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Incorporating judgment in forecasting models in times of crisis 在危机时刻将判断纳入预测模型
Pub Date : 2024-08-05 DOI: 10.1002/ffo2.193
Philip Hans Franses

This paper introduces a simple and reproducible method to modify model forecasts using expert forecasts which is useful in crisis times. The idea is to add the expert forecast as an additional observation of the dependent variable, and to extend the model with an additional explanatory variable such as the square of a deterministic trend. Next, the new model forecast is combined with the expert forecast using equal weights. We show that it works well for gross domestic product growth forecasts for 2020 for 12 countries and that it improves upon an equal-weighted combination of the original model forecast and expert forecast.

本文介绍了一种在危机时期利用专家预测修正模型预测的简单、可重复的方法。其想法是将专家预测作为对因变量的额外观察,并使用额外的解释变量(如确定性趋势的平方)扩展模型。其次,将新模型预测与等权专家预测相结合。我们表明,它适用于12个国家2020年的国内生产总值增长预测,并且在原始模型预测和专家预测的等权重组合的基础上有所改进。
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引用次数: 0
A review of the future: A very short introduction 对未来的回顾:一个非常简短的介绍
Pub Date : 2024-07-30 DOI: 10.1002/ffo2.192
Nicholas J. Rowland, Alexis Ordess
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引用次数: 0
Compatible effects of adopting imaginary future generations and systems thinking in exploring future challenges: Evidence from a deliberation experiment 在探索未来挑战时采用假想后代和系统思维的兼容效应:来自审议实验的证据
Pub Date : 2024-07-22 DOI: 10.1002/ffo2.191
Keishiro Hara, Yukari Fuchigami, Takanobu Arai, Yutaka Nomaguchi

We adopted an innovative methodology that combines systems thinking with “imaginary future generations” (IFGs), a method for activating “futurability” in people, to discussions about the issues and needs of a future society, and we verified the effectiveness and value of this methodology. We conducted a series of five debate experiments in which groups comprised of company employees and university students worked to formulate a vision of the future state, social issues, and social needs of society in 2050, and to investigate policies that should be adopted in the years ahead. The results of a text analysis of group debates and questionnaire surveys of debate participants showed that (1) adopting IFGs facilitates the exploration of new issues and needs when depicting the images of the future state of society; (2) adopting IFGs gives rise to recognized cognitive changes in debate participants; and (3) combining the IFG methodology with causal loop diagrams (CLDs), a systems thinking tool, makes it possible to generate the effects of systems thinking while simultaneously maintaining a “future generation” perspective. Most importantly, the results show that the IFG methodology and CLDs could be compatible. These findings demonstrate that a combination of IFGs and systems thinking can effectively be used in discussions and decision-making that deal with complex issues related to the future of society.

我们采用了一种创新方法,将系统思考与 "想象中的未来世代"(IFGs)(一种激活人们 "未来性 "的方法)相结合,讨论未来社会的问题和需求,并验证了这种方法的有效性和价值。我们进行了五个系列的辩论实验,在这些实验中,由公司员工和大学生组成的小组共同制定了 2050 年未来社会的愿景、社会问题和社会需求,并研究了未来几年应采取的政策。对小组辩论的文本分析和对辩论参与者的问卷调查结果表明:(1) 在描绘未来社会状态的图像时,采用综合框架图有助于探索新的问题和需求;(2) 采用综合框架图会使辩论参与者产生公认的认知变化;(3) 将综合框架图方法与系统思考工具因果循环图(CLDs)相结合,可以在保持 "未来一代 "视角的同时产生系统思考的效果。最重要的是,研究结果表明,综合框架方法和因果循环图可以相互兼容。这些研究结果表明,综合框架方法和系统思考相结合,可以有效地用于处理与未来社会有关的复杂问题的讨论和决策。
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引用次数: 0
Time and futures. Analysis of time-needs in futures research 时间与期货。期货研究中的时间需求分析
Pub Date : 2024-07-04 DOI: 10.1002/ffo2.190
Veli Virmajoki, Mika-Petri Laakkonen

This paper discusses temporalities in futures research in terms of a novel notion of time-need. It is argued that this notion contributes to the theoretical and critical discussion about time in futures research. The paper uses as an illustrative case study a railway transportation system to highlight how different actors within a system have unique temporal needs that shape their perceptions, actions, and relation to the future. The authors discuss the interplay of power, control, utilization, and the strategic manipulation of temporal information. This paper argues for a novel conceptual approach to temporal phenomena that can be used to (i) understand and plan a technological system better, but also (ii) provide critical reflection on the power and control implicit in such systems. Moreover, the paper suggests that futures research as a field has its own time-needs that shape how it approaches the future. Recognizing these time-needs enables a more nuanced understanding of futures research. Scenarios, knowledge, and power are all intimately related to time.

本文从 "时间需求 "这一新颖的概念出发,讨论了未来研究中的时间性问题。本文认为,这一概念有助于未来研究中关于时间的理论和批判性讨论。本文以铁路运输系统为例,强调了系统中的不同参与者如何具有独特的时间需求,从而形成他们对未来的看法、行动和关系。作者讨论了权力、控制、利用以及对时间信息的战略操控之间的相互作用。本文论证了一种新的时间现象概念方法,该方法可用于:(i) 更好地理解和规划技术系统;(ii) 对此类系统中隐含的权力和控制进行批判性反思。此外,本文还提出,未来研究作为一个领域,有其自身的时间需求,这些需求决定了它如何对待未来。认识到这些时间需求,就能更细致地理解未来研究。情景、知识和权力都与时间密切相关。
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引用次数: 0
Scoring rules and performance, new analysis of expert judgment data 评分规则和绩效,对专家判断数据的新分析
Pub Date : 2024-07-01 DOI: 10.1002/ffo2.189
Gabriela F. Nane, Roger M. Cooke

A review of scoring rules highlights the distinction between rewarding honesty and rewarding quality. This motivates the introduction of a scale-invariant version of the Continuous Ranked Probability Score (CRPS) which enables statistical accuracy (SA) testing based on an exact rather than an asymptotic distribution of the density of convolutions. A recent data set of 6761 expert probabilistic forecasts for questions for which the actual values are known is used to compare performance. New insights include that (a) variance due to assessed variables dominates variance due to experts, (b) performance on mean absolute percentage error (MAPE) is weakly related to SA (c) scale-invariant CRPS combinations compete with the Classical Model (CM) on SA and MAPE, and (d) CRPS is more forgiving with regard to SA than the CM as CRPS is insensitive to location bias.

对评分规则的回顾强调了诚实奖励和质量奖励之间的区别。这促使我们引入了连续排名概率得分(CRPS)的尺度不变版本,该版本可根据卷积密度的精确分布而非渐近分布进行统计准确性(SA)测试。最近的数据集包含 6761 个专家对已知实际值的问题进行的概率预测,用于比较性能。新发现包括:(a) 评估变量引起的方差主导专家引起的方差;(b) 平均绝对百分比误差 (MAPE) 的性能与 SA 关系不大;(c) 在 SA 和 MAPE 方面,规模不变的 CRPS 组合与经典模型 (CM) 竞争;(d) CRPS 在 SA 方面比 CM 更宽容,因为 CRPS 对位置偏差不敏感。
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引用次数: 0
Commentators as prosumers: A legal perspective on their futures 评论员作为职业消费者:从法律角度看评论员的未来
Pub Date : 2024-06-03 DOI: 10.1002/ffo2.188
Liudmila Sivetc

Internet technologies have empowered commentators to participate in information production. This phenomenon has been studied as citizen journalism and media convergence. However, one perspective has remained underdeveloped: commentators are empowered as prosumers who are neither consumers nor producers. Commentators prosume comments for themselves and their communities rather than for sale. Therefore, in terms of Toffler, prosumers can raise the Sector A economy, which is typical of agricultural society, and which is overshadowed by the market or the Sector B economy in industrial society. This article highlights prosumers' freedom to post lawful comments and the implications for this freedom coming from moderation standards imposed in the EU by the European Court of Human Rights and the Digital Services Act. The analysis led to the construction of three models of information production/prosumption and the anticipatin of their futures. The article concludes by suggesting how prosumers' freedom to post lawful comments and moderators' control over comments prosumption can be balanced better from a legal perspective.

互联网技术增强了评论者参与信息生产的能力。这一现象被视为公民新闻和媒体融合。然而,有一个视角仍未得到充分发展:评论员作为既非消费者也非生产者的 "生产者"(prosumers)被赋予了权力。评论者为自己和社区而不是为销售而生产评论。因此,从托夫勒的角度来看,消费者可以提升农业社会中典型的 A 部门经济,而工业社会中的市场或 B 部门经济则使其黯然失色。本文强调了消费者发表合法评论的自由,以及欧洲人权法院和《数字服务法》在欧盟实施的节制标准对这种自由的影响。通过分析,构建了三种信息生产/消费模式,并对其未来进行了预测。文章最后建议如何从法律角度更好地平衡消费者发表合法评论的自由和版主对评论消费的控制。
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引用次数: 0
Simplification errors in predictive models 预测模型的简化误差
Pub Date : 2024-05-15 DOI: 10.1002/ffo2.184
Barbara L. van Veen, J. Roland Ortt

Organizational and political responses to strategic surprises such as the credit crunch in 2008 and the pandemic in 2020 are increasingly reliant on scientific insights. As a result, the accuracy of scientific models has become more critical, and models have become more complex to capture the real-world phenomena as best as they can. So much, so that appeals for simplification are beginning to surface. But unfortunately, simplification has its issues. Too simple models are so generic that they no longer accurately describe or predict real-world cause-effect relationships. On the other hand, too complex models are hard to generalize. Somewhere on the continuum between too simple and too complex lies the optimal model. In this article, the authors contribute to the ongoing discussion on model complexity by presenting a logical and systematic framework of simplification issues that may occur during the conceptualization and operationalization of variables, relationships, and model contexts. The framework was developed with the help of two cases, one from foresight, a relatively young discipline, and the other from the established discipline of innovation diffusion. Both disciplines have a widely accepted foundational predictive model that could use another look. The shared errors informed the simplification framework. The framework can help social scientists to detect possible oversimplification issues in literature reviews and inform their choices for either in- or decreases in model complexity.

对于诸如 2008 年信贷紧缩和 2020 年大流行病等战略性意外事件,组织和政治对策越来越依赖于科学洞察力。因此,科学模型的准确性变得更加重要,模型也变得更加复杂,以尽可能地捕捉现实世界的现象。如此一来,简化的呼声开始浮出水面。但遗憾的是,简化也有其问题。过于简单的模型过于笼统,无法准确描述或预测现实世界中的因果关系。另一方面,过于复杂的模型也难以推广。在过于简单和过于复杂之间的某处就是最佳模型。在本文中,作者针对变量、关系和模型背景的概念化和操作化过程中可能出现的简化问题,提出了一个逻辑性和系统性的框架,为正在进行的关于模型复杂性的讨论做出了贡献。该框架是在两个案例的帮助下建立起来的,一个来自相对年轻的学科展望,另一个来自成熟的创新扩散学科。这两门学科都有一个广为接受的基础预测模型,但需要重新审视。共同的错误为简化框架提供了依据。该框架可以帮助社会科学家发现文献综述中可能存在的过度简化问题,并为他们选择增加或减少模型复杂性提供参考。
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引用次数: 0
Don't push the wrong button. The concept of microperspective in futures research 不要按错按钮期货研究中的微观视角概念
Pub Date : 2024-05-02 DOI: 10.1002/ffo2.183
Veli Virmajoki, Mika-Petri Laakkonen

In this paper, we introduce the notion of a microperspective to futures research. Contrary to the more traditional timespans of futures research that are measured in years or decades, a microperspective focuses on shorter timespans that can be measured even in minutes. We point out that the use of a microperspective can provide an understanding of the central issues of futures research from a new angle. These issues involve the difficulties in estimating the future, the entanglement of the future with accounts of it, and the (in)ability to relate to certain futures. We argue that a microperspective can provide an understanding of how patterns shaping the future are created, how people respond to patterns, and how conflicts and misunderstandings shape the future. As an illustrative case, we discuss how the workings of elevators and the development of predictive algorithms in Kone corporation shape the future moment-by-moment in an interaction between the users and the developers. A microperspective shows how the different temporal orientations of the actors and their different interpretations of the environment interact. The case indicates that a microperspective can provide a novel way to study some of the central issues in futures research. The case also indicates that the notion of a microperspective is not merely an academic concept but has practical utility in planning and creating the future.

在本文中,我们为期货研究引入了微观视角的概念。与以年或十年为单位的传统期货研究时间跨度不同,微观视角关注的是更短的时间跨度,甚至可以以分钟为单位。我们指出,使用微观视角可以从一个新的角度理解期货研究的核心问题。这些问题涉及估计未来的困难、未来与对未来的描述之间的纠葛以及与某些未来建立联系的(不)能力。我们认为,微观视角可以让我们了解塑造未来的模式是如何产生的,人们是如何对模式做出反应的,以及冲突和误解是如何塑造未来的。作为一个示例,我们讨论了 Kone 公司电梯的运行和预测算法的开发是如何在用户与开发人员的互动中塑造未来的。微观视角展示了参与者的不同时间取向及其对环境的不同解释是如何相互作用的。该案例表明,微观视角可以为研究未来研究中的一些核心问题提供一种新的方法。该案例还表明,微观视角的概念不仅仅是一个学术概念,它在规划和创造未来方面具有实际效用。
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引用次数: 0
Science fiction in military planning—Case allied command transformation and visions of warfare 2036 军事规划中的科幻小说--盟军指挥转型与 2036 年战争构想
Pub Date : 2024-04-24 DOI: 10.1002/ffo2.181
Elina Hiltunen, Aki-Mauri Huhtinen

This article focuses on using science fiction for military purposes to anticipate the future of warfare and presents a new tool for creating military science fiction. As technology is a significant driver in the future of warfare, science fiction has increased its popularity for military purposes. Armies and defense organizations have begun utilizing science fiction to anticipate and prepare for future wars. Examples can be found in Canada, the United States, the United Kingdom, France, Australia, and NATO. Even though military sci-fi is on the rise, there is a lack of a more profound analysis of the sci-fi narratives of the military and its foundations. Allied Command Transformation's, (NATO's Strategic Warfare Development Command) report called Visions of Warfare 2036 (2016) exhibits an example of military-based science fiction employed to anticipate and get prepared for the future of warfare. It includes 12 narratives of the future of warfare varying from gene-manipulated soldiers to AI-generated warfare. By analyzing the report qualitatively using the Atlas.ti program and manual methods, the basic elements of the stories were identified. One of the findings of the analysis was that the stories were somewhat similar to each other. To create more diverse military science fiction scenarios, a new tool: the Military Science Fiction Scenario Card was created. This tool can be used in practical work when thinking about the war of the future and in particular the role of technology in it. It can also be seen as a new tool in the field of futures research.

本文重点探讨了将科幻小说用于军事目的以预测未来战争的问题,并介绍了一种创作军事科幻小说的新工具。由于技术是未来战争的重要驱动力,科幻小说在军事领域越来越受欢迎。军队和国防组织已经开始利用科幻小说来预测和准备未来战争。加拿大、美国、英国、法国、澳大利亚和北约都有这样的例子。尽管军事科幻小说呈上升趋势,但对军事科幻叙事及其基础缺乏更深刻的分析。盟军转型司令部(北约战略战争发展司令部)名为《2036 年战争愿景》(2016 年)的报告展示了以军事为基础的科幻小说,用于预测未来战争并为之做好准备。该报告包括 12 个关于未来战争的叙述,从基因操纵的士兵到人工智能生成的战争,不一而足。通过使用 Atlas.ti 程序和人工方法对报告进行定性分析,确定了故事的基本要素。分析结果之一是这些故事彼此有些相似。为了创造出更多样化的军事科幻情景,我们创建了一个新工具:军事科幻情景卡。在实际工作中,当思考未来战争,特别是技术在其中的作用时,可以使用这一工具。它也可以被视为未来研究领域的一个新工具。
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引用次数: 0
Arts-based approaches for futures workshops: Creating and interpreting artistic futures images 以艺术为基础的未来研讨会:创造和诠释未来艺术形象
Pub Date : 2024-04-22 DOI: 10.1002/ffo2.182
Kai Lehikoinen, Satu Tuittila

As a multidisciplinary field, futures research borrows approaches from different disciplines. However, it often ignores the potential of the arts on a large scale, even though the arts embrace creativity and often depict and narrate imagined futures. This article applies a case study approach to review and categorize selected arts-based approaches and assess their potential—strengths and limitations—for futures workshops in higher arts education context. The approaches were tried extensively in Art School Futures Labs (15 test labs and 12 actual labs) and a summer school in eight European countries. Three case examples are scrutinized in more detail to illuminate their use in the cocreation of futures images. One artistic futures image is discussed within the frameworks of Wittgensteinian aspect perception and intertextuality, highlighting the importance of interpretation in unpacking the complex meanings that artistic futures images convey. Finally, some recommendations are given to support the successful use of arts-based approaches in futures workshops.

作为一个多学科领域,未来研究借鉴了不同学科的方法。然而,尽管艺术蕴含着创造力,并经常描绘和叙述想象中的未来,但它往往忽视了艺术在大范围内的潜力。本文采用案例研究的方法,对选定的基于艺术的方法进行回顾和分类,并评估其在高等艺术教育背景下开展未来研讨会的潜力--优势和局限性。这些方法在八个欧洲国家的艺术学校未来实验室(15 个测试实验室和 12 个实际实验室)和暑期学校中进行了广泛尝试。对三个案例进行了更详细的研究,以阐明这些方法在共同创造未来形象中的应用。在维特根斯坦的方面感知和互文性框架内讨论了一个艺术未来图像,强调了解释在解读艺术未来图像所传达的复杂含义方面的重要性。最后,提出了一些建议,以支持在未来讲习班中成功使用基于艺术的方法。
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引用次数: 0
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