Skoči na glavni sadržaj

Izvorni znanstveni članak

https://doi.org/10.15291/oec.5013

The Relationship Between Bitcoin Prices and Ethereum Trading Volume

Antun Fagarazzi orcid id orcid.org/0009-0009-8249-5679 ; Faculty of Economics and Business Open University of Catalonia (Universitat Oberta de Catalunya)


Puni tekst: engleski pdf 519 Kb

str. 3-17

preuzimanja: 0

citiraj


Sažetak

The paper aimed to investigate the statistical relationship between Bitcoin prices and Ethereum trading volumes, as well as to create a simple predictive model for Ethereum trading volumes based on Bitcoin prices. To perform Spearman’s rank correlation analysis and to construct an artificial neural network (ANN) model, daily closing prices of Bitcoin in USD and daily trading volumes of Ethereum were utilized. The timeframe covered by the data starts May 1, 2020 and ends November 22, 2025. In this study, Ethereum volumes were treated as the dependent variable, while Bitcoin prices served as the independent variable. The findings indicate a significant, moderate, positive correlation between Bitcoin prices and Ethereum volumes, and the ANN model successfully predicted Ethereum volumes with a high level of accuracy. These results reinforce existing evidence regarding the relationships among cryptocurrencies. Furthermore, by confirming the efficacy of artificial neural networks (ANN) in predicting trends within the cryptocurrency market, the study also makes a methodological contribution. In addition, the study also offers a simpler modelling approach that highlights the significance of bilateral interactions among major cryptocurrencies through a single-input model. Based on the impressive performance of the ANN model, exchanges, fintech companies, and investment firms could incorporate lightweight machine-learning systems into their forecasting tools to provide real-time analytics with minimal processing requirements.

Ključne riječi

Bitcoin prices, Ethereum trading volume, cryptocurrencies, Spearman’s rank correlation, artificial neural networks (ANN)

Hrčak ID:

347778

URI

https://hrcak.srce.hr/347778

Datum izdavanja:

1.6.2026.

Posjeta: 0 *