CONNETS Lab, Computer Science Department, Università degli Studi di Milano, Milan, Italy.
PLoS One. 2022 Jun 16;17(6):e0267612. doi: 10.1371/journal.pone.0267612. eCollection 2022.
A shift of paradigm is running over online social platforms: the over-centralization of these platforms is leaving room for decentralized solutions based on blockchain technologies, such as blockchain-based online social networks-BOSNs. Among the many unknown aspects of these techno-social systems, the objective of this study is to propose an analytical framework to assess the impact of the cryptocurrencies linked to a BOSN platform on the evolution of its social network and on the behavior of their users, in terms of production of content and/or its promotion through a voting and rewarding system. The framework has been applied to Steemit, one of the most widespread BOSNs, from which we collected three-year-long high-resolution data on its evolution along with the price of its main cryptocurrencies. On users' activities extracted from these longitudinal data, we applied a time-series correlation analysis and a correlation analysis between the action allocation strategies and the obtained rewards, in the case of most central accounts. The analysis has highlighted pieces of evidence of the influence of the cryptocurrency price on users' actions, particularly on actions that shape the structure of the social networks. Second, we also found highly rewarded users prefer actions related to the promotion of content rather than the creation of high-quality content, exploiting the reward distribution mechanisms implemented by the platform. These findings highlight that the shift of paradigm towards blockchain and cryptocurrency technologies might strengthen the influence of financial and economic factors rather than relational/social aspects on the evolution of these new complex techno-social systems.
这些平台的过度集中为基于区块链技术的去中心化解决方案留出了空间,例如基于区块链的在线社交网络(BOSN)。在这些技术社会系统的许多未知方面中,本研究的目的是提出一个分析框架,以评估与 BOSN 平台相关联的加密货币对其社交网络的演变及其用户行为的影响,包括内容的产生和/或通过投票和奖励系统对其进行推广。该框架已应用于 Steemit,这是最广泛的 BOSN 之一,我们从该平台收集了长达三年的关于其演变的高分辨率数据以及其主要加密货币的价格。对于从这些纵向数据中提取的用户活动,我们应用了时间序列相关性分析和最中心账户之间的分配策略和获得奖励之间的相关性分析。分析结果表明了加密货币价格对用户行为的影响的证据,特别是对塑造社交网络结构的行为的影响。其次,我们还发现,高回报用户更喜欢与内容推广相关的行为,而不是高质量内容的创作,从而利用了平台实施的奖励分配机制。这些发现表明,向区块链和加密货币技术的范式转变可能会加强金融和经济因素的影响,而不是关系/社会方面对这些新的复杂技术社会系统的演变的影响。