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Tracing the progress of scenario research in business and management 追溯情景研究在商业和管理领域的进展
Pub Date : 2021-11-15 DOI: 10.1002/ffo2.109
Arbrie Jashari, Victor Tiberius, Marina Dabić

Business and management research on scenarios has been highly productive over the decades but led to a complex literature that is hard to oversee. To organize the field and identify distinguishable research clusters, we conducted a co-citation analysis focusing on the long-term history of research. We compare our findings with a previously published bibliographic coupling, focusing on the more recent research to trace its development over time. Our study revealed six research clusters: (1) Planning the Future with Scenarios, (2) Scenario Planning in Strategic Management, (3) Reinforcing the Scenario Technique, (4) Integration of Scenario Planning and MCDA, (5) Combination of Different Methods, and (6) Decision-making through Stochastic Programming, whereas the bibliographic coupling generated 11 clusters. Some former research clusters were divided into separate new clusters, while others were united. Additionally, completely new clusters emerged. Future research on scenarios is expected (1) to further differentiate into strategy and operations, (2) to be based on “behavioral futures” or “behavioral foresight” as a new research stream, (3) to advance the scenario technique methodically and include new specific scenario generation methods, and (4) to put forth new application areas.

几十年来,关于情景的商业和管理研究一直卓有成效,但也导致了难以监督的复杂文献。为了组织领域和识别可区分的研究集群,我们对研究的长期历史进行了共被引分析。我们将我们的发现与先前发表的书目耦合进行比较,重点关注最近的研究,以追踪其随时间的发展。我们的研究共划分了6个研究集群:(1)基于情景的未来规划,(2)战略管理中的情景规划,(3)强化情景技术,(4)情景规划与MCDA的整合,(5)不同方法的结合,以及(6)通过随机规划进行决策,而文献耦合则产生了11个集群。一些以前的研究集群被分成单独的新集群,而另一些则被联合起来。此外,还出现了全新的集群。未来的情景研究有望(1)进一步向战略和运营方向分化;(2)以“行为未来”或“行为预见”为新的研究方向;(3)系统地推进情景技术,纳入新的具体情景生成方法;(4)提出新的应用领域。
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引用次数: 5
Start-ups and the art of ignoring the future: Commentary on Rowland and Spaniol 2021 初创企业和忽视未来的艺术:罗兰和西班牙人2021评论
Pub Date : 2021-11-10 DOI: 10.1002/ffo2.108
Rixa Georgi-Kröhl

Record amounts of money flowed into start-ups in 2020 and yet, founders are acting detached from the future. At the same time, the range of entrepreneurship-related programs has multiplied. Scenario-based planning must become a mandatory part of those programs. To keep the strategic conversation with and about scenarios going.

2020年,创记录的资金流入了初创企业,然而,创始人的行为却与未来脱节。与此同时,创业相关项目的种类也成倍增加。基于场景的计划必须成为这些计划的强制性部分。保持战略对话的进行。
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引用次数: 0
What's luck got to do with it? Commentary on Rowland and Spaniol (2021) 这跟运气有什么关系?罗兰与西班牙人评论(2021)
Pub Date : 2021-11-10 DOI: 10.1002/ffo2.107
Heiko A. von der Gracht

This commentary refers to the retrospective review by Rowland and Spaniol in Futures and Foresight Science (2021), which provides interesting insights into Kees van der Heijden's character and work 25 years after his famous book Scenarios: The art of strategic conversation was first published. The commentator draws on his own personal experience of Kees' work and book, including a seminar with him at the University of Oxford in 2011, as well as applying the book's fundamentals in his own research and advisory work over the past ten years.

这篇评论是指罗兰和西班牙人在《期货与前瞻科学》(2021)上的回顾性评论,该评论在Kees van der Heijden的名著《情景:战略对话的艺术》首次出版25年后,对他的性格和工作提供了有趣的见解。这位评论员借鉴了自己对基斯的著作和书的个人经验,包括2011年在牛津大学与基斯一起参加研讨会,以及在过去十年中将该书的基本原理应用于自己的研究和咨询工作。
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引用次数: 0
Kees van der Heijden, a personal reflection: Commentary on Rowland and Spaniol 2021 范德海登,个人反思:罗兰和西班牙人2021评论
Pub Date : 2021-11-04 DOI: 10.1002/ffo2.110
Trudi Lang

This piece is a personal reflection on the work and impact of Kees van der Heijden as part of the retrospective book review by Rowland and Spaniol (2021).

这篇文章是对Kees van der Heijden的作品和影响的个人反思,是Rowland和西班牙人(2021)回顾书评的一部分。
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引用次数: 0
“It depends on the client”—Kees van der Heijden and client-centric scenario planning: A commentary on Rowland and Spaniol 2021 “这取决于客户”——kees van der Heijden和以客户为中心的场景规划:罗兰和西班牙人2021年评论
Pub Date : 2021-10-28 DOI: 10.1002/ffo2.106
Rafael Ramirez

October 9, 2021

The “it depends on the client” mantra highlighted by Matt Spaniol in this essay about Kees van der Heijden's approach to scenario planning brought me back to an experience, from 1986 to 1991, when Kees and the late Jaap Leemhuis were the clients with whom Richard Normann and I worked in the so-called “Shell Manufacturing Reorientation Project”.

The way Jaap and Kees acted as clients, with Richard and I as advisors, taught me a lot about how clients and advisors can collaborate effectively and work together in scenario planning and beyond.

My recollection of this intervention benefits from its having been written up already twice. The first write-up of that experience was by Peter Checkland and Scholes (1999). I find it fascinating how Checkland, who was a consultant to Shell alongside Normann and Ramirez, saw “the same” engagement so differently from how I remember seeing it. This difference is reminiscent of Gareth Morgan's excellent 1983 book “Beyond Method” (Morgan, 1983), where he contrasted 20 well-accepted methods in the social sciences with which to consider organizational phenomena, and where he showed how a given situation is seen uniquely with the lens of one method, while it is inescapably to be seen very differently with the lens of another. Importantly, for efforts in scenario planning to mix methods and to attempt to produce “hybrid” methods, Morgan found that as there is no meta-method providing a “neutral” (meta-)stance from which to assess different methods. Instead, he found that any comparison among methods must inevitably be from the stance of one single method. The one method whose stance is used to assess the other methods frames all of them, and this perspective in effect entails a “hostile” takeover of the other methods which are compared from its own specific stance. Morgan's conclusion was that all we can do is see a situation from the individual points of view afforded by different methods, and then seek to learn about the situation we are examining from and with these differences. Not coincidentally, this is also what scenario planning seeks to help its users to do—to see the here and now from the point of view of different and contrasting stances in the conceptual future.

My experience of this intervention was also about how difficult it is to work with soft systems and scenario planning concurrently (cf., Lang & Allen, 2008). But if anyone has the intelligence, skill, nuance, and patience to do so, Kees certainly would come top of mind as someone who can succeed—and indeed he adapted the CATWOE mnemonic from soft systems methodology in the second edition of his book, repurposing it into the VOCATE analysis as part of contracting with a client. My colleague Trudi Lang tells me that this emerged after a strategic conversation organized at Curtin Business School in Perth in which Kees and Peter were hosted to explore the two met

在这篇关于Kees van der Heijden的情景规划方法的文章中,Matt西班牙人强调了“这取决于客户”的口头语,这让我想起了1986年至1991年的一段经历,当时Kees和已故的Jaap Leemhuis是Richard Normann和我在所谓的“壳牌制造再定位项目”中工作的客户。Jaap和Kees作为客户,Richard和我作为顾问的方式教会了我很多关于客户和顾问如何在场景规划和其他方面进行有效协作和合作的知识。我对这次干预的回忆得益于它已经被写了两次。Peter Checkland和Scholes(1999)首次对这一经验进行了描述。与诺曼和拉米雷斯一起担任壳牌顾问的切克兰,对“同样的”合同的看法与我记忆中的截然不同,这让我觉得很有意思。这种差异让人想起加雷斯·摩根(Gareth Morgan) 1983年的优秀著作《超越方法》(Beyond Method)(摩根,1983),他在书中对比了20种在社会科学中被广泛接受的方法,这些方法用来考虑组织现象,他在书中展示了如何用一种方法独特地看待给定的情况,而用另一种方法不可避免地看到非常不同的情况。重要的是,对于场景规划中混合方法和试图产生“混合”方法的努力,Morgan发现,由于没有元方法提供一个“中立”(元)立场来评估不同的方法。相反,他发现任何方法之间的比较都不可避免地要从单一方法的立场出发。一种方法的立场被用来评估其他方法的框架,这种观点实际上需要“敌意”地接管其他方法,从自己的特定立场进行比较。摩尔根的结论是,我们所能做的就是从不同方法所提供的个人观点来看情况,然后试图从这些差异中了解我们正在研究的情况。并非巧合的是,这也是场景规划试图帮助它的用户去做的——从概念未来的不同和对比立场的角度来看此时此地。我对这种干预的经验也是关于同时处理软系统和场景规划是多么困难(参见Lang &艾伦,2008)。但是,如果有人有足够的智慧、技巧、细微差别和耐心来做到这一点,那么Kees肯定会成为一个成功的人——事实上,他在他的书的第二版中改编了软件系统方法论中的CATWOE助记符,将其重新用于VOCATE分析,作为与客户签订合同的一部分。我的同事特鲁迪•朗(Trudi Lang)告诉我,这是在珀斯科廷商学院(Curtin Business School)组织的一次战略对话之后产生的。在那次对话中,基斯和彼得应邀探讨了这两种方法。此外,正如她回忆的那样,在那次谈话中,Peter开始欣赏场景规划可以为软系统方法论带来暂时性的方式——也就是说,关注未来的环境可能会如何影响“有目的的系统”的设计。此外,她回忆道,Jaap相信软系统方法论可以帮助为每个场景设计有目的的系统——作为一种考虑每个场景可能带来的战略响应的方式。第二篇文章是在Ramirez和Mannervik(2016)的文章中,我们指出,在海牙为全球53家炼油厂提供服务的600名顶级专业人士(如果我没记错的话)中,从更加以技术为中心转向更加以服务为导向的重新定位可以被视为后来成为一项巨大业务的开端:壳牌全球解决方案。事实上,van der Heijden和Leemhuis邀请我们的原因是Richard在1984年写了一本非常有影响力的“服务管理”书,他们认为诺曼构建服务企业的方式可以帮助他们重新构建制造(精炼)企业(Normann, 1984)。Leemhuis是制造战略总监,van der Heijden当时负责壳牌公司中心的内部咨询团队。正如Kees自己所写的那样,正是从这一经历中,他看到了在执行场景规划活动时,明确呈现客户的商业理念的重要性。正如罗兰和西班牙人所写的那样,与客户合作,引出并巩固商业理念,成为基斯情景规划的锚点,这与施瓦茨(1997)和GBN更普遍倡导的焦点问题锚点形成鲜明对比。理查德和我经常见到基斯和雅普,我们对海牙总部提供建议和在炼油厂接受建议的高级人员进行了多次采访。 理查德和我坚持认为,尽可能多的采访应该与雅普和基斯一起完成,这让我了解到基斯是多么善于倾听别人的意见,在被采访者整理想法时让沉默持续下去,以及他在记录所发生的事情时是多么细致。Normann和van der Heijden也一致认为,在塑造和肯定对重新定义的商业理念的理解的研讨会上,客户的声音是一个中心问题。Kees和Jaap非常有兴趣了解我和Normann与他们形成的经验与Normann和我以及我们咨询公司的其他同事与其他客户的经验相比如何。我加入诺曼和他的咨询公司时,“服务管理”的逻辑正从自认为是服务企业的公司(如酒店和航空公司)扩展到各种不将自己归类为服务企业的企业(例如,(一家制造和销售砖块的公司),但他们发现,将“服务方式”重新定位为其战略和商业理念的核心,使他们更具竞争力——例如,确保在正确的时间、正确的地点、在正确的地点运送正确类型的砖块,减少浪费,提高建筑公司的生产力。基斯是后来成为“创新者商业逻辑”俱乐部的大力推动者,我有幸管理这个俱乐部。在这里,我们将制造业重新定位的努力和我们从中获得的概念清晰度与在我们咨询公司的支持下,在大约十几个其他环境中所做的努力进行了比较。在推动这一努力的过程中,Kees和Jaap作为客户扩大了他们可以从顾问那里学到的“新逻辑”服务业务理念,他们正在壳牌采用这种理念。我记得基斯说过:“这件事太重要了,你不能一个人去做。”新的业务逻辑计划运行了好几年,在不同的公司开会,这些公司担任主持人。它在两篇开创性的出版物中得到了体现,一篇是《哈佛商业评论》的文章(诺曼和;Ramírez, 1993a, 1993b)和一本书(Normann &拉米雷斯,1994)。这篇文章被Teixeira等人(2017)称赞为创新研究领域11大“睡美人”出版物之一,强调了这些想法是多么超前。Kees作为客户强调了许多关于如何共同创造价值和价值的见解,这些见解是我在咨询和学术界的同事、我的学生和我努力重复使用的,尤其是与其他客户。一个是,为业务的未来工作比为当前业务及其管理工作更重要,这一点在后来我与Kees和George Burt就威士忌的未来进行的合作中再次变得清晰起来(Mackay et al., 2017)。第二个好处是,积极倾听客户如何看待、反思甚至怀疑他们的业务,可以使与客户的对话变得更具战略性,正如Kees自己在书中所写的那样。第三,扩大对话范围,让其他领域的利益相关者参与进来,丰富了对话内容。我们在牛津举办了五届牛津期货论坛,在前几届论坛上,Kees都非常积极地参与其中。他们合著了两本书(Ramírez et al., 2008;夏普,van der Heijden, 2007)。Richard是顾问,Kees和Jaap是客户,与他们一起工作教会了我,在合作调查中提出客户的创造性和开放性特征可以提高共同创造的价值(Ramírez, 1999)。这是所有的顾问在他们的客户在他们的帮助下所做的工作中都很明智的(原文如此)。Kees表现得很像一个开放的、合群的、有创造力的客户,和他一起工作很愉快,Jaap也是如此。最后,我从中得出的第四个见解是,最终产生有用价值的重要因素不是从“任何人”可能看到的商业未来来看世界,而是主要从预期用户(客户)的角度来看
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引用次数: 0
From alternative pictures of the future to an organizational intervention: A commentary on Rowland and Spaniol 从未来的另类图景到组织干预:罗兰与西班牙人评论
Pub Date : 2021-10-25 DOI: 10.1002/ffo2.105
Jan Oliver Schwarz

Rowland and Spaniol's (2021) in-depth piece on Kees van der Heijden's seminal text, Scenarios, cued several memories for me, sparked a bit of self-reflection on my learning journey as a scenario planner, and encouraged me to reconsider Scenarios in the context of Open Strategy.

I first met Kees in 2008. I was working on my PhD in foresight. George Burt recommended I take a well-known scenario planning course, noting that this would be the last time Kees van der Heijden would offer it. I do not recall if this actually was the case, but it, along with a modest PhD discount, convinced me to join this training in Glasgow, where Kees van der Heijden and George Burt were delivering the lessons as a team.

Of course, by then van der Heijden's work had already influenced my PhD research on foresight. Those descriptions of scenario planning practices at Shell (Schoemaker, 1993; Schoemaker & Heijden, 1992; Schwartz, 20042012; van der Heijden, 1996) were not only essential for my research but, at that time, also for establishing credibility in the/my German context vis-à-vis the field of foresight—a context in which scenario planning had not been even modestly institutionalized.

While I was grateful to have attended this particular scenario planning training program, in retrospect, I now realize that I had not yet truly connected to many aspects of the training and will note that I was not actually able to apply the training for the next several years.

My journey with scenario planning did not start until some 2 years after the training. By then, I had completed my PhD and joined the strategy department in the global headquarters of an insurance company, Allianz, in Munich, Germany. At Allianz, I was asked to establish foresight processes. After several discussions, we collectively decided to conduct a scenario planning exercise, focusing on current trends in the organization.

This was the moment when I returned to my training materials, specifically, to Scenarios: The Art of Strategic Conversation and The Sixth Sense (van der Heijden, 1996; van der Heijden et al., 2002). At this point, my applied learning journey began by applying scenario planning in Allianz and, subsequently, in other organizations, something that I have now been doing for more than 10 years. This included also working for Paul Schoemaker's consulting firm Decision Strategies International (DSI, later acquired by Heidrick and Struggles) and later with Felix Werle, a former member of the Shell Scenario Planning team, and his consulting firm the Institute for Innovation and Change Methodologies. Throughout the course of this ongoing learning journey, I have continued, without exception, to apply the practice of scenario planning in a manner that closely reflects the work of Kees van der Heijden.

While my first encoun

帮助管理团队不仅反映他们对业务、战略或行业的心理模型和假设,而且还反映他们如何理解环境中的变化,这对我来说是一个伟大的时刻。在这些时刻,我明白了基斯所说的促进“战略对话”的含义。这就引出了我的第二点。虽然我确实认为从场景规划过程中开发出来的场景是相关的,并且可以以许多不同的方式使用,但我发现导致这些场景的过程,即“战略对话”,是在组织中进行场景规划的真正价值。当参与者开始对构建场景的两个关键驱动因素做出决定时,这一点尤其会出现在脑海中。参与者经常想知道,如果他们选择其中一个,他们的策略会发生什么变化。当然,在情景规划练习的这一点上做出决定是至关重要的,我经常观察到组织特别受益于对话。在Kees van der Heijden的《情景:战略对话的艺术》出版多年后,开放战略领域出现了(Whittington et al., 2011)。对我来说,这种讨论不仅强调了在过程中涉及决策者的相关性,而且还争取了组织中其他利益相关者群体的支持。虽然人们可以看到情景规划如何被视为促进组织开放战略的一种方法(Schwarz, 2020),但情景规划与“战略对话”的相关性变得更加清晰。通过就商业环境的变化进行“战略对话”,对未来的挑战达成共识,挑战自己的思维模式,一个组织正在踏上变革和转型的旅程。Kotter(2012)关于组织领导变革的开创性工作中提到的许多方面也在情景规划的过程中被触及。实际上,有人可能会争辩说,场景规划过程可以被理解为一个过程,它使组织能够通过创造一种紧迫感来开始变革之旅,并为组织制定一个愿景。让我吃惊的是,一方面,我花了多少时间(取决于视角)才理解“战略对话”的价值,另一方面,基斯·范德海登(Kees van der Heijden)的这两本书仍然很有意义。Rowland和西班牙人(2021)引用了对Paul Schoemaker的采访,Paul Schoemaker在采访中指出,在20世纪70年代,壳牌的竞争对手花了8年时间才意识到时代已经改变,到那时已经太晚了。这正是当组织面临快速变化的业务环境、日益增加的复杂性和不确定的未来时,进行“战略对话”的想法如此及时的原因。作者声明不存在利益冲突。
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引用次数: 0
The strategic conversation, 25 years later: A retrospective review of Kees van der Heijden's Scenarios: The Art of Strategic Conversation 战略对话,25年后:回顾Kees van der Heijden的《情景:战略对话的艺术》
Pub Date : 2021-09-21 DOI: 10.1002/ffo2.102
Nicholas J. Rowland, Matthew J. Spaniol

Kees van der Heijden is an icon in the futures and foresight academic and practitioner community. Educated at the Technische Universiteit Delft, his work at Royal Dutch Shell, the Global Business Network, the Strathclyde Business School at University of Strathclyde, the Saïd Business School and the Templeton College at University of Oxford, and the Netherlands Business School at Nijenrode University has shaped the scholarly field of futures studies as well as the practical world of scenario facilitation. This article is a 25-year reflective and retrospective book review of Kees van der Heijden's seminal text Scenarios: The Art of Strategic Conversation. The authors conducted interviews with colleagues, coworkers, collaborators, students, and friends of Kees van der Heijden to add depth and dimension to this retrospective work. To bring van der Heijden's work into scholarly conversation with the extant literature, we also situated this return to Scenarios in the context of related works and other reviews of both editions of the book.

Kees van der Heijden是期货和前瞻学术界和实践界的偶像。他在代尔夫特工业大学接受教育,在荷兰皇家壳牌公司、全球商业网络、斯特拉斯克莱德大学斯特拉斯克莱德商学院、Saïd商学院和牛津大学邓普顿学院以及尼杰罗德大学荷兰商学院工作,塑造了期货研究的学术领域以及情景促进的实践世界。这篇文章是对Kees van der Heijden的开创性著作《情景:战略对话的艺术》25年的反思和回顾。作者对Kees van der Heijden的同事、合作者、学生和朋友进行了采访,以增加这项回顾性工作的深度和维度。为了将van der Heijden的作品与现存文献进行学术对话,我们也将这种回归置于相关作品和对这两个版本的其他评论的背景下。
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引用次数: 10
Using cross-impact analysis for probabilistic risk assessment 利用交叉影响分析进行概率风险评估
Pub Date : 2021-09-20 DOI: 10.1002/ffo2.103
Ahti Salo, Edoardo Tosoni, Juho Roponen, Derek W. Bunn

Cross-impact analysis is widely employed to inform management and policy decisions based on the formulation of scenarios, defined as combinations of outcomes of relevant uncertainty factors. In this paper, we argue that the use of nonprobabilistic variants of cross-impact analysis is problematic in the context of risk assessment where the usual aim is to produce conservative risk estimates which may exceed but are not smaller than the actual risk level. Then, building on the characterization of probabilistic dependencies, we develop an approach to probabilistic cross-impact analysis which (i) admits several kinds of probabilistic statements about the outcomes of relevant uncertainty factors and their dependencies; (ii) maps such statements into constraints on the joint probability distribution over all possible scenarios; (iii) provides support for preserving the consistency of elicited statements; and (iv) uses mathematical optimization to compute lower and upper bounds on the overall risk level. This approach—which is illustrated with an example from the context of nuclear waste repositories—is useful in that it retains the informativeness of cross-impact statements while ensuring that these statements are interpreted within the coherent framework of probability theory.

交叉影响分析被广泛应用于管理和政策决策,其依据是情景的制定,定义为相关不确定性因素的结果组合。在本文中,我们认为,在风险评估的背景下,使用非概率变量的交叉影响分析是有问题的,通常的目标是产生保守的风险估计,可能超过但不小于实际风险水平。然后,在描述概率依赖关系的基础上,我们发展了一种概率交叉影响分析方法,该方法(i)允许关于相关不确定性因素及其依赖关系的结果的几种概率陈述;(ii)将这些陈述映射为对所有可能情景的联合概率分布的约束;(iii)为保持引申陈述的一致性提供支持;(iv)利用数学优化计算总体风险水平的下界和上界。这种方法是有用的,因为它保留了交叉影响陈述的信息量,同时确保这些陈述在概率论的连贯框架内得到解释。
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引用次数: 6
Technology foresight for sustainable road freight transportation: Insights from a global real-time Delphi study 可持续道路货运的技术预见:来自全球实时德尔菲研究的见解
Pub Date : 2021-09-16 DOI: 10.1002/ffo2.101
Tobias Meyer, Heiko A. von der Gracht, Evi Hartmann

Organizations increasingly adopt technologies and logistics measures to improve their social sustainability, reduce transportation-related carbon emissions, or even design their supply chains carbon negative. However, the speed at which this adoption is progressing is not fast enough to address the sustainability challenges of the world today. To gain deeper knowledge about the adoption process of sustainability-related measures in road freight transportation, this paper examines barriers currently hindering a broader market penetration and derives expected timeframes when mass adoption of 14 relevant technologies will occur. Furthermore, the technologies' impacts on the economic, environmental, and social dimensions of sustainability are discussed providing recommendations, on which technologies the respective stakeholders might focus on in the future. Since we want to examines a long-term technology perspective of the next 25 years, we rely on systematic foresight methodology. More specifically, we collect empirical data by use of a real-time Delphi survey, which particularly suits complex and uncertain environments. Our global panel includes 116 experts from 25 different countries. The assessments are grouped into short-term, midterm, midterm to long-term, and long-term developments. The categories shed light on potential drivers and barriers to the implementation of the surveyed technologies. The findings emphasize the need to systematically select suitable measures and promote those that are expected to deliver short-term sustainability improvements to address current deficits in a timely manner. The article further outlines the crucial role of politics in developing necessary regulative frameworks to drive sustainability in road freight transportation.

组织越来越多地采用技术和物流措施来提高他们的社会可持续性,减少与运输相关的碳排放,甚至设计他们的供应链碳负。然而,这种采用的进展速度还不够快,不足以应对当今世界的可持续性挑战。为了更深入地了解公路货运中可持续发展相关措施的采用过程,本文考察了目前阻碍更广泛市场渗透的障碍,并得出了大规模采用14项相关技术的预期时间框架。此外,还讨论了技术对可持续发展的经济、环境和社会层面的影响,并提供了建议,建议各自的利益相关者在未来可能关注哪些技术。由于我们想要研究未来25年的长期技术前景,我们依赖于系统预测方法。更具体地说,我们通过使用实时德尔菲调查收集经验数据,这特别适合复杂和不确定的环境。我们的全球小组包括来自25个不同国家的116名专家。评估分为短期、中期、中期到长期和长期发展。这些类别揭示了实施所调查技术的潜在驱动因素和障碍。研究结果强调,有必要系统地选择合适的措施,并促进那些有望提供短期可持续性改善的措施,以及时解决当前的赤字问题。文章进一步概述了政治在制定必要的监管框架以推动公路货运可持续性方面的关键作用。
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引用次数: 8
New perspectives for data-supported foresight: The hybrid AI-expert approach 数据支持预测的新视角:混合人工智能专家方法
Pub Date : 2021-07-21 DOI: 10.1002/ffo2.99
Amber Geurts, Ralph Gutknecht, Philine Warnke, Arjen Goetheer, Elna Schirrmeister, Babette Bakker, Svetlana Meissner

This paper outlines new perspectives for data-supported foresight by combining participatory expert-based futures dialogues with the power of artificial intelligence (AI) in what we call the hybrid AI-expert-based foresight approach. To this end, we present a framework of five typical steps in a fully fledged foresight process ranging from scoping to strategizing and show how AI can be integrated into each of the steps to enable the hybrid AI-expert foresight approach. Building on this, we present experiences gained from two recent research projects of TNO and Fraunhofer ISI that deal with aspects of the hybrid AI-expert foresight approach and give insights into the opportunities and challenges of the new perspectives for data-supported foresight that this approach enables. Finally, we summarize open questions and challenges for future research.

本文通过将参与式基于专家的期货对话与人工智能(AI)的力量相结合,概述了数据支持的预测的新视角,即我们所说的基于人工智能专家的混合预测方法。为此,我们提出了一个框架,在一个成熟的预测过程中,包括从范围确定到战略制定的五个典型步骤,并展示了如何将人工智能集成到每个步骤中,以实现混合人工智能专家预测方法。在此基础上,我们介绍了从TNO和Fraunhofer ISI最近的两个研究项目中获得的经验,这些项目涉及混合人工智能专家预测方法的各个方面,并深入了解这种方法所带来的数据支持预测新视角的机遇和挑战。最后,我们总结了未来研究的开放性问题和挑战。
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引用次数: 9
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