1. Department of Computer Science, University of Bristol, United Kingdom
2. School of Computer Science and Informatics, Cardiff University, United Kingdom
3. Transparency Solutions, Somalia
4. Independent Scholar, Somalia
5. School of Geographical Sciences, University of Bristol, United Kingdom and Cabot Institute for the Environment, United Kingdom