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Data-Driven Innovation for Trustworthy AI 可信赖人工智能的数据驱动创新
IF 1.4 2区 社会学 0 HUMANITIES, MULTIDISCIPLINARY Pub Date : 2025-09-01 DOI: 10.1016/j.sheji.2025.06.002
L. Siddharth , Jianxi Luo
Global concerns over the trustworthiness of rapidly proliferating artificial intelligence (AI)-centric artifacts have led to generic institutional recommendations for trustworthy AI, which have yet to be operationalized and integrated with design and innovation processes. We leverage the double hump model of data-driven innovation to propose and illustrate diverse data-driven approaches for identifying and evaluating opportunities, and generating and evaluating concepts for trustworthy AI. These approaches are expected to operationalize the institutional recommendations of trustworthy AI. Building on existing frameworks for classifying and managing risks associated with AI, we advocate for an ontological basis for trustworthy AI to enable fine-grained, computational assessments of AI-centric artifacts, their domains, and the organizations that develop or manage them.
全球对快速扩散的以人工智能(AI)为中心的人工制品的可信度的担忧,导致了关于可信赖的人工智能的通用机构建议,这些建议尚未与设计和创新过程进行操作和整合。我们利用数据驱动创新的双驼峰模型来提出和说明各种数据驱动的方法,用于识别和评估机会,以及生成和评估可信赖的人工智能概念。这些方法有望实现可信赖的人工智能的机构建议。在现有的分类和管理与人工智能相关的风险框架的基础上,我们提倡为可信赖的人工智能建立一个本体论基础,以实现对以人工智能为中心的工件、它们的领域以及开发或管理它们的组织的细粒度、计算性评估。
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引用次数: 0
A Wicked Design Problem: How to Hang an Old Tiki (on the Wall) 一个邪恶的设计问题:如何把一个古老的提基挂在墙上
IF 1.4 2区 社会学 0 HUMANITIES, MULTIDISCIPLINARY Pub Date : 2025-09-01 DOI: 10.1016/j.sheji.2025.08.003
Gabriela Goldschmidt
Existing literature on wicked problems deals with them in the context of planning, public policy, or management. Researchers refer to those who solve wicked problems as designers. These problem solvers use Design Thinking methods (DT2) for solution attempts. This paper claims that wicked design problems differ in some respects from wicked problems in planning, and to solve them, designers use different thinking and solution processes than those used by planners and others who deal with wicked problems in planning. A case study is presented to illustrate a designer’s actual design thinking process (DT1) that led to a satisfactory solution of a wicked design problem by changing its representation and by concurrently making an insight discovery. Characteristics of design thinking and Gestalt psychology are presented to shed light on these processes.
现有的关于邪恶问题的文献在规划、公共政策或管理的背景下处理它们。研究人员把解决棘手问题的人称为设计师。这些问题解决者使用设计思维方法(DT2)来尝试解决方案。本文声称恶意设计问题在某些方面与规划中的恶意问题不同,并且为了解决它们,设计师使用的思维和解决过程与规划师和其他处理规划中的恶意问题的人使用的思维和解决过程不同。通过一个案例研究来说明设计师的实际设计思维过程(DT1),通过改变其表现形式并同时进行洞察力发现,从而导致一个令人满意的解决一个邪恶的设计问题。设计思维的特点和格式塔心理学提出,以阐明这些过程。
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引用次数: 0
Beyond Divergence: Characterizing Co-exploration Patterns in Collaborative Design Processes 超越分歧:协作设计过程中共同探索模式的特征
IF 1.4 2区 社会学 0 HUMANITIES, MULTIDISCIPLINARY Pub Date : 2025-09-01 DOI: 10.1016/j.sheji.2025.08.002
Xinhui Ye, Joep Frens, Jun Hu
Exploration is central to the design process, as it fosters creativity and improves design outcomes. Within design teams, exploration becomes co-exploration—a collaborative and dynamic practice that this study examines. We conducted a five-month longitudinal observational study with 61 students across 16 design teams, using weekly diary interviews to trace the dynamics of co-exploration. From this, we developed a four-dimensional framework that identified five distinct patterns of co-exploration activities. Our findings reveal how co-exploration emerges across diverse activities and team interactions, fostering togetherness and keeping design teams open-minded. This engagement cultivates collective intelligence and enables teams to share knowledge, build upon each other’s ideas, and achieve results that exceed individual contributions. We argue that co-exploration reflects the trajectory of design success and warrants further study. Finally, we provide actionable insights for practitioners seeking to enhance co-exploration in collaborative design.
探索是设计过程的核心,因为它可以培养创造力并改善设计成果。在设计团队中,探索变成了共同探索——这是一种协作和动态的实践。我们对来自16个设计团队的61名学生进行了为期5个月的纵向观察研究,使用每周日记采访来追踪共同探索的动态。由此,我们开发了一个四维框架,确定了五种不同的共同探索活动模式。我们的研究结果揭示了共同探索如何在不同的活动和团队互动中出现,促进团结并保持设计团队的开放态度。这种参与培养了集体智慧,使团队能够分享知识,以彼此的想法为基础,并取得超越个人贡献的成果。我们认为,共同探索反映了设计成功的轨迹,值得进一步研究。最后,我们为寻求在协作设计中加强共同探索的实践者提供了可操作的见解。
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引用次数: 0
Understanding Architecture-in-Use as Multistable: What People Do in the Semi-Public Square of a Housing Project 将使用中的建筑理解为多元的:人们在住房项目的半公共广场上做了什么
IF 1.4 2区 社会学 0 HUMANITIES, MULTIDISCIPLINARY Pub Date : 2025-09-01 DOI: 10.1016/j.sheji.2025.07.001
Liesbeth Stam , Marc Stemerding , Ann Heylighen
To create spaces that are both resilient and meaningful, architects are often guided by values such as sustainability, inclusion, and overall well-being. Ultimately, these values are realized through the everyday interactions between architecture and its users. Therefore, attention to use and how it relates to design choices is vital. However, studies of architects’ design processes show that knowledge of design-use relations is mainly applied intuitively and often remains unarticulated. What is lacking is a vocabulary that supports more structured thinking about what happens once architecture is built and used; how spaces, their use, and users develop in relation to each other over time. In this article, we explore the potential of philosophical and social theories of technology to offer a basis for such a vocabulary. We specifically look at postphenomenology and script theory and apply their concepts to an empirical study of a large-scale housing project. For over two years, we observed ongoing changes of its semi-public square and its use. This provided insight into (1) use in relation to design and (2) postphenomenological and script theory. It led us to propose a conceptual lens, an open script, that brings focus to architecture as architecture-in-use.
为了创造有弹性和有意义的空间,建筑师通常以可持续性、包容性和整体福祉等价值观为指导。最终,这些价值是通过建筑与其用户之间的日常交互来实现的。因此,关注使用及其与设计选择的关系至关重要。然而,对建筑师设计过程的研究表明,设计-使用关系的知识主要是直观地应用,往往是不明确的。我们所缺乏的是一个词汇表,它支持对架构构建和使用后发生的事情进行更结构化的思考;随着时间的推移,空间、它们的用途和用户是如何相互发展的。在本文中,我们探讨了技术的哲学和社会理论的潜力,为这样的词汇提供了基础。我们特别关注后现象学和剧本理论,并将其概念应用于大型住房项目的实证研究。在两年多的时间里,我们观察到它的半公共广场及其用途的不断变化。这提供了对(1)与设计相关的使用和(2)后现象学和文字理论的见解。这让我们提出了一个概念性的镜头,一个开放的脚本,将建筑的焦点作为建筑的使用。
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引用次数: 0
Contributors 贡献者
IF 1.4 2区 社会学 0 HUMANITIES, MULTIDISCIPLINARY Pub Date : 2025-09-01 DOI: 10.1016/S2405-8726(25)00053-X
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引用次数: 0
Bridging Data, Lived Experiences, and Policy through Food and Eating: Reconfiguring the Policy Co-creation Landscape for More Just Transitions 通过食物和饮食连接数据、生活经验和政策:为更公正的过渡重新配置政策共同创造的景观
IF 1.4 2区 社会学 0 HUMANITIES, MULTIDISCIPLINARY Pub Date : 2025-09-01 DOI: 10.1016/j.sheji.2025.07.002
Danielle Wilde , Mary Karyda
Despite efforts to engage civil society, local policy implementation often produces unforeseen impacts that authorities struggle to address. This article introduces a methodological approach that uses food as a culturally resonant medium for co-creating data representations. The aim is to bring lived experience of civil society actors into policy processes, in ways that are as rich as the experiences themselves. Drawing on organizational studies and stakeholder collaboration, we examine the challenge of integrating diverse perspectives in governing wicked problems. To test the method, we conducted an experimental workshop on sustainability transitions in Sweden’s Gulf of Bothnia, bringing together professional fishers, public authorities, chefs, and researchers. Participants co-created and shared a meal that represented fishers’ lived experience of a specific policy tension. This embodied sensory process fostered trust, dialogue, and mutual understanding—reconfiguring stakeholder relationships through ritual and commensality. The method surfaced critical, often-overlooked forms of knowledge, translating abstract policies into tangible experience and contributing to the emergence of affective commons—a shared atmosphere of engagement and sense-making. Our findings show that food can disrupt conventional expertise, flatten hierarchies, and support inclusive, evidence-based decision-making. This approach offers a compelling pathway toward more just and participatory sustainability governance.
尽管努力让民间社会参与进来,但地方政策的实施往往会产生当局难以应对的不可预见的影响。本文介绍了一种方法学方法,该方法使用食物作为共同创建数据表示的文化共鸣媒介。其目的是将民间社会行动者的实际经验以与经验本身一样丰富的方式纳入政策进程。利用组织研究和利益相关者合作,我们研究了在治理邪恶问题中整合不同观点的挑战。为了验证这一方法,我们在瑞典的波西亚湾举办了一个关于可持续转型的实验研讨会,汇集了专业渔民、公共当局、厨师和研究人员。参与者共同创作并分享了一顿饭,这顿饭代表了渔民对特定政策紧张局势的生活经历。这种具体化的感觉过程促进了信任、对话和相互理解——通过仪式和共通性重新配置利益相关者关系。该方法揭示了关键的、经常被忽视的知识形式,将抽象的政策转化为有形的经验,并有助于形成情感共性——一种参与和理解的共享氛围。我们的研究结果表明,食物可以打破传统的专业知识,使等级制度扁平化,并支持包容性的、基于证据的决策。这种方法为实现更加公正和参与性的可持续性治理提供了一条令人信服的途径。
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引用次数: 0
Bridging Design and Economics: A PSI Framework Analysis of Residency Matching Market Evolution 桥梁设计与经济:住宅匹配市场演化的PSI框架分析
IF 1.8 2区 社会学 0 HUMANITIES, MULTIDISCIPLINARY Pub Date : 2025-06-01 DOI: 10.1016/j.sheji.2025.03.001
Yoram Reich , Eswaran Subrahmanian
This paper addresses a divide: economics and design remain largely disconnected despite shared concerns about shaping products, services, and social systems. We propose that bridging design theory and practices—especially the Problem-Social-Institutional (PSI) framework—into market economics can aid the design of complex products and institutions. We illustrate this potential through an in-depth analysis of the evolution of US, Canadian, and British medical residency matching markets, which assign medical graduates to hospitals. Initially considered a purely optimal allocation problem, these markets repeatedly failed, stemming mainly from information asymmetry and shifting participant needs. With PSI, we show how changes in problem framing, stakeholder roles, and institutional structures can realign these markets toward stability and better outcomes. This transdisciplinary view positions market design as an iterative, evolving process, much like engineering a product or service. Our conclusions suggest that economists can benefit from design theories such as PSI and design practices such as prototyping, simulation, and stakeholder engagement. Further, we contend that design theorists stand to deepen their practice by incorporating economic considerations that are largely ignored. PSI is positioned as a bridge between design and economics to serve as a common language and framework.
本文解决了一个分歧:尽管对塑造产品、服务和社会系统都有共同的关注,但经济学和设计在很大程度上仍然是脱节的。我们建议将设计理论和实践——特别是问题-社会-制度(PSI)框架——连接到市场经济学中,可以帮助设计复杂的产品和制度。我们通过深入分析美国、加拿大和英国将医学毕业生分配到医院的住院医师匹配市场的演变来说明这种潜力。这些市场最初被认为是一个纯粹的最优配置问题,但由于信息不对称和参与者需求的变化,它们一再失败。通过PSI,我们展示了问题框架、利益相关者角色和制度结构的变化如何重新调整这些市场,以实现稳定和更好的结果。这种跨学科的观点将市场设计定位为一个迭代的、不断发展的过程,就像设计一个产品或服务一样。我们的结论表明,经济学家可以从设计理论(如PSI)和设计实践(如原型设计、模拟和利益相关者参与)中受益。此外,我们认为,设计理论家通过纳入在很大程度上被忽视的经济因素来深化他们的实践。PSI被定位为设计和经济之间的桥梁,作为共同的语言和框架。
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引用次数: 0
DesignS: World Design Cities Shanghai Manifesto 2024, with an Introduction by Yongqi Lou and John Thackara 《设计:世界设计城市上海宣言2024》,楼咏琪和John Thackara介绍
IF 1.8 2区 社会学 0 HUMANITIES, MULTIDISCIPLINARY Pub Date : 2025-06-01 DOI: 10.1016/j.sheji.2025.05.003
Yongqi Lou , Don Norman , John Thackara , Yrjö Sotamaa , Rosanne Somerson , Lorenzo Imbesi , Ezio Manzini , Patrick Whitney , Dan Hill , Jin Ma
The DesignS: World Design Cities Shanghai Manifesto 2024 redefines the role of design in addressing contemporary polycrises—from climate collapse to AI-driven societal shifts—by advocating for a human-nature engagement paradigm. Building on predecessors like the 2008 Kyoto Design Declaration and 2014 DesignX Manifesto, this document positions design as a catalyst for regenerative economies, equitable innovation, and systemic resilience. Launched at the 2024 World Design Cities Conference in Shanghai, it emphasizes collaborative, cross-disciplinary, and cross-cultural dialogues to reshape the role of design and designers, design education, urban ecosystems, and AI integration, while prioritizing cities and their bioregions as living laboratories for sustainable futures.
《设计:世界设计城市上海宣言2024》重新定义了设计在解决当代多重危机中的作用——从气候崩溃到人工智能驱动的社会转变——通过倡导人与自然的参与范式。在2008年《京都设计宣言》和2014年《设计x宣言》的基础上,本文件将设计定位为再生经济、公平创新和系统弹性的催化剂。在上海举办的2024年世界设计城市大会上,该论坛强调协作、跨学科和跨文化对话,以重塑设计和设计师、设计教育、城市生态系统和人工智能整合的角色,同时优先考虑城市及其生物区域作为可持续未来的生活实验室。
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引用次数: 0
The Design Sensibility Approach: A Case Study in Making, Sensing, and Sense-Making of Speculative Household Energy Designs 设计感性方法:对投机性家用能源设计的制作、感知和意义制作的案例研究
IF 1.8 2区 社会学 0 HUMANITIES, MULTIDISCIPLINARY Pub Date : 2025-06-01 DOI: 10.1016/j.sheji.2025.04.001
Martin Åhlén, Suzanna Törnroth, Åsa Wikberg-Nilsson
This article introduces the Design Sensibility Approacha sensorial and embodied process for making sense of possible futures. The approach is applied through a case study on speculative energy design in the home, conducted and adapted within a participatory workshop held at a regional art hall in Northern Sweden. It unfolds in four phases—Imagine, Make, Explore, and Reflect—across a broader timeline comprising pre-workshop, active workshop, and post-workshop stages. During the workshop, participants were invited to engage with their senses through a series of activities designed to prompt reflection on their own future energy imaginaries, which they materialized using a MakeTools kit. The results reveal three themes: emotional responses elicited from embodied experiences with energy; energy as a lifestyle; and critique of the political landscape surrounding resource extractivism in Northern Sweden. These findings inform the research question: How might the human senses be leveraged to create stronger emotional connections with future domestic energy products and systems? The article concludes by proposing concrete applications of the Design Sensibility Approach at individual, community, and governance levels, highlighting its ethical and inclusive dimensions as areas for future development.
本文介绍了设计感性方法——一种感知和具体化的过程,用于理解可能的未来。该方法通过对家庭投机性能源设计的案例研究得到应用,该案例研究在瑞典北部地区艺术大厅举行的参与性研讨会上进行并进行了调整。它分为四个阶段——想象、制造、探索和反思——在一个更广泛的时间轴上展开,包括研讨会前、积极的研讨会和研讨会后的阶段。在研讨会期间,参与者被邀请通过一系列活动来参与他们的感官活动,这些活动旨在促使他们反思自己对未来能源的想象,他们使用MakeTools工具包实现了这些想象。结果揭示了三个主题:能量具体化体验引发的情绪反应;能源是一种生活方式;以及对瑞典北部围绕资源开采的政治格局的批评。这些发现为研究提出了一个问题:如何利用人类的感官与未来的国内能源产品和系统建立更强的情感联系?文章最后提出了设计敏感性方法在个人、社区和治理层面的具体应用,强调了其伦理和包容性维度作为未来发展的领域。
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引用次数: 0
Worun: Feeling Safer by Design. Reflections on Gender Inequalities in Female Urban Running Worun:通过设计让你感觉更安全。关于女性城市跑步中性别不平等的思考
IF 1.8 2区 社会学 0 HUMANITIES, MULTIDISCIPLINARY Pub Date : 2025-06-01 DOI: 10.1016/j.sheji.2025.05.002
Denise Montt-Blanchard , Yafza Reyes-Muñoz , Sofía González , Fabiola Irrazabal , Karen Dubois-Camacho
The Worun: Feeling Safer by Design project addresses gender-based disparities in urban running among women in Chile, presenting a design-led solution to improve safety and reduce perceived vulnerability. This mixed-method study involved 177 participants and combined in-depth interviews, autoethnographic observation, narrative cartography, and journey mapping to identify the barriers female runners face and their unmet needs. Drawing on these insights, the team co-created process a mobile application—Worun—that connects female runners based on shared preferences. Worun leverages community-building and connection to address safety concerns, highlighting the potential of human-centered design to advance gender equity and empowerment. The app was evaluated through a survey that incorporated a promotional video to simulate its use. Results suggest that the proposed solution may help reduce perceived vulnerability. The study found that all female runners experienced some level of vulnerability regardless of age, running pace, or distance. Participants reported a range of urban and social barriers, including inadequate lighting and harassment. By facilitating safer running experiences through connection and community, Worun demonstrates how design can operate as a tactical intervention to improve well-being and autonomy in public spaces. This research contributes to broader conversations on feminist and socially responsive design, emphasizing the need for context-specific solutions that address complex societal issues and support women’s active engagement in urban life.
Worun: Design feel Safer by Design项目旨在解决智利女性在城市运行中的性别差异,提出以设计为主导的解决方案,以提高安全性并减少感知脆弱性。这项混合方法的研究涉及177名参与者,并结合深度访谈、自我民族志观察、叙事制图和旅程地图来确定女性跑步者面临的障碍和她们未满足的需求。根据这些见解,该团队共同创建了一个移动应用程序worun,它可以根据共同的偏好将女性跑步者联系起来。Worun利用社区建设和联系来解决安全问题,强调以人为本的设计在促进性别平等和赋权方面的潜力。这款应用通过一项调查进行了评估,调查中还加入了一段模拟其使用情况的宣传视频。结果表明,提出的解决方案可能有助于减少感知脆弱性。研究发现,无论年龄、跑步速度或距离如何,所有女性跑步者都经历过不同程度的脆弱性。参与者报告了一系列城市和社会障碍,包括照明不足和骚扰。通过连接和社区来促进更安全的跑步体验,Worun展示了设计如何作为战术干预来改善公共空间的幸福感和自主性。这项研究有助于对女权主义和社会响应设计进行更广泛的讨论,强调需要针对具体情况的解决方案来解决复杂的社会问题,并支持女性积极参与城市生活。
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引用次数: 0
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She Ji-The Journal of Design Economics and Innovation
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