- Artificial intelligence blockchain decision schemes (AI-BDSs).
- Flow chart blockchain decision schemes (FC-BDSs).
- Scored blockchain decision schemes (S-BDSs).
“Our research has found that there are an overwhelming number of FC-BDSs to choose from, of which many suffer from inherent biases one way or the other,” said Dr Joseph Preece, a Computer Scientist and Research Fellow at the University of Birmingham who led the research.
“Overall, these schemes tend to suggest avoiding blockchain, meaning that people are deciding to use blockchain when a different solution could be just as good, or even better.”
The researchers reviewed and conducted an in-depth analysis of FC-BDSs. They found that the average model used eight questions and four outcomes to help users decide whether to use blockchain or not.
Most of the questions were focused on data and participation attributes, rather than security and performance, which do not give a holistic picture and may lead people to make an uninformed decision.
The study revealed that despite the vast number of different FC-BDSs available, some of the schemes had similarities of over 90%. The researchers argue that this could be because FC-BDS publication is not a formalised process, despite the significant role it could play in an important decision.
Dr Preece explained: “If you want to create and publish an FC-BDS then you do not necessarily need to go through peer review. It is also incredibly easy to get inspiration from, or copy, earlier models to build on.
This means that some of these schemes end up with a lot of similarities, with only tiny changes to make them fit a specific need. Again, this flaw in the scheme could mean that people are steered in the wrong direction.”
The next step in the research is to compare the performance of FC-BDSs with the other forms of blockchain decision schemes. The researchers also want to create their own FC-BDS, taking into account the findings of the study, and look to promote standardising the production and publication of these tools.
Dr Preece concluded: “Blockchain is a very powerful piece of technology and can be incredibly useful. But currently, the tools used to help make decisions about its use cannot be trusted to be as accurate as the advice of a domain expert.
Without addressing the biases in FC-BDSs and tightening up the production of these schemes, we will have people and businesses deciding to use blockchain, when that may not be the right tool for them.
These could be costly and time-consuming mistakes, and in some cases, blockchain implementation may end up doing more harm than good.”
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