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Comparative Analysis of Long-Term Governance Problems: Risks of Climate Change and Artificial Intelligence 长期治理问题的比较分析:气候变化与人工智能的风险
Pub Date : 2024-11-19 DOI: 10.1002/ffo2.203
Atte Ojanen

Comparative approaches are rarely utilized in futures studies despite the distinctive nature of different policy problems. Issues like climate change, infrastructure investments, and governance of emerging technology are frequently grouped under the umbrella of the “long-term problems” without adequate consideration for their distinct spatial and temporal attributes. To address this research gap, this paper presents a framework to systematically compare long-term policy problems, such as the risks of climate change and artificial intelligence (AI). I conduct a comparative analysis of the risks of climate change and AI—both widely regarded as pivotal questions of our time—focusing on how they differ across eight attributes that affect their governance: scientific certainty, spatiality, temporality, linearity, path dependence, accountability, capacity to address and the costs involved. The findings suggest that climate change involves a more evident intergenerational conflict between generations than risks of AI and might therefore be a more challenging long-term governance problem. Yet, both problems risk triggering irreversible lock-in effects, specifically in extreme scenarios such as crossing climate tipping points or misaligned advanced AI systems. Mitigating these uncertain lock-in effects requires precautionary governance measures, highlighting the potential of comparative approaches at the intersection of foresight and policy analysis.

尽管不同的政策问题具有不同的性质,但在未来研究中很少采用比较方法。气候变化、基础设施投资和新兴技术治理等问题经常被归入 "长期问题 "的范畴,而没有充分考虑其独特的空间和时间属性。为了弥补这一研究空白,本文提出了一个系统比较气候变化和人工智能(AI)风险等长期政策问题的框架。我对气候变化和人工智能的风险进行了比较分析--这两个问题都被广泛认为是我们这个时代的关键问题--重点关注它们在影响其治理的八个属性上有何不同:科学确定性、空间性、时间性、线性、路径依赖、问责制、解决能力和所涉成本。研究结果表明,与人工智能风险相比,气候变化涉及的代际冲突更为明显,因此可能是一个更具挑战性的长期治理问题。然而,这两个问题都有可能引发不可逆转的锁定效应,特别是在极端情况下,如跨越气候临界点或高级人工智能系统错位。减轻这些不确定的锁定效应需要采取预防性治理措施,这凸显了在展望与政策分析交叉领域采用比较方法的潜力。
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引用次数: 0
Reflections on Building an Artificial Intelligence Bot to Prepare Students to Engage in Strategic Conversations During Foresight Fieldwork 构建人工智能机器人帮助学生在前瞻实地考察中进行战略对话的思考
Pub Date : 2024-11-18 DOI: 10.1002/ffo2.202
Rui Pedro Gonçalves, Matthew J. Spaniol, Nicholas J. Rowland, Niels Gorm Malý Rytter

This paper is primarily based on experientially derived insights about building a bot with artificial intelligence (AI)–in this case, chat generative pre-trained transformer (ChatGPT)–to prepare students to engage in strategic conversations during foresight fieldwork. The motivation of the exploratory process outlined in this paper is the pedagogical concern of sending students into the field sufficiently prepared to meet the expectations of external stakeholders. The authors explore a in-class prompt engineering exercise to create a “chief operating bot” (COB) to simulate a C-suite executive. The student-faculty team input hand-selected, industry-specific, company-generated documentation, and, after asking ChatGPT to “roleplay” the COO, the student queries this COB in an exploratory fashion embedded in a contained, consequence-free learning environment. The audience for this paper is faculty responsible for overseeing student engagement experiences like fieldwork, as well as department heads and school deans looking to promote new tools and advance novel applications of AI in their units. The authors explore ways to enhance student readiness for scenario fieldwork based on an exercise drawn from van der Heijden's clairvoyant question, which we refer to colloquially as the “crystal ball thought experiment.” The authors, upon reflection, conclude that the COB can valuably supplement–but not fully replace–face-to-face interactions with a COO. Broadly, leveraging AI to create interactive tools like COBs has the potential to transform business education by bridging academic preparation with real-world demands, enhancing student readiness, advancing AI-assisted curricula, and contributing to strategic planning and regional development.

本文主要基于基于经验得出的关于使用人工智能(AI)构建机器人的见解-在本例中,聊天生成预训练转换器(ChatGPT) -为学生在前瞻性实地考察期间参与战略对话做好准备。本文概述的探索过程的动机是将学生送到该领域充分准备以满足外部利益相关者的期望的教学关注。作者探索了一个课堂上的快速工程练习,以创建一个“首席运营机器人”(COB)来模拟c级高管。学生-教师团队输入手工选择的、特定于行业的、公司生成的文档,并且,在要求ChatGPT“角色扮演”首席运营官之后,学生以一种探索性的方式在一个包含的、无后果的学习环境中查询这个首席运营官。本文的读者是负责监督学生参与体验(如实地考察)的教师,以及希望在其单位推广新工具和推进人工智能新应用的系主任和院长。作者根据范德海登的透视问题(我们通俗地称之为“水晶球思想实验”)中的一个练习,探索了提高学生对情景实地考察的准备程度的方法。经过反思,作者得出结论,COB可以有价值地补充——但不能完全取代——与COO面对面的互动。从广义上讲,利用人工智能创建cob等互动工具有可能通过将学术准备与现实需求联系起来,提高学生的准备程度,推进人工智能辅助课程,并为战略规划和区域发展做出贡献,从而改变商业教育。
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引用次数: 0
Using Horizon Scanning to Build Policy Resilience: Case of Waste Crime 利用地平线扫描建立政策复原力:废物犯罪案例
Pub Date : 2024-11-11 DOI: 10.1002/ffo2.201
Kenisha Garnett, Alister Wilson, Edith Wilkinson

Waste crime is a pressing concern for the waste and resource industry as it is undermining investment, growth and jobs within the industry and threatening the natural environment. However, there is little knowledge of the scale of the problem, the types of criminality and motivations involved, and the precise nature of crime. Environmental regulators are building foresight capabilities to better understand the effect of current and future changes in markets, in technology and in the legislative environment on waste crime and associated behaviours. At the heart of this paper is the question: how can horizon scanning be adopted by environmental regulators to shape decision processes and build resilience to waste crime? We report our efforts to build a toolkit and guidance for conducting horizon scanning, aimed at supporting environmental regulators, investigators and intelligence analysts to build an understanding of—and interpretation of the consequences of—behavioural, market, technological and pollution trends in the waste sector. A review of the academic and grey literature provided insights to organisational approaches and design principles for public sector horizon scanning. Outputs guided discussion at a stakeholder workshop with waste regulators, criminal intelligence and industry professionals to explore institutional challenges and to agree broad design principles for a horizon scanning process. The toolkit supports environmental regulators in applying horizon scanning to policy and wider operational and delivery-focused challenges; learning how to: (1) spot weak signals and emerging trends quickly, (2) examine the evidence around potential threats and opportunities for the future, and (3) take action on strategically important issues to minimise the impact of crime on the environment, society and business. The paper sets out further research needed to integrate horizon scanning with data analytics (e.g., predictive and hotspot analyses) to challenge assumptions about the patterns of change, based largely on historical trends, and to better manage these so there is greater adaptability to current and future trends.

废物犯罪是废物和资源行业迫切关注的问题,因为它正在破坏该行业的投资、增长和就业,并威胁到自然环境。然而,人们对这个问题的规模、犯罪的类型和所涉及的动机以及犯罪的确切性质知之甚少。环境管理人员正在建立预见能力,以便更好地了解当前和未来市场、技术和立法环境的变化对废物犯罪和有关行为的影响。本文的核心问题是:环境监管机构如何采用水平扫描来塑造决策过程,并建立对废物犯罪的复原力?我们报告了我们为开展水平扫描建立工具包和指南的努力,旨在支持环境监管机构、调查人员和情报分析人员对废物部门的行为、市场、技术和污染趋势的理解和后果进行解释。对学术和灰色文献的回顾为公共部门水平扫描的组织方法和设计原则提供了见解。产出指导了与废物监管机构、刑事情报机构和行业专业人士在利益攸关方研讨会上的讨论,以探讨体制挑战,并就水平扫描过程的广泛设计原则达成一致。该工具包支持环境监管机构将水平扫描应用于政策和更广泛的业务和以交付为重点的挑战;学习如何:(1)快速发现微弱信号和新趋势;(2)研究潜在威胁和未来机会的证据;(3)在重要的战略问题上采取行动,以尽量减少犯罪对环境、社会和商业的影响。本文提出了将水平扫描与数据分析(如预测和热点分析)结合起来的进一步研究,以挑战主要基于历史趋势的关于变化模式的假设,并更好地管理这些假设,以便更好地适应当前和未来的趋势。
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引用次数: 0
The Holistic Framework of Time for Warfare 战争时间的整体框架
Pub Date : 2024-11-08 DOI: 10.1002/ffo2.200
Elina Hiltunen, Aki-Mauri Huhtinen

Futurists are, by definition, interested in the future. Futurists, therefore, work with time. But how does time manifest itself in various domains? The laws of nature, historical inventions and chain of events, international agreements, and cultural and religious beliefs affect the way we see and handle time. Time also appears in our bodies and cells, as we have biological clocks that keep time. The sense of time is affected by our senses, psychological situation, and for example by chemicals. This article continues the work of Virmajoki and Laakkonen and their concept: time-need. Virmajoki and Laakkonen discuss time-need in their article with a case study of railways. This article will focus on another practical example, warfare, and how time manifests itself in it. The article presents the holistic framework of time for warfare, with various levels of time that affect war and a soldier.

未来主义者,顾名思义,对未来感兴趣。因此,未来主义者与时间一起工作。但是时间是如何在不同的领域中表现出来的呢?自然规律、历史发明和事件链、国际协议、文化和宗教信仰影响着我们看待和处理时间的方式。时间也出现在我们的身体和细胞中,因为我们有生物钟来保持时间。时间感受我们的感官、心理状况,比如化学物质的影响。本文将继续Virmajoki和Laakkonen的工作和他们的概念:时间需求。Virmajoki和Laakkonen在他们的文章中以铁路为例讨论了时间需求。本文将关注另一个实际的例子——战争,以及时间是如何在战争中表现出来的。本文提出了战争时间的整体框架,包括影响战争和士兵的不同层次的时间。
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引用次数: 0
Calibration Feedback With the Practical Scoring Rule Does Not Improve Calibration of Confidence 使用实用评分规则的校准反馈不能提高校准置信度
Pub Date : 2024-11-08 DOI: 10.1002/ffo2.199
Matthew Martin, David R. Mandel

People are often overconfident in their probabilistic judgments of future events or the state of their own knowledge. Some training methods have proven effective at reducing bias, but these usually involve intensive training sessions with experienced facilitators. This is not conducive to a scalable and domain-general training program for improving calibration. In two experiments (N1 = 610, N2 = 871), we examined the effectiveness of a performance feedback calibration training paradigm based on the Practical scoring rule, a modification of the logarithmic scoring rule designed to be more intuitive to facilitate learning. We examined this training regime in comparison to a control group and an outcome feedback group. Participants were tasked with selecting which of two world urban agglomerations had a higher population and to provide their confidence level. The outcome feedback group received information about the correctness of their choice on a trial-by-trial basis as well as a summary of their percent correct after each experimental block. The performance feedback group received this information plus the Practical score on a trial-by-trial basis and information about their overall over- or underconfidence at the end of each block. We also examined whether Actively Open-Minded Thinking (AOMT) was predictive of calibration and its change across blocks. We found no improvement in calibration due to either training regime. Good calibration overall was predicted by AOMT, but not its change across blocks. The results shed light on the generalizability of other findings showing positive effects of performance training using the Practical scoring rule.

人们常常对自己对未来事件的概率判断或自己的知识状况过于自信。一些培训方法已被证明在减少偏见方面是有效的,但这些方法通常需要与经验丰富的辅导员进行强化培训。这不利于一个可扩展的和领域通用的培训计划,以提高校准。在两个实验(N1 = 610, N2 = 871)中,我们检验了基于实用评分规则的绩效反馈校准训练范式的有效性。实用评分规则是对对数评分规则的修改,旨在更直观地促进学习。我们将这种训练制度与对照组和结果反馈组进行比较。参与者的任务是选择两个世界城市群中哪个人口较多,并提供他们的信心水平。结果反馈组在每次试验的基础上收到关于他们选择的正确性的信息,以及每个实验块后他们的正确率的摘要。表现反馈组在每次试验的基础上收到这些信息,加上实践得分,以及在每个区块结束时关于他们总体自信过高或不足的信息。我们还研究了积极开放思维(AOMT)是否预测校准及其跨块的变化。我们发现两种训练方式都没有改善校准。总体而言,AOMT预测了良好的校准,但不能预测其跨块的变化。该结果阐明了其他研究结果的普遍性,显示了使用实用评分规则进行绩效训练的积极效果。
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引用次数: 0
Understanding Foresight-Policy Interactions: The Role of Institutionalization 理解前瞻与政策的相互作用:制度化的作用
Pub Date : 2024-11-04 DOI: 10.1002/ffo2.197
Max Priebe, Sylvia Veit, Philine Warnke

Public administration in governments strives to develop forward-looking capacities. Foresight has come to the fore as a set of practices that is mobilized to counter political myopia. Despite this increasing interest in governmental foresight, research suggests that diverging institutional practices, organizational structures, and epistemic cultures between foresight practices and policy-making result in loose coupling. This article aims to contribute to understanding these complicated foresight-policy interactions. To this end, we draw on findings from public administration scholarship. The concept of institutionalization is employed to analyze how foresight aligns with working practices and routines in government. Based on an in-depth case study on the institutionalization of foresight practices within the German Federal Government, we demonstrate that scrutinizing the multiple dimensions of institutionalization helps not only to understand where and why loose ends occur but also provides new insights into some of the causes of the lacking impact. The article does not aim to provide an easy fix. Instead, we want to sensitize foresight practitioners, reduce both disappointment and overstating regarding the role of foresight in policy-making, and provide a nuanced understanding of foresight practices in government.

政府的公共行政努力发展前瞻性能力。远见卓识已经成为一套用来对抗政治短视的做法。尽管人们对政府远见的兴趣日益浓厚,但研究表明,远见实践与政策制定之间的制度实践、组织结构和认知文化差异导致了松散耦合。本文旨在帮助理解这些复杂的预见-政策相互作用。为此,我们借鉴了公共管理学术的研究成果。采用制度化的概念来分析预见如何与政府的工作实践和惯例保持一致。基于对德国联邦政府远见实践制度化的深入案例研究,我们证明,仔细审视制度化的多个维度不仅有助于理解在哪里以及为什么会出现松懈,而且还为缺乏影响的一些原因提供了新的见解。本文的目的不是提供一个简单的解决方法。相反,我们希望提高远见实践者的敏感度,减少对远见在政策制定中的作用的失望和夸大,并提供对政府远见实践的细致理解。
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引用次数: 0
The Future of Humanity—From Global Civilization to Great Civilization By Zhouying Jin, Chicago: Intellect, the University of Chicago Press. 2022. 2nd ed. Translated by Lane Jennings and Ying Bai. 338 pp of text + references (no index) 《人类的未来——从全球文明到伟大文明》,金周颖著,芝加哥:智力,芝加哥大学出版社,2022年。第2版,由莱恩·詹宁斯和白英译,338页文本+参考文献(无索引)
Pub Date : 2024-10-23 DOI: 10.1002/ffo2.198
Alan Clardy
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引用次数: 0
Under what conditions? A scenario-based approach for exploring the prerequisites of future events 在什么条件下?用于探索未来事件的先决条件的基于场景的方法
Pub Date : 2024-10-14 DOI: 10.1002/ffo2.196
Tommi Ekholm, Theresa Schaber

In an increasingly complex world, futures thinking can be used to understand the conditions that define future events' realization. This paper presents a novel approach to explore under what conditions some chosen future event would occur. The approach can be seen as a fusion of exploratory scenarios with the backward-looking perspective of backcasting while resembling cross-impact methods in how future events' realization arises from the interaction of several uncertain assumptions. The approach maps the causal mechanisms and assumptions that lead to the investigated event's realization, and results in a subset of assumption combinations that lead to the event being realized or not, and scenario sets where the event is either realized or not. This analysis provides insights beyond “Is the event likely to occur?”, revealing the various circumstances under which it can occur. We also provide ways for considering probabilities and deliberate decisions within the approach. We illustrate the approach with three example cases from different problem domains, such as reaching long-term climate targets, and employing various methods, such as causal mapping, influence diagrams, and optimization. We conclude with a discussion on the approach's potential to enhance foresight practice, emphasizing its synergistic relation to existing methods and its contribution to a richer, more nuanced anticipation of the future.

在一个日益复杂的世界中,期货思维可以用来理解定义未来事件实现的条件。本文提出了一种新的方法来探讨在什么条件下某些选定的未来事件会发生。该方法可以看作是探索性情景与回溯视角的融合,而类似于交叉影响方法,即未来事件的实现如何从几个不确定假设的相互作用中产生。该方法映射导致所调查事件实现的因果机制和假设,并产生导致事件实现或不实现的假设组合子集,以及事件实现或不实现的场景集。这种分析提供了超越“事件可能发生吗?”,揭示了可能发生这种情况的各种情况。我们还提供了在方法中考虑概率和深思熟虑决策的方法。我们用来自不同问题领域的三个例子来说明这种方法,例如实现长期气候目标,并采用各种方法,例如因果图、影响图和优化。最后,我们讨论了该方法在提高前瞻性实践方面的潜力,强调了它与现有方法的协同关系,以及它对更丰富、更细致的未来预测的贡献。
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引用次数: 0
Corporate foresight for the benefit of corporates' innovation climate 企业前瞻有利于企业的创新气候
Pub Date : 2024-09-13 DOI: 10.1002/ffo2.195
Bernhard Wach, Jan O. Schwarz, Felix von Held

Corporate foresight (CF) can be considered a future-oriented capability that incorporates perceiving and prospecting. Extant CF-related studies tackle the CF−innovation relationship but do not provide details on how CF relates to innovation climate. As we assume that the innovation climate of companies is a relevant antecedent to innovation, we conduct a quantitative empirical study with 147 upper-tier managers to investigate how CF and the respective training of managers relate to a corporate's innovation climate. Results show that strong perceiving and prospecting positively influence the innovation climate, whereby prospecting is of particular importance. Further, we find that training managers in future-oriented capabilities is only under certain circumstances (i.e., low prospecting) beneficial to the innovation climate in companies.

企业远见(CF)可被视为一种面向未来的能力,包含感知和展望。与企业前瞻能力相关的现有研究探讨了企业前瞻能力与创新之间的关系,但没有详细说明企业前瞻能力与创新氛围之间的关系。由于我们认为企业的创新氛围是创新的相关先决条件,因此我们对 147 名高层管理人员进行了定量实证研究,以探讨 CF 和管理人员的相关培训与企业创新氛围之间的关系。研究结果表明,强烈的感知和展望会对创新氛围产生积极影响,其中展望尤为重要。此外,我们还发现,对管理人员进行面向未来的能力培训只有在特定情况下(即低展望性)才有利于企业的创新氛围。
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引用次数: 0
Simulation-based generation and analysis of multidimensional future scenarios with time series clustering 基于仿真的基于时间序列聚类的多维未来情景生成与分析
Pub Date : 2024-09-09 DOI: 10.1002/ffo2.194
Patrick Steinmann, Koen van der Zwet, Bas Keijser

Scenarios are commonly used for decision support and future exploration of complex systems. Using simulation models to generate these scenarios, called scenario discovery, has received increased attention in the literature as a principled method of capturing the uncertainty, complexity, and dynamics inherent in such problems. However, current methods of incorporating dynamics into scenario discovery are limited to a single outcome of interest. Furthermore, there is little work on the post-generation evaluation of the generated scenarios. In this work, we extend scenario discovery to multiple dynamic outcomes of interest, and present a number of visual and statistical approaches for evaluating the resulting scenario sets. These innovations make model-based scenario generation more widely applicable in decision support for complex societal problems, and open the door to multimethod scenario generation combining model-based and model-free methods such as Intuitive Logics or futures cones.

场景通常用于复杂系统的决策支持和未来探索。使用模拟模型来生成这些场景,称为场景发现,作为捕获此类问题中固有的不确定性、复杂性和动态性的原则方法,在文献中受到越来越多的关注。然而,目前将动态纳入场景发现的方法仅限于单个感兴趣的结果。此外,关于生成情景的生成后评估的工作很少。在这项工作中,我们将场景发现扩展到多个感兴趣的动态结果,并提出了许多视觉和统计方法来评估结果场景集。这些创新使得基于模型的场景生成更广泛地应用于复杂社会问题的决策支持,并为结合基于模型和无模型方法(如直觉逻辑或期货锥)的多方法场景生成打开了大门。
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引用次数: 0
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