolio Diversification”, Quantitative Finance, Vol. 10, No.5: 515-528.
- Adil, M., Singh, Y., & Ansari, M.S. (2022), “How Financial Literacy Moderate the Association Between Behavior Biases and Investment Decision”, Asian Journal of Accounting Research, Vol. 7, No. 1: 17-30.
- Agarwal, S., Amromin, G., Ben-David, I., Chomsisengphet, S., & Evanoff, D. D. (2015), “Financial Literacy and Financial Planning: Evidence from India”, Journal of Housing Economics, Vol. 27: 4-21.
- Ali, A., Rahman, M. S. A., & Bakar, A. (2015), “Financial Satisfaction and the Influence of Financial Literacy in Malaysia”, Social Indicators Research, Vol. 120: 137-156.
- Allgood, S., & Walstad, W. B. (2016), “The Effects of Perceived and Actual Financial Literacy on Financial Behaviors”, Economic Inquiry, Vol. 54, No. 1: 675-697.
- Almenberg, J., & Dreber, A. (2015), “Gender, Stock Market Participation and Financial Literacy”, Economics Letters, Vol. 137: 140-142.
- Bağcı, H., & Arabacı, S. M. (2019), “Determination of Financial Literacy Level and Factors Affecting Financial Literacy”, Business & Management Studies: An International Journal, Vol. 7, No.3: 68-88.
- Boshara, R., Gannon, J., Mandell, L., Phillips, J. W., & Sass, S. (2010), “Consumer Trends in the Public, Private, and Nonprofit Sector”, National Endowment for Financial Education Quarter Century Project: 1-34.
- Calcagno, R., & Monticone, C. (2015), “Financial Literacy and the Demand for Financial Advice, “Journal of Banking & Finance, Vol. 50: 363-380.
- Chen, H., & Volpe, R. P. (1998), “An Analysis of Personal Financial Literacy among College Students”, Financial Services Review, Vol. 7, No. 2: 107-128.
- Chhatwani, M., & Mishra, S. K. (2021), “Does Financial Literacy Reduce Financial Fragility during Covid-19? The Moderation Effect of Psychological, Economic and Social Factors”, International Journal Of Bank Marketing, Vol. 39, No. 7: 1114-1133.
- Chu, Z., Wang, Z., Xiao, J. J., & Zhang, W. (2017). Financial literacy, portfolio choice and financial well-being. Social Indicators Research, Vol. 132: 799-820.
- Ćumurović, A., & Hyll, W. (2019), “Financial Literacy and Self‐employment”, Journal of Consumer Affairs, Vol. 53, No. 2: 455-487.
- Çetiner, M., & Çilingirtürk, A. M. (2019), “The Effect of Social Networks on Financial Literacy”, Sosyoekonomi Journal, Vol. 27, No. 41: 41-56.
- Disney, R., & Gathergood, J. (2013), “Financial Literacy and Consumer Credit Portfolios”, Journal of Banking & Finance, Vol. 37, No.7: 2246-2254.
- Dunn, O. J. (1961), “Multiple Comparisons among Means”, Journal of the American Statistical Association, Vol. 56, No. 293: 52-64.
- Finke, M. S., Howe, J. S., & Huston, S. J. (2017), “Old Age and the Decline in Financial Literacy”, Management Science, Vol. 63, No. 1: 213-230.
- Fong, J. H., Koh, B. S., Mitchell, O. S., & Rohwedder, S. (2021), “Financial Literacy and Financial Decision-Making at Older Ages”, Pacific-Basin Finance Journal, Vol. 65: 1-17.
- Fujiki, H. (2020), “Who Adopts Crypto Assets in Japan? Evidence from the 2019 Financial Literacy Survey”, Journal of the Japanese and International Economies, Vol. 58: 1-20.
- Fujiki, H. (2022), “Household Financial Services, Financial Literacy, and COVID-19 Pandemic”, Applied Economics Letters, Vol. 29, No. 7: 615-618.
- Gaudecker, H. M. V. (2015), “How Does Household Portfolio Diversification Vary with Financial Literacy and Financial Advice?”, The Journal of Finance, Vol. 70, No. 2: 489-507.
- Gilenko, E., & Chernova, A. (2021), “Saving Behavior and Financial Literacy of Russian High School Students: An Application of a Copula-Based Bivariate Probit-Regression Approach”, Children and Youth Services Review, Vol. 127: 1-11.
- Grohmann, A. (2018), “Financial Literacy and Financial Behavior: Evidence from the Emerging Asian Middle Class”, Pacific-Basin Finance Journal, Vol. 48: 129-143.
- Hasan, M., Le, T., & Hoque, A. (2021), “How Does Financial Literacy Impact on Inclusive Finance?”, Financial Innovation, Vol. 7, No. 1: 1-23.
- Hassan Al‐Tamimi, H. A., & Anood Bin Kalli, A. (2009), “Financial Literacy and Investment Decisions of UAE Investors”, The Journal of Risk Finance, Vol. 10, No. 5: 500-516.
- Hermansson, C., & Jonsson, S. (2021), “The Impact of Financial Literacy and Financial Interest on Risk Tolerance”, Journal of Behavioral and Experimental Finance, Vol. 29: 1-12.
- Hsiao, Y. J., & Tsai, W. C. (2018), “Financial Literacy and Participation in the Derivatives Markets”, Journal of Banking & Finance, Vol. 88: 15-29.
- Huston, S. J. (2010), “Measuring Financial Literacy”, Journal of Consumer Affairs, Vol. 44, No. 2: 296-316.
- Jacob, K., Hudson, S., & Bush, M. (2000), “Tools for Survival: An Analysis of Financial Literacy programs for Lower Income Families”, Chicago: Woodstock Institute.
- Ji, Q., Bouri, E., Lau, C. K. M., & Roubaud, D. (2019), “Dynamic Connectedness and Integration in Cryptocurrency Markets”, International Review of Financial Analysis, Vol. 63: 257-272.
- Kılıç, Y., Ata, H. A., & Seyrek, İ. H. (2015), “Finansal Okuryazarlık: Üniversite Öğrencilerine Yönelik Bir Araştırma”, Muhasebe ve Finansman Dergisi, No.66: 129-150.
- Kıran, F., Bozkurt, Ö. Ç., & Tunç H. (2018), “Finansal Okuryazarlık ve Girişimcilik Niyeti Arasındaki İlişki: Üniversite Öğrencileri Üzerine Bir Araştırma”, Bucak İşletme Fakültesi Dergisi, Vol. 1, No. 1: 29-51.
- Kıran, F., & Bozkurt, Ö. Ç. (2020), “Finansal Okuryazarlık, Risk Alma Eğilimi ve Belirsizliğe Karşı Tolerans İlişkisi: Batı Akdeniz Girişimcileri Üzerine Bir Araştırma”, Eskişehir Osmangazi Üniversitesi İktisadi ve İdari Bilimler Dergisi, Vol. 15, No. 3: 1203-1222.
- Kruskal, W. H., & Wallis, W. A. (1952), “Use of Ranks in One-Criterion Variance Analysis”, Journal of the American Statistical Association, Vol. 47, No. 260: 583-621.
- Kurowski, Ł. (2021), “Household’s Overindebtedness during the COVID-19 Crisis: The Role of Debt and Financial Literacy”, Risks, Vol. 9, No. 4: 1-19.
- Kutukız, D., & Özden, C. (2018), “Kadın Girişimciliği ve Finansal Okuryazarlığın Kadın Girişimciler Üzerindeki Etkisi”, OPUS International Journal of Society Researches, Vol. 8, No. 1: 349-365.
- Lo, A. W. (2004), “The Adaptive Markets Hypothesis”, The Journal of Portfolio Management, Vol. 30, No. 5: 15-29.
- Lusardi, A., Mitchell, O. S., & Curto, V. (2010), “Financial Literacy among the Young”, Journal of Consumer Affairs, Vol. 44, No. 2: 358-380.
- Lusardi, A., & Mitchell, O. S. (2011), “Financial Literacy around the World: An Overview”, Journal of Pension Economics & Finance, Vol. 10, No. 4: 497-508.
- Lusardi, A., & Mitchell, O. S. (2011), “Financial Literacy and Retirement Planning in the United States”, Journal of Pension Economics & Finance, Vol. 10, No. 4: 509-525.
- Mann, H. B., & Whitney, D. R. (1947), “On a Test of Whether One of Two Random Variables is Stochastically Larger than the Other”, The Annals of Mathematical Statistics, Vol. 18, No. 1: 50-60.
- Modjo, M. I., & Santoso, F. (2022, August), “Overconfidence Educated Young males: A Study on Cryptocurrency Investors in Indonesia”, In 2022 International Conference on Information Management and Technology (ICIMTech) (pp. 630-633). IEEE.
- Morgan, P. J., & Long, T. Q. (2020), “Financial Literacy, Financial Inclusion, and Savings Behavior in Laos”, Journal of Asian Economics, Vol. 68: 1-20.
- Naiwen, L., Wenju, Z., Mohsin, M., Rehman, M. Z. U., Naseem, S., & Afzal, A. (2021), “The Role of Financial Literacy and Risk Tolerance: An Analysis of Gender Differences in the Textile Sector of Pakistan”, Industria Textila, Vol. 72, No. 3: 300-308.
- Noctor, M., Stoney, S., & Stradling, R. (1992), “Financial Literacy: A Discussion of Concepts and Competences of Financial Literacy and Opportunities for Its Introduction into Young People’s Learning”, National Foundation for Educational Research.
- Ono, S., Yuktadatta, P., Taniguchi, T., Iitsuka, T., Noguchi, M., Tanaka, S., Ito, H., Nakamura, K., Yasuhara, N., Miyawaki, C., Mikura, K., Khan, M.S.R., & Kadoya, Y. (2021), “Financial Literacy and Exercise Behavior: Evidence from Japan”, Sustainability, Vol. 13, No. 8: 1-15.
- Priyadarshani, S., & Kumari, J. P. (2021), “Factor Affecting for Personal Financial Literacy of Undergraduates”, International Journal of Research and Innovation in Social Science (IJRISS), Vol. 5, No. 5: 208-215.
- Remund, D. L. (2010), “Financial Literacy Explicated: The Case for a Clearer Definition in an Increasingly Complex Economy”, Journal of Consumer Affairs, Vol. 44, No. 2: 276-295.
- Shapiro, S. S., & Wilk, M. B. (1965), “An Analysis of Variance Test for Normality (complete samples)”, Biometrika, Vol. 52, No. 3/4: 591-611.
- Santoso, F., & Modjo, M. I. (2022, July), “Financial Literacy and Risk Tolerance of Indonesian Crypto-Asset Owners”, In 2022 13th International Conference on E-Business, Management and Economics (pp. 297-306).
- Scheresberg, D.B.C. (2013), “Financial Literacy and Financial Behavior among Young Adults: Evidence and implications”, Numeracy, Vol. 6, No. 2: 1-21.
- Sevim, N., Temizel, F., & Sayılır, Ö. (2012), “The Effects of Financial Literacy on the Borrowing Behaviour of Turkish Financial Consumers”, International Journal of Consumer Studies, Vol. 36, No. 5: 573-579.
- Şahin, M., & Bariş, S. (2017), “Finansal Okuryazarlık ve Tasarruf Davranışları: Kamu Çalışanları Üzerine Bir İnceleme”, Çankırı Karatekin Üniversitesi İktisadi ve İdari Bilimler Fakültesi Dergisi, Vol. 7, No. 2: 77-103.
- Tokar Asaad, C. (2015), “Financial Literacy and Financial Behavior: Assessing Knowledge and Confidence”, Financial Services Review, Vol. 24, No. 2: 101-117.
- Ünal, P. (2018), “Finansal Okuryazarlık ve Forex Piyasası”, (Master's thesis, Bankacılık ve Sigortacılık Enstitüsü).
Van Rooij, M. C., Lusardi, A., & Alessie, R. J. (2011), “Financial Literacy and Retirement Planning in the Netherlands”, Journal of Economic Psychology, Vol. 32, No. 4: 593-608.
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