Desafíos actuales de la Inteligencia Artificial

Mapping the influence of artificial intelligence 203 by providing clear and intuitive representations of how AI technologies function and influ- ence various aspects of business and public administration. For example, visualizing the flow of data through an AI model can help stakeholders understand how inputs are transformed into outputs and how different variables interact within the system. 2.2.2. Supporting Decision-Making Effective visualization tools enable stakeholders to gain valuable insights into the po- tential outcomes of AI integration. By presenting data in visual formats, such as charts, graphs, and diagrams, stakeholders can more easily assess the implications of different AI strategies and make informed decisions. Visualization supports the evaluation of various scenarios, helping to balance the potential benefits of AI with its associated risks and chal- lenges. 2.2.3. Improving Communication and Transparency One of the primary benefits of visualization is its ability to enhance communication and transparency. AI systems often involve multiple stakeholders, including developers, policy- makers, and the public. Visualization tools facilitate clearer communication by translating complex AI processes and impacts into formats that are understandable to non-technical audiences. This improved transparency helps build trust and fosters more collaborative dis- cussions about AI implementation and governance. 2.2.4. Identifying Risks and Opportunities Visualization tools play a crucial role in identifying potential risks and opportunities asso- ciated with AI technologies. By mapping out the interactions and dependencies between vari- ous components of an AI system, stakeholders can anticipate possible challenges and uncover areas for optimization. For instance, visualizing the potential impacts of an AI-driven policy can reveal unintended consequences and help devise strategies to mitigate risks. 3. PROPOSING AN ESTABLISHED VISUALIZATION FRAMEWORK In addressing the multifaceted impacts of AI in business and public administration, a robust visualization framework is essential. Visualization tools help to simplify complex data and processes, making it easier for stakeholders to understand and manage the effects of AI