Evolutionary dynamics of the cryptocurrency market
arXiv:1705.05334 · doi:10.1098/rsos.170623
Abstract
The cryptocurrency market surpassed the barrier of $100 billion market capitalization in June 2017, after months of steady growth. Despite its increasing relevance in the financial world, however, a comprehensive analysis of the whole system is still lacking, as most studies have focused exclusively on the behaviour of one (Bitcoin) or few cryptocurrencies. Here, we consider the history of the entire market and analyse the behaviour of 1,469 cryptocurrencies introduced between April 2013 and June 2017. We reveal that, while new cryptocurrencies appear and disappear continuously and their market capitalization is increasing (super-)exponentially, several statistical properties of the market have been stable for years. These include the number of active cryptocurrencies, the market share distribution and the turnover of cryptocurrencies. Adopting an ecological perspective, we show that the so-called neutral model of evolution is able to reproduce a number of key empirical observations, despite its simplicity and the assumption of no selective advantage of one cryptocurrency over another. Our results shed light on the properties of the cryptocurrency market and establish a first formal link between ecological modelling and the study of this growing system. We anticipate they will spark further research in this direction.
References in corpus (2)
Cited by in corpus (20)
- Mapping the NFT revolution: market trends, trade networks and visual features
- Anticipating cryptocurrency prices using machine learning
- A Gated Recurrent Unit Approach to Bitcoin Price Prediction
- Clustering patterns in efficiency and the coming-of-age of the cryptocurrency market
- An Experimental Study of Cryptocurrency Market Dynamics
- Classification of cryptocurrency coins and tokens by the dynamics of their market capitalisations
- From Bitcoin to Bitcoin Cash: a network analysis
- One model is not enough: heterogeneity in cryptocurrencies' multifractal profiles
- The fragility of decentralised trustless socio-technical systems
- From code to market: Network of developers and correlated returns of cryptocurrencies
- Circulation of a digital community currency
- Wikipedia and Digital Currencies: Interplay Between Collective Attention and Market Performance
- Preventing Denial of Service Attacks in IoT Networks through Verifiable Delay Functions
- Ask "Who", Not "What": Bitcoin Volatility Forecasting with Twitter Data
- Inferring short-term volatility indicators from Bitcoin blockchain
- Bitcoin: Like a Satellite or Always Hardcore? A Core-Satellite Identification in the Cryptocurrency Market
- The Concept of Decentralization Through Time and Disciplines: A Quantitative Exploration
- Testing macroecological theories in cryptocurrency market: neutral models can not describe diversity patterns and their variation
- Pravuil: Global Consensus for a United World
- Memory-cognizant generalization to Simon's random-copying neutral model