Dataset suitability factors should be assessed. This includes statistical methods for mitigating representation issues, the socio-technical context of deployment, and interaction of human factors with the AI system. The question of whether suitable datasets exist that fit the purpose of the various applications, domains, and tasks for the planned AI system should be asked.