To blockchain or not to blockchain, these are the questions: A structured analysis of blockchain decision schemes

J.D. Preece, J.M. Easton
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Abstract

Blockchain technology has garnered significant attention in recent years, prompting researchers, entrepreneurs, and businesses to seek viable ways to validate the application of blockchain within their specific use cases. Blockchain decision schemes (BDSs) can assist in this decision-making process, offering a potentially more cost-effective alternative to domain experts. Flow chart blockchain decision schemes (FC-BDSs) constitute 77.5% of all BDSs, and this paper systematically reviews these by standardising and aggregating the most prominent schemes into an open-source package. Central to our approach is the definition of an FC-BDS as a directed acyclic graph (DAG). Upon this mathematical foundation, we engage in a meticulous exploration and analysis of various elements within FC-BDSs. We present an in-depth analysis of the structure of FC-BDSs, exploring features such as vertex count, question categorisation, and outcome distribution. Notably, the majority of FC-BDS questions ask about data and participation (34.1%) above other domains such as security (18.6%) and performance (10.8%). Observations regarding outcomes shows an overall balance in suggesting the usage or avoidance of blockchains; however, there is a discrepancy between the average questions required to reach these outcomes, revealing potential biases within schemes. Further analysis using similarity metrics (based on both structural and semantic features) identifies significant overlaps between FC-BDSs, with some schemes showing over 90% similarity. These observations could be attributed to a more informal publishing routine for FC-BDSs, and help trace the evolution of FC-BDSs over time. The insights drawn from this research provide valuable insights into the broader BDSs landscape, and stand to make significant strides towards the standardisation of FC-BDSs, thereby promoting a more coherent and effective utilisation of these decision-making tools in the realm of blockchain technology application.

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要不要区块链,这些都是问题:区块链决策方案的结构化分析
近年来,区块链技术备受关注,促使研究人员、企业家和企业寻求可行的方法来验证区块链在其特定用例中的应用。区块链决策方案(BDS)可以协助这一决策过程,为领域专家提供了一种潜在的更具成本效益的替代方案。流程图区块链决策方案(FC-BDSs)占所有 BDSs 的 77.5%,本文通过将最著名的方案标准化并汇总到一个开源软件包中,对这些方案进行了系统回顾。我们方法的核心是将 FC-BDS 定义为有向无环图 (DAG)。在此数学基础上,我们对 FC-BDS 中的各种元素进行了细致的探索和分析。我们对 FC-BDS 的结构进行了深入分析,探索了顶点数、问题分类和结果分布等特征。值得注意的是,大多数 FC-BDS 问题都涉及数据和参与(34.1%),高于安全(18.6%)和性能(10.8%)等其他领域。对结果的观察表明,在建议使用或避免使用区块链方面总体上是平衡的;但是,达到这些结果所需的平均问题之间存在差异,这揭示了计划内部的潜在偏差。使用相似度指标(基于结构和语义特征)进行的进一步分析发现,FC-BDS 之间存在显著重叠,一些方案的相似度超过 90%。这些观察结果可归因于 FC-BDS 较为非正式的发布程序,并有助于追踪 FC-BDS 随着时间推移而发生的演变。从这项研究中得出的见解为更广泛的 BDSs 领域提供了宝贵的见解,并将在 FC-BDSs 标准化方面取得重大进展,从而促进在区块链技术应用领域更一致、更有效地利用这些决策工具。
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