Cryptocurrency ownership and cognitive biases in perceived financial literacy

Acknowledging the potential threats posed to financial stability by owning cryptoassets combined with a lack of financial literacy, this paper investigates the relationship between financial literacy and cryptocurrency ownership using machine learning methods. Analyzing 2121 survey responses, it shows that financial literacy emerges as a crucial factor in cryptocurrency ownership, even when accounting for other factors such as age, income, and digital activity. A neural network model reveals that a unit increase in financial literacy reduces the probability of cryptocurrency ownership by 0.2. Causal forest analysis indicates that financial literacy bias positively impacts ownership likelihood (a point estimate of 75.30 %). However, the bias-corrected financial literacy measure has a negative effect of −25.40 % on ownership likelihood. This reveals that cognitive biases, particularly overconfidence, as a significant influence on cryptocurrency ownership. These results show that individuals with more financial literacy and with less biased self-assessments are less likely to hold cryptocurrencies. • Examines the relationship between financial literacy and cryptocurrency ownership using machine learning methods. • Financial literacy bias positively impacts ownership likelihood. • Bias-corrected financial literacy measure has a negative effect on ownership likelihood. • Individuals with more financial literacy and those less biased self-assessments are less likely to hold cryptocurrencies. • Cognitive biases, particularly overconfidence, have a significant influence on cryptocurrency ownership.

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Publication Details

Journal
Journal of Behavioral and Experimental Finance
Published
2024-12-20
DOI
https://doi.org/10.1016/j.jbef.2024.101019
Citations
3
Primary Topic
Financial Literacy, Pension, Retirement Analysis
Type
article
Field-Weighted Citation Impact
2.84

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article

Cryptocurrency ownership and cognitive biases in perceived financial literacy

Francisco Rodríguez Fernández, Pedro J. Cuadros‐Solas, Santiago Carbó-Valverde
3 citations
Journal of Behavioral and Experimental Finance
Financial Literacy, Pension, Retirement Analysis
2.84
article

Cryptocurrency ownership and cognitive biases in perceived financial literacy

Francisco Rodríguez Fernández, Pedro J. Cuadros‐Solas, Santiago Carbó-Valverde
article en
3 citations

Abstract

Acknowledging the potential threats posed to financial stability by owning cryptoassets combined with a lack of financial literacy, this paper investigates the relationship between financial literacy and cryptocurrency ownership using machine learning methods. Analyzing 2121 survey responses, it shows that financial literacy emerges as a crucial factor in cryptocurrency ownership, even when accounting for other factors such as age, income, and digital activity. A neural network model reveals that a unit increase in financial literacy reduces the probability of cryptocurrency ownership by 0.2. Causal forest analysis indicates that financial literacy bias positively impacts ownership likelihood (a point estimate of 75.30 %). However, the bias-corrected financial literacy measure has a negative effect of −25.40 % on ownership likelihood. This reveals that cognitive biases, particularly overconfidence, as a significant influence on cryptocurrency ownership. These results show that individuals with more financial literacy and with less biased self-assessments are less likely to hold cryptocurrencies. • Examines the relationship between financial literacy and cryptocurrency ownership using machine learning methods. • Financial literacy bias positively impacts ownership likelihood. • Bias-corrected financial literacy measure has a negative effect on ownership likelihood. • Individuals with more financial literacy and those less biased self-assessments are less likely to hold cryptocurrencies. • Cognitive biases, particularly overconfidence, have a significant influence on cryptocurrency ownership.

Journal of Behavioral and Experimental FinanceVol. 45
Universitat de València (ES), Universidad de Granada (ES), Técnicas y Servicios de Ingeniería (Spain) (ES), Hospital General de Almansa (ES)
Ministerio de Ciencia e Innovación, Fundación de las Cajas de Ahorros, Junta de Andalucía
Quality Education
Openalex Percentile: Top 8%
Financial Literacy, Pension, Retirement Analysis
2.84
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