There is still a significant gap between expectations and the successful adoption of AI to innovate and improve businesses. Due to the emergence of deep learning, AI adoption is more complex as it often incorporates big data and the internet of things, affecting data privacy. Existing frameworks have identified the need to focus on human-centered design, combining technical and business/organizational perspectives. However, trust remains a critical issue that needs to be designed from the beginning. The proposed framework expands from the human-centered design approach, emphasizing and maintaining the trust that underpins the process. This paper proposes a theoretical framework for responsible artificial intelligence (AI) implementation. The proposed framework emphasizes a synergistic business technology approach for the agile co-creation process. The aim is to streamline the adoption process of AI to innovate and improve business by involving all stakeholders throughout the project so that the AI technology is designed, developed, and deployed in conjunction with people and not in isolation. The framework presents a fresh viewpoint on responsible AI implementation based on analytical literature review, conceptual framework design, and practitioners' mediating expertise. The framework emphasizes establishing and maintaining trust throughout the human-centered design and agile development of AI. This human-centered approach is aligned with and enabled by the privacy by design principle. The creators of the technology and the end-users are working together to tailor the AI solution specifically for the business requirements and human characteristics. An illustrative case study on adopting AI for assisting planning in a hospital will demonstrate that the proposed framework applies to real-life applications.
翻译:由于出现了深层次的学习,AI的采用更为复杂,因为它往往包含大型数据和事物的互联网,从而影响到数据隐私; 现有框架已经确定需要侧重于以人为中心的设计,同时结合技术和商业/组织观点; 然而,信任仍然是一个关键问题,需要从一开始就设计; 拟议的框架从以人为中心的设计方法出发,强调和保持支持这一进程的信任; 本文建议了一个负责任的人工智能(AI)执行的理论框架; 拟议的框架强调灵活共创过程的协同商业技术方法; 目的是简化AI的采用过程,通过让所有利益相关者参与整个项目来创新和改善商业,使AI技术的设计、开发和与人一道而不是孤立地部署; 拟议的框架从以以人为中心的设计方法、概念框架设计以及从业者调解专门知识为基础,就负责任地实施AI提出了新的观点; 拟议的框架强调在整个以人为中心的设计和灵活开发AI的过程中建立并保持信任; 拟议的以人为中心的业务技术要求将具体地与设计、以隐私为主的建筑师进行调整。