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As ever, all members of our brilliant team of researchers in the Ethics Theme of the Public Policy Programme at The Alan Turing Institute have been crucial and inimitable supports of this project from its inception several years ago, as have our Public Policy Programme Co-Directors, Helen Margetts and Cosmina Dorobantu. We are deeply thankful to Conor Rigby, who led the design of this workbook and provided extraordinary feedback across its iterations. We also want to acknowledge Johnny Lighthands, who created various illustrations for this document, and Alex Krook and John Gilbert, whose input and insights helped get the workbook over the finish line. Special thanks must be given to the Ministry of Justice for helping us test the activities and review the content included in this workbook. Lastly, we want to thank Youmna Hashem (The Alan Turing Institute) and Sabeehah Mahomed (The Alan Turing Institute) for their meticulous peer review and timely feedback, which greatly enriched this document.  \nThis work was supported by Wave 1 of The UKRI Strategic Priorities Fund under the EPSRC Grant EP/W006022/1, particularly the Public Policy Programme theme within that grant & The Alan Turing Institute; Towards Turing 2.0 under the EPSRC Grant EP/W037211/1 & The Alan Turing Institute; and the Ecosystem Leadership Award under the EPSRC Grant EP/ X03870X/1 & The Alan Turing Institute.  \nCite this work as: Leslie, D., Rincón, C., Briggs, M., Perini, A., Jayadeva, S., Borda, A., Bennett, SJ. Burr, C., Aitken, M., Katell, M., Fischer, C., Wong, J., and Kherroubi Garcia, I.(2023) . AI Sustainability in Practice Part Two: Sustainability Throughout the AI Workflow. The Alan Turing Institute.  \nAI Sustainability in Practice  \nPart Two: Sustainability Throughout the AI Workflow  \n2  \nContents  \n About the Workbook Series    \n4  Who We Are  \n4  Origins of the Workbook Series  \n5  About the Workbooks  \n6  Intended Audience  \n7  Introduction to This Workbook  \n Key Concepts    \n10  Introduction to Sustainability: Stakeholder  Impact Assessments  \n14  A Closer Look at Stakeholder Impact  Assessments  \n15  Stakeholder Impact Assessment Template  \n21  Skills for Conducting Stakeholder Impact  Assessments  \n21  Weighing the Values and Considering Trade-Offs  \n22  Consequences-Based and Principles-Based  Approaches to Balancing Values  \n21  Ensuring Meaningful and Inclusive Deliberation  \n27  Addressing and Mitigating Power Dynamics  that May Obstruct Meaningful and Inclusive  Deliberation  \n28  Sustainability Throughout the AI Lifecycle  \n28 The Need for Responsiveness Across the AI  Lifecycle  \n30  Example in Focus: Challenges to AI  Sustainability in Children’s Social Care  \n31  Proportional Governance of Engagement Goals and Methods  \n31  Deployment Phase Re-Assessment and  Other Necessary Monitoring, Updating, and  Deprovisioning Activities  \nActivities  \n34  Activities Overview  \n36  Interactive Case Study: AI in Urban Planning  \n40  Stakeholder Profiles  \n45 Stakeholder Impact Assessment (Design Phase)  \n46  Project Proposal  \n48  A Closer Look at the Model  \n54  Balancing Values   \n58  Revisiting Engagement Method   \n67 Stakeholder Impact Assessment (Deployment Phase)  \nFurther Readings  \n74  Endnotes  \n77  Bibliography and Further Readings  \n77  Stakeholder Impact Assessment  \n77  AI in Urban Planning  \n78  Resources Infor","cbCaidXtdBKCKzrs","https://ap.wps.com/l/cbCaidXtdBKCKzrs","pdf",7645734,79,"English","# About the Workbook Series\n## Intended Audience\n## Introduction to This Workbook\n# Key Concepts\n## Introduction to Sustainability: Stakeholder Impact Assessments\n## A Closer Look at Stakeholder Impact Assessments\n## Stakeholder Impact Assessment Template\n## Skills for Conducting Stakeholder Impact Assessments\n## Weighing the Values and Considering Trade-Offs\n## Ensuring Meaningful and Inclusive Deliberation\n## Addressing and Mitigating Power Dynamics\n## Sustainability Throughout the AI Lifecycle\n## Deployment Phase Re-Assessment and Other Necessary Monitoring\n# Activities\n## Activities Overview\n## Interactive Case Study: AI in Urban Planning\n## Stakeholder Impact Assessment (Design Phase)\n## Stakeholder Impact Assessment (Deployment Phase)\n# Further Readings","[{\"question\":\"Who is the workbook designed to support?\",\"answer\":\"The workbook is annotated to support facilitators delivering the accompanying activities, and it includes structured guidance for conducting stakeholder impact assessments and related governance tasks.\"},{\"question\":\"What key concept is central to Part Two?\",\"answer\":\"Stakeholder impact assessments are central, including how to introduce them, examine them in depth, use a template, and develop the skills needed to apply them responsibly.\"},{\"question\":\"What does the workbook cover for sustainability across the AI lifecycle?\",\"answer\":\"It explains the need for responsiveness across the AI lifecycle, emphasizes proportional governance of engagement goals and methods, and covers deployment-phase re-assessment plus necessary monitoring, updating, and deprovisioning activities.\"}]","AI Sustainability in Practice - Part Two - Sustainability Throughout the AI Workflow | PDF",199]