过去与未来的协同效应:对Schoemaker 2020的评论

Dilek Önkal, Shari De Baets
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He concludes with the notion that “..historians and scenario planners can very much learn from each other” with the qualifier that this will be challenging, as both disciplines are still developing learning and research methods within their own respective fields.</p><p>The paper is extremely timely as academics and practitioners are trying to make sense of (and learn from) the unexpected developments perturbing world platforms via Covid-19. Ironically, many countries and organizations have had scenarios for pandemic outbreaks for years. Still, COVID-19 came as a surprise. It appears that no effective planning was done, no proactive measures were taken and governments were overwhelmed while experts warned for similarities to historical outbreaks and drew attention to lessons learned from past epidemics (Snowden, <span>2020</span>). The turbulence surrounding Covid-19 presents a productive living and learning laboratory that confirms the importance of how historical analysis can enrich scenario planning as suggested by Schoemaker; and it also highlights how constructing scenarios are not sufficient if they do not translate to forecasts and actions.</p><p>Our efforts to better understand how historical analysis-scenario planning dynamics could lead to improved forecasts and decisions will need to include studies on biases and informational asymmetries that permeate past–future synergies. Biases are systematic deviations from norm or rationality in judgment, influenced by the context and framing of information (Hasselton, Nettle, &amp; Andrew, <span>2005</span>). The literature on biases is extensive and reaches back to Amos Tversky and Daniel Kahneman's seminal work (Tversky &amp; Kahneman, <span>1974</span>). Biases play a key role in the context of foresight and scenario processes (Bradfield, <span>2008</span>; Schirrmeister, Göhring, &amp; Warnke, <span>2019</span>; Schoemaker, <span>1993</span>; Wack, <span>1985</span>), while also affecting the way we view historical events (Mccullagh, <span>2002</span>; Mukharji &amp; Zeckhauser, <span>2019</span>).</p><p>The work on biases can provide an additional perspective to Schoemaker's portrayal of similarities and differences between the two fields. One crucial lesson learned from this paper is that we will be better in looking forward (scenario planning) if we learn how to look back (historical analysis of information). While this is a valid point, historical analysis can be subject to misinformation with intentional/unintentional distortions. As it was once so eloquently put: “History is written by the victors”. More importantly, history is written by individuals and later analyzed by individuals. Yet, individuals are biased, make errors and have subjective views that cannot be uncoupled from the rest of their knowledge. Historic misinformation will influence historical accuracy as well as scenario diversity. Additionally, both the recorders of history and the historical analysts may be biased and looking for information to record that confirm their perspectives. Such <i>confirmation bias</i> reflecting the human tendency to look for new information in accordance with what they already believe to be true (leading to omission of possibly relevant and yet contradictory information) is the complete opposite of the scientific method of falsifiability (Popper, <span>1934</span>). Confirmation bias can lead to an effect where information is (often unconsciously) distorted so to make it fit with the person's belief or with the current narrative (Nickerson, <span>1998</span>). This misinformation can be created and sustained on different levels: by the people who record the facts, present the facts, interpret the facts and those who in general, <i>use the facts</i>. In the case of COVID-19, there may have been a failure to prepare or react in time, because the people responsible did not <i>want</i> the epidemic to happen, did not <i>believe</i> it could reach such dimensions and only saw confirming signs that would indicate a minor threat of the COVID-19 virus.</p><p>A second bias that may play a distorting role in both historical analysis and scenario planning is <i>hindsight bias</i>. We deem events more predictable after they have happened than we do before their occurrence. It is such a strong effect that it may even alter our own memories or belief systems, similar to the confirmation bias. It may also elicit overconfidence when asked to predict similar events happening in the future (Blank, Nestler, von Collani, &amp; Fischer, <span>2008</span>). We know <i>now</i> that a pandemic was unavoidable and comparisons with SARS are quickly made, but we have not witnessed these strong historical analogies <i>before</i> the current pandemic was officially pronounced. As noted by Schoemaker, although hindsight bias is prevalent and we need to be aware of it in after-the-fact analyses, it may be used positively via framing scenarios in the past tense and asking for alternative histories with what-if scenarios.</p><p>A third bias of interest is the <i>desirability bias</i>. While scenario planners need to carefully disentangle what they <i>wish</i> to happen from alternative plans, historical analysts need to be cautious about how they engage in retrospective sensemaking when interpreting past records. A global pandemic was fully undesirable across all stakeholders and thus signs of spreading of the virus were ignored or minimized until it was too late. Specifically prompting for undesirable-case scenarios to be generated in scenario planning while instigating thought experiments on alternative histories could pre-empt this bias.</p><p>It is not just biases and misinformation that can distort conclusions. Given that we live in a misinformation age bombarded with “alternative facts” and “fake news accounts,” our use of historical analogies may be qualified by the level of trust we place in historical information. There are also potential effects of informational asymmetries and information overload: it is difficult to discern between what information we should consider and learn from, and which information to ignore. Similar to historical analysts’ use of counterfactual history (Evans, <span>2014</span>), scenario planners may emphasize premortem exercises (i.e., placing themselves in a future position under each of the scenarios and engaging in counterfactual thinking on what could have gone wrong) to alleviate informational distortions.</p><p>Historical analysis is teaching us that we should indeed learn from history—from past successes and from past failures. Because what is forgotten, can repeat itself—and we may miss the opportunity to prepare for it. We can learn from history to become more resilient and anti-fragile. We can learn how to handle risk better if we can improve our scenarios (and act upon them) by studying history. But, while doing so, we have to be cognizant of not anchoring on misinformed accounts, ignoring significant information and overweighing misconstrued contexts.</p><p>Schoemaker's article gives insights on why historians should not leave the future to others (Bátiz-Lazo &amp; Haigh&amp; Stearns, <span>2014</span>) and why scenario planners should embrace history. Rather than writing reactive scenarios (Cairns &amp; Wright, <span>2020</span>), we have to learn from alternative analyses of the past to proactively and creatively plan for the future. Historical analysis and scenario-planning have to feed from each other to lead to better forecasts and actions. Rather than operating in silos, collaborations via retrospective and prospective pathways would enhance both fields and Schoemaker points the way.</p>","PeriodicalId":100567,"journal":{"name":"FUTURES & FORESIGHT SCIENCE","volume":"2 3-4","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2020-08-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1002/ffo2.51","citationCount":"0","resultStr":"{\"title\":\"Past-future synergies: Commentary on Schoemaker 2020\",\"authors\":\"Dilek Önkal,&nbsp;Shari De Baets\",\"doi\":\"10.1002/ffo2.51\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p>Schoemaker's paper “How Historical Analysis Can Enrich Scenario Planning” expertly portrays the differences and similarities between historical analysis and scenario planning. While both fields study developments over time, historians are focused on looking backward while scenario planners look forward. Examining the parallels, Schoemaker gives an informative analysis of how both fields operate and illustrates the challenges with a 1992 scenario planning exercise on South Africa's post-apartheid future. He concludes with the notion that “..historians and scenario planners can very much learn from each other” with the qualifier that this will be challenging, as both disciplines are still developing learning and research methods within their own respective fields.</p><p>The paper is extremely timely as academics and practitioners are trying to make sense of (and learn from) the unexpected developments perturbing world platforms via Covid-19. Ironically, many countries and organizations have had scenarios for pandemic outbreaks for years. Still, COVID-19 came as a surprise. It appears that no effective planning was done, no proactive measures were taken and governments were overwhelmed while experts warned for similarities to historical outbreaks and drew attention to lessons learned from past epidemics (Snowden, <span>2020</span>). The turbulence surrounding Covid-19 presents a productive living and learning laboratory that confirms the importance of how historical analysis can enrich scenario planning as suggested by Schoemaker; and it also highlights how constructing scenarios are not sufficient if they do not translate to forecasts and actions.</p><p>Our efforts to better understand how historical analysis-scenario planning dynamics could lead to improved forecasts and decisions will need to include studies on biases and informational asymmetries that permeate past–future synergies. Biases are systematic deviations from norm or rationality in judgment, influenced by the context and framing of information (Hasselton, Nettle, &amp; Andrew, <span>2005</span>). The literature on biases is extensive and reaches back to Amos Tversky and Daniel Kahneman's seminal work (Tversky &amp; Kahneman, <span>1974</span>). Biases play a key role in the context of foresight and scenario processes (Bradfield, <span>2008</span>; Schirrmeister, Göhring, &amp; Warnke, <span>2019</span>; Schoemaker, <span>1993</span>; Wack, <span>1985</span>), while also affecting the way we view historical events (Mccullagh, <span>2002</span>; Mukharji &amp; Zeckhauser, <span>2019</span>).</p><p>The work on biases can provide an additional perspective to Schoemaker's portrayal of similarities and differences between the two fields. One crucial lesson learned from this paper is that we will be better in looking forward (scenario planning) if we learn how to look back (historical analysis of information). While this is a valid point, historical analysis can be subject to misinformation with intentional/unintentional distortions. As it was once so eloquently put: “History is written by the victors”. More importantly, history is written by individuals and later analyzed by individuals. Yet, individuals are biased, make errors and have subjective views that cannot be uncoupled from the rest of their knowledge. Historic misinformation will influence historical accuracy as well as scenario diversity. Additionally, both the recorders of history and the historical analysts may be biased and looking for information to record that confirm their perspectives. Such <i>confirmation bias</i> reflecting the human tendency to look for new information in accordance with what they already believe to be true (leading to omission of possibly relevant and yet contradictory information) is the complete opposite of the scientific method of falsifiability (Popper, <span>1934</span>). Confirmation bias can lead to an effect where information is (often unconsciously) distorted so to make it fit with the person's belief or with the current narrative (Nickerson, <span>1998</span>). This misinformation can be created and sustained on different levels: by the people who record the facts, present the facts, interpret the facts and those who in general, <i>use the facts</i>. In the case of COVID-19, there may have been a failure to prepare or react in time, because the people responsible did not <i>want</i> the epidemic to happen, did not <i>believe</i> it could reach such dimensions and only saw confirming signs that would indicate a minor threat of the COVID-19 virus.</p><p>A second bias that may play a distorting role in both historical analysis and scenario planning is <i>hindsight bias</i>. We deem events more predictable after they have happened than we do before their occurrence. It is such a strong effect that it may even alter our own memories or belief systems, similar to the confirmation bias. It may also elicit overconfidence when asked to predict similar events happening in the future (Blank, Nestler, von Collani, &amp; Fischer, <span>2008</span>). We know <i>now</i> that a pandemic was unavoidable and comparisons with SARS are quickly made, but we have not witnessed these strong historical analogies <i>before</i> the current pandemic was officially pronounced. As noted by Schoemaker, although hindsight bias is prevalent and we need to be aware of it in after-the-fact analyses, it may be used positively via framing scenarios in the past tense and asking for alternative histories with what-if scenarios.</p><p>A third bias of interest is the <i>desirability bias</i>. While scenario planners need to carefully disentangle what they <i>wish</i> to happen from alternative plans, historical analysts need to be cautious about how they engage in retrospective sensemaking when interpreting past records. A global pandemic was fully undesirable across all stakeholders and thus signs of spreading of the virus were ignored or minimized until it was too late. Specifically prompting for undesirable-case scenarios to be generated in scenario planning while instigating thought experiments on alternative histories could pre-empt this bias.</p><p>It is not just biases and misinformation that can distort conclusions. Given that we live in a misinformation age bombarded with “alternative facts” and “fake news accounts,” our use of historical analogies may be qualified by the level of trust we place in historical information. There are also potential effects of informational asymmetries and information overload: it is difficult to discern between what information we should consider and learn from, and which information to ignore. Similar to historical analysts’ use of counterfactual history (Evans, <span>2014</span>), scenario planners may emphasize premortem exercises (i.e., placing themselves in a future position under each of the scenarios and engaging in counterfactual thinking on what could have gone wrong) to alleviate informational distortions.</p><p>Historical analysis is teaching us that we should indeed learn from history—from past successes and from past failures. Because what is forgotten, can repeat itself—and we may miss the opportunity to prepare for it. We can learn from history to become more resilient and anti-fragile. We can learn how to handle risk better if we can improve our scenarios (and act upon them) by studying history. 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引用次数: 0

摘要

Schoemaker的论文《历史分析如何丰富情景规划》熟练地描绘了历史分析和情景规划之间的异同。虽然这两个领域都研究随着时间的推移而发展,但历史学家关注的是过去,而情景规划者关注的是未来。在考察这两个领域的相似之处时,舍梅克对这两个领域的运作方式进行了翔实的分析,并通过1992年对南非后种族隔离时代未来的情景规划练习说明了挑战。他的结论是“……历史学家和情景规划者可以相互学习”,但这将是具有挑战性的,因为这两个学科仍在各自的领域内发展学习和研究方法。这篇论文非常及时,因为学者和从业者正试图理解(并从中学习)通过Covid-19扰乱世界平台的意外发展。具有讽刺意味的是,许多国家和组织多年来一直有大流行爆发的设想。尽管如此,COVID-19还是让人感到意外。似乎没有进行有效的规划,没有采取积极措施,各国政府不知所措,而专家们警告说,这次疫情与历史上的疫情有相似之处,并提请注意从过去的疫情中吸取的教训(斯诺登,2020年)。围绕Covid-19的动荡提供了一个富有成效的生活和学习实验室,证实了历史分析如何丰富Schoemaker所建议的情景规划的重要性;它还强调,如果不能将设想转化为预测和行动,那么设想是不够的。为了更好地理解历史分析-情景规划动态如何导致改进的预测和决策,我们需要包括对渗透到过去-未来协同效应中的偏差和信息不对称的研究。偏见是判断中对规范或理性的系统性偏差,受信息的背景和框架的影响(Hasselton, Nettle, &;安德鲁,2005)。关于偏见的文献非常广泛,可以追溯到阿莫斯·特沃斯基(Amos Tversky)和丹尼尔·卡尼曼(Daniel Kahneman)的开创性著作(Tversky &卡尼曼,1974)。偏见在预见和情景过程中起着关键作用(Bradfield, 2008;Schirrmeister, Göhring;Warnke, 2019;舒梅克,1993;Wack, 1985),同时也影响我们看待历史事件的方式(Mccullagh, 2002;Mukharji,Zeckhauser, 2019)。关于偏见的研究可以为Schoemaker对这两个领域的异同的描述提供一个额外的视角。从这篇论文中学到的一个重要教训是,如果我们学会了如何回顾(对信息的历史分析),我们就能更好地向前看(情景规划)。虽然这是一个有效的观点,但历史分析可能会受到有意/无意歪曲的错误信息的影响。曾经有句话说得很有说服力:“历史是胜利者写的”。更重要的是,历史是由个人书写的,然后由个人来分析。然而,个人是有偏见的,会犯错误,有主观的观点,这些观点与他们的其他知识是无法分离的。历史错误信息将影响历史准确性和情景多样性。此外,历史记录者和历史分析者都可能有偏见,他们在寻找能够证实自己观点的记录信息。这种确认偏差反映了人类倾向于根据他们已经相信的事实寻找新的信息(导致可能相关但相互矛盾的信息的遗漏),与可证伪性的科学方法完全相反(Popper, 1934)。确认偏误会导致信息(通常是无意识地)被扭曲,以使其符合个人的信念或当前的叙述(Nickerson, 1998)。这种错误信息可以在不同的层面上产生和维持:记录事实、呈现事实、解释事实的人,以及一般来说使用事实的人。就COVID-19而言,可能没有做好准备或及时作出反应,因为负责人不希望疫情发生,不相信它会达到这种程度,只看到了表明COVID-19病毒的轻微威胁的确凿迹象。第二种可能在历史分析和情景规划中起扭曲作用的偏见是后见之明偏见。我们认为事件发生后比事件发生前更容易预测。它的影响如此之大,甚至可能改变我们自己的记忆或信念体系,类似于确认偏误。当被要求预测未来发生的类似事件时,它也可能引发过度自信(Blank, Nestler, von Collani, &费舍尔,2008)。 我们现在知道,大流行是不可避免的,人们很快就会将其与SARS进行比较,但在正式宣布当前的大流行之前,我们还没有看到这些强有力的历史类比。正如Schoemaker所指出的那样,尽管后见之明偏见很普遍,我们需要在事后分析中意识到这一点,但它可以通过用过去时构建情景,并用假设情景询问替代历史来积极地使用。第三种兴趣偏见是可取性偏见。当情景规划者需要仔细地将他们希望发生的事情从备选方案中分离出来时,历史分析师在解释过去的记录时需要谨慎地进行回顾性的意义构建。对所有利益攸关方来说,全球大流行是完全不可取的,因此病毒传播的迹象被忽视或最小化,直到为时已晚。具体地说,在情景规划中产生不受欢迎的情景,同时煽动对替代历史的思想实验,可以先发制人地消除这种偏见。扭曲结论的不仅仅是偏见和错误信息。鉴于我们生活在一个被“另类事实”和“假新闻”轰炸的错误信息时代,我们对历史类比的使用可能会受到我们对历史信息的信任程度的限制。信息不对称和信息过载也有潜在的影响:我们很难分辨哪些信息应该考虑和学习,哪些信息应该忽略。与历史分析师使用反事实历史(Evans, 2014)类似,情景规划者可能会强调预剖析练习(即,将自己置于每个情景下的未来位置,并对可能出错的地方进行反事实思考),以减轻信息扭曲。历史分析告诉我们,我们确实应该从历史中学习——从过去的成功和失败中学习。因为被遗忘的事情,可能会重演——而我们可能会错过为之做准备的机会。我们可以从历史中吸取教训,变得更有弹性,更不脆弱。如果我们能通过研究历史来改善我们的设想(并据此采取行动),我们就能学会如何更好地处理风险。但是,在这样做的同时,我们必须认识到,不要依赖错误的报道,忽视重要信息,高估被误解的背景。舍梅克的文章对为什么历史学家不应该把未来留给别人(Bátiz-Lazo &Haigh&Stearns, 2014),以及为什么情景规划者应该拥抱历史。而不是写反应性的场景(凯恩斯&Wright, 2020),我们必须从过去的替代分析中学习,以积极和创造性地为未来做计划。历史分析和情景规划必须相互借鉴,才能做出更好的预测和行动。通过回顾和前瞻性的途径进行合作,而不是在孤岛上运作,这将提高两个领域的水平,Schoemaker指出了方向。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Past-future synergies: Commentary on Schoemaker 2020

Schoemaker's paper “How Historical Analysis Can Enrich Scenario Planning” expertly portrays the differences and similarities between historical analysis and scenario planning. While both fields study developments over time, historians are focused on looking backward while scenario planners look forward. Examining the parallels, Schoemaker gives an informative analysis of how both fields operate and illustrates the challenges with a 1992 scenario planning exercise on South Africa's post-apartheid future. He concludes with the notion that “..historians and scenario planners can very much learn from each other” with the qualifier that this will be challenging, as both disciplines are still developing learning and research methods within their own respective fields.

The paper is extremely timely as academics and practitioners are trying to make sense of (and learn from) the unexpected developments perturbing world platforms via Covid-19. Ironically, many countries and organizations have had scenarios for pandemic outbreaks for years. Still, COVID-19 came as a surprise. It appears that no effective planning was done, no proactive measures were taken and governments were overwhelmed while experts warned for similarities to historical outbreaks and drew attention to lessons learned from past epidemics (Snowden, 2020). The turbulence surrounding Covid-19 presents a productive living and learning laboratory that confirms the importance of how historical analysis can enrich scenario planning as suggested by Schoemaker; and it also highlights how constructing scenarios are not sufficient if they do not translate to forecasts and actions.

Our efforts to better understand how historical analysis-scenario planning dynamics could lead to improved forecasts and decisions will need to include studies on biases and informational asymmetries that permeate past–future synergies. Biases are systematic deviations from norm or rationality in judgment, influenced by the context and framing of information (Hasselton, Nettle, & Andrew, 2005). The literature on biases is extensive and reaches back to Amos Tversky and Daniel Kahneman's seminal work (Tversky & Kahneman, 1974). Biases play a key role in the context of foresight and scenario processes (Bradfield, 2008; Schirrmeister, Göhring, & Warnke, 2019; Schoemaker, 1993; Wack, 1985), while also affecting the way we view historical events (Mccullagh, 2002; Mukharji & Zeckhauser, 2019).

The work on biases can provide an additional perspective to Schoemaker's portrayal of similarities and differences between the two fields. One crucial lesson learned from this paper is that we will be better in looking forward (scenario planning) if we learn how to look back (historical analysis of information). While this is a valid point, historical analysis can be subject to misinformation with intentional/unintentional distortions. As it was once so eloquently put: “History is written by the victors”. More importantly, history is written by individuals and later analyzed by individuals. Yet, individuals are biased, make errors and have subjective views that cannot be uncoupled from the rest of their knowledge. Historic misinformation will influence historical accuracy as well as scenario diversity. Additionally, both the recorders of history and the historical analysts may be biased and looking for information to record that confirm their perspectives. Such confirmation bias reflecting the human tendency to look for new information in accordance with what they already believe to be true (leading to omission of possibly relevant and yet contradictory information) is the complete opposite of the scientific method of falsifiability (Popper, 1934). Confirmation bias can lead to an effect where information is (often unconsciously) distorted so to make it fit with the person's belief or with the current narrative (Nickerson, 1998). This misinformation can be created and sustained on different levels: by the people who record the facts, present the facts, interpret the facts and those who in general, use the facts. In the case of COVID-19, there may have been a failure to prepare or react in time, because the people responsible did not want the epidemic to happen, did not believe it could reach such dimensions and only saw confirming signs that would indicate a minor threat of the COVID-19 virus.

A second bias that may play a distorting role in both historical analysis and scenario planning is hindsight bias. We deem events more predictable after they have happened than we do before their occurrence. It is such a strong effect that it may even alter our own memories or belief systems, similar to the confirmation bias. It may also elicit overconfidence when asked to predict similar events happening in the future (Blank, Nestler, von Collani, & Fischer, 2008). We know now that a pandemic was unavoidable and comparisons with SARS are quickly made, but we have not witnessed these strong historical analogies before the current pandemic was officially pronounced. As noted by Schoemaker, although hindsight bias is prevalent and we need to be aware of it in after-the-fact analyses, it may be used positively via framing scenarios in the past tense and asking for alternative histories with what-if scenarios.

A third bias of interest is the desirability bias. While scenario planners need to carefully disentangle what they wish to happen from alternative plans, historical analysts need to be cautious about how they engage in retrospective sensemaking when interpreting past records. A global pandemic was fully undesirable across all stakeholders and thus signs of spreading of the virus were ignored or minimized until it was too late. Specifically prompting for undesirable-case scenarios to be generated in scenario planning while instigating thought experiments on alternative histories could pre-empt this bias.

It is not just biases and misinformation that can distort conclusions. Given that we live in a misinformation age bombarded with “alternative facts” and “fake news accounts,” our use of historical analogies may be qualified by the level of trust we place in historical information. There are also potential effects of informational asymmetries and information overload: it is difficult to discern between what information we should consider and learn from, and which information to ignore. Similar to historical analysts’ use of counterfactual history (Evans, 2014), scenario planners may emphasize premortem exercises (i.e., placing themselves in a future position under each of the scenarios and engaging in counterfactual thinking on what could have gone wrong) to alleviate informational distortions.

Historical analysis is teaching us that we should indeed learn from history—from past successes and from past failures. Because what is forgotten, can repeat itself—and we may miss the opportunity to prepare for it. We can learn from history to become more resilient and anti-fragile. We can learn how to handle risk better if we can improve our scenarios (and act upon them) by studying history. But, while doing so, we have to be cognizant of not anchoring on misinformed accounts, ignoring significant information and overweighing misconstrued contexts.

Schoemaker's article gives insights on why historians should not leave the future to others (Bátiz-Lazo & Haigh& Stearns, 2014) and why scenario planners should embrace history. Rather than writing reactive scenarios (Cairns & Wright, 2020), we have to learn from alternative analyses of the past to proactively and creatively plan for the future. Historical analysis and scenario-planning have to feed from each other to lead to better forecasts and actions. Rather than operating in silos, collaborations via retrospective and prospective pathways would enhance both fields and Schoemaker points the way.

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