Pekka Korhonen, Juuso Liesiö, Aapo Siljamäki, Jyrki Wallenius
{"title":"Supporting Scenario-Based Decision-Making With Multi-Objective Optimization","authors":"Pekka Korhonen, Juuso Liesiö, Aapo Siljamäki, Jyrki Wallenius","doi":"10.1002/ffo2.70012","DOIUrl":"https://doi.org/10.1002/ffo2.70012","url":null,"abstract":"<p>Scenarios are commonly used to support decision-making by evaluating how each decision alternative performs in each scenario. These evaluations are then used to identify the preferred alternative in view of all scenarios. Many suggested approaches interpret scenarios as mutually exclusive states, which enables the use of subjective expected utility (SEU) to aggregate the scenario-specific performance but requires estimates on the scenario probabilities. Other approaches treat scenarios as attributes and utilize multi-attribute value theory (MAVT) to capture alternatives' overall performance, in which case both the likelihood and importance of scenarios are captured by attribute weights. In this paper, we establish a series of theoretical results demonstrating that Pareto optimality serves as a noncontroversial solution concept for both approaches and thus propose using the alternatives' performances in each scenario as the objective functions of a multi-objective optimization model. This allows the use of existing multi-objective optimization approaches, such as Pareto Race and robust portfolio modeling, to support the decision-maker in identifying the preferred alternative. The use of multi-objective optimization avoids the difficult task of eliciting scenario probabilities. We illustrate our ideas with a small-scale example and a scenario-based foresight application, with data from a real-world application.</p>","PeriodicalId":100567,"journal":{"name":"FUTURES & FORESIGHT SCIENCE","volume":"7 2","pages":""},"PeriodicalIF":0.0,"publicationDate":"2025-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/ffo2.70012","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144185896","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Jörg M. Delhaes, Ana C. L. Vieira, João F. Pimenta, Mónica D. Oliveira
{"title":"Participatory Methods in Corporate Foresight: A Systematic Literature Review of Case Studies and Guidelines for Reporting","authors":"Jörg M. Delhaes, Ana C. L. Vieira, João F. Pimenta, Mónica D. Oliveira","doi":"10.1002/ffo2.70011","DOIUrl":"https://doi.org/10.1002/ffo2.70011","url":null,"abstract":"<p>Case studies developed in real settings are essential to generate insights into Corporate Foresight research, as they provide evidence of the relevance of foresight approaches in practical contexts while inspiring new approaches and applications. Proper reporting of methods used in case study publications is necessary to communicate the results' validity, enable studies' replicability, and learn from practice. A key component of case studies in Corporate Foresight is the design and implementation of participation. Aiming to show how participation has been utilized in the Corporate Foresight field, this study presents a systematic literature review that examines the participatory component of Corporate Foresight case studies published between 2003 and 2023. The review was designed to inform about which contexts have case studies been applied to and which decisions have been supported; which participatory processes and methods have been adopted over time, and whether new processes and methods are being used and shaped by emerging technologies; and whether participatory processes and methods have been documented to enable study replicability and an understanding of participatory processes. For this later purpose, we built a taxonomy to enable analysis of the level of documentation of participation in the reviewed case studies. Results show (i) literature is diverse and growing, but the application of participatory methods is often limited to traditional setups; (ii) few case studies comprehensively describe their participatory component, revealing significant gaps in the documentation required to understand how and why it was designed and implemented. An integrative review helped understand the reasons for these findings and make a case for improving the documentation of participation and exploring the use of novel technologies in Corporate Foresight research. We propose guidelines to help future researchers better document their case studies, enable research replicability, and generate more insights and learnings for future studies.</p>","PeriodicalId":100567,"journal":{"name":"FUTURES & FORESIGHT SCIENCE","volume":"7 2","pages":""},"PeriodicalIF":0.0,"publicationDate":"2025-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/ffo2.70011","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144185898","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Ayonghe Nebasifu, Hanna Ekström, Bogomil Iliev, Sampo Pihlainen, Stefanie Linser, Fredy D. Polo-Villanueva, Anne Viljanen, Martin Charlier, Md. Rayhanur Rahman, Krzysztof Niedzialkowski, Juulia Kuhlman, Aino Assmuth, Derek Garfield, Dalia D'Amato, Nils Droste
{"title":"Avoiding Nightmare Forests: Insights From a Co-Creative Workshop","authors":"Ayonghe Nebasifu, Hanna Ekström, Bogomil Iliev, Sampo Pihlainen, Stefanie Linser, Fredy D. Polo-Villanueva, Anne Viljanen, Martin Charlier, Md. Rayhanur Rahman, Krzysztof Niedzialkowski, Juulia Kuhlman, Aino Assmuth, Derek Garfield, Dalia D'Amato, Nils Droste","doi":"10.1002/ffo2.70010","DOIUrl":"https://doi.org/10.1002/ffo2.70010","url":null,"abstract":"<p>Since the 1987 UN report “Our Common Future”, aimed at bridging divides among various stakeholders by advocating for “sustainable development”, renewed demands for environmentally adjusted measures have emerged, calling for a future that consolidates socially just, ecologically sound, and economically viable outcomes through sustainable forest management. For Nordic forests, this means policy measures focused on enhancing the forest-based bioeconomy, transitioning to a fossil-free society, adapting to climate change and combatting rapid biodiversity loss while securing continuous timber supply and valuable livelihoods. With expectations for Nordic forests to meet these demands, an impending challenge is how to bring about a desirable future while minimizing uncertainties. Given this urgency, we present a backcasting method applied to a co-creative workshop among research scholars to examine prospective scenarios for Nordic forests, ranging from nightmarish futures to risk-mitigation strategies. The workshop builds on an interdisciplinary research project to provide policy support for sustainable governance. We found that despite fears expressed about an adverse intensive forestry scenario, most participants identified multifunctionality and delivering multiple ecosystem services as critical to the future sustainability of Nordic forests. In addition, participants highlighted the coming need to incorporate hybrid forest management approaches for high-value biodiversity and to consider precautionary measures in forestry decisions. We conclude that approaching the future through a backcasting workshop promises to bring together a broad range of participants to create a common vision.</p>","PeriodicalId":100567,"journal":{"name":"FUTURES & FORESIGHT SCIENCE","volume":"7 2","pages":""},"PeriodicalIF":0.0,"publicationDate":"2025-05-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/ffo2.70010","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143904948","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Guus Rongen, Gabriela F. Nane, Oswaldo Morales-Napoles, Roger M. Cooke
{"title":"Continuous Distributions and Measures of Statistical Accuracy for Structured Expert Judgment","authors":"Guus Rongen, Gabriela F. Nane, Oswaldo Morales-Napoles, Roger M. Cooke","doi":"10.1002/ffo2.70009","DOIUrl":"https://doi.org/10.1002/ffo2.70009","url":null,"abstract":"<p>This study evaluates five scoring rules, or measures of statistical accuracy, for assessing uncertainty estimates from expert judgment studies and model forecasts. These rules — the Continuously Ranked Probability Score (<span></span><math>\u0000 <semantics>\u0000 <mrow>\u0000 <mi>CRPS</mi>\u0000 </mrow>\u0000 <annotation> ${CRPS}$</annotation>\u0000 </semantics></math>), Kolmogorov-Smirnov (<span></span><math>\u0000 <semantics>\u0000 <mrow>\u0000 <mi>KS</mi>\u0000 </mrow>\u0000 <annotation> ${KS}$</annotation>\u0000 </semantics></math>), Cramer-von Mises (<span></span><math>\u0000 <semantics>\u0000 <mrow>\u0000 <mi>CvM</mi>\u0000 </mrow>\u0000 <annotation> ${CvM}$</annotation>\u0000 </semantics></math>), Anderson Darling (<span></span><math>\u0000 <semantics>\u0000 <mrow>\u0000 <mi>AD</mi>\u0000 </mrow>\u0000 <annotation> ${AD}$</annotation>\u0000 </semantics></math>), and chi-square test — were applied to 6864 expert uncertainty estimates from 49 Classical Model (CM) studies. We compared their sensitivity to various biases and their ability to serve as performance-based weight for expert estimates. Additionally, the piecewise uniform and Metalog distribution were evaluated for their representation of expert estimates because four of the five rules require interpolating the experts' estimates. Simulating biased estimates reveals varying sensitivity of the considered test statistics to these biases. Expert weights derived using one measure of statistical accuracy were evaluated with other measures to assess their performance. The main conclusions are (1) <span></span><math>\u0000 <semantics>\u0000 <mrow>\u0000 <mi>CRPS</mi>\u0000 </mrow>\u0000 <annotation> ${CRPS}$</annotation>\u0000 </semantics></math> overlooks important biases, while chi-square and <span></span><math>\u0000 <semantics>\u0000 <mrow>\u0000 <mi>AD</mi>\u0000 </mrow>\u0000 <annotation> ${AD}$</annotation>\u0000 </semantics></math> behave similarly, as do <span></span><math>\u0000 <semantics>\u0000 <mrow>\u0000 <mi>KS</mi>\u0000 </mrow>\u0000 <annotation> ${KS}$</annotation>\u0000 </semantics></math> and <span></span><math>\u0000 <semantics>\u0000 <mrow>\u0000 <mi>CvM</mi>\u0000 </mrow>\u0000 <annotation> ${CvM}$</annotation>\u0000 </semantics></math>. (2) All measures except <span></span><math>\u0000 <semantics>\u0000 <mrow>\u0000 <mi>CRPS</mi>\u0000 </mrow>\u0000 <annotation> ","PeriodicalId":100567,"journal":{"name":"FUTURES & FORESIGHT SCIENCE","volume":"7 2","pages":""},"PeriodicalIF":0.0,"publicationDate":"2025-05-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/ffo2.70009","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143904947","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Anu Laakkonen, Aleksi Heiskanen, Annukka Näyhä, Anne Toppinen, Elias Hurmekoski
{"title":"Foresight-Related Dynamic Capabilities in Finnish Forest-Based Bioeconomy SMEs","authors":"Anu Laakkonen, Aleksi Heiskanen, Annukka Näyhä, Anne Toppinen, Elias Hurmekoski","doi":"10.1002/ffo2.70007","DOIUrl":"https://doi.org/10.1002/ffo2.70007","url":null,"abstract":"<div>\u0000 \u0000 <p>A highly uncertain and complex operating environment with numerous sustainability challenges creates pressure on companies and other societal actors to renew their practices and business models. Practicing corporate foresight, that is, applying foresight methods in strategic decision-making, together with a futures-conscious mindset, can help diverse companies to maintain their competitive advantage. Companies' dynamic capabilities on foresight and futures consciousness can facilitate sensing unexpected events, seizing emerging opportunities, and reconfiguring their business models and strategies to respond to changes in the operating environment. This study explored the foresight-related dynamic capabilities of small and medium-sized enterprises (SMEs) in the Finnish forest-based bioeconomy. A mixed methods approach was followed in which data were collected from Finnish SMEs using semi-structured interviews and an online questionnaire. The data were analyzed using interpretive content analysis and descriptive statistics. The findings suggest that the included Finnish forest-based bioeconomy SMEs do have the capability to sense and seize opportunities within the changing operating environment. However, the managements' perceptions emphasize short-term operational planning of their activities occurring in a rather closed and predictable environment. There were only limited indications of the capability to reconfigure business models in a futures-conscious way. Thus, it can be suggested that nurturing a more open mindset toward alternative future pathways, recognizing how company actions impact other actors and the operating environment, and utilizing foresight-generated knowledge in strategic planning and decision-making can provide opportunities to create new sources of sustainable competitive advantage.</p>\u0000 </div>","PeriodicalId":100567,"journal":{"name":"FUTURES & FORESIGHT SCIENCE","volume":"7 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2025-04-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/ffo2.70007","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143845830","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Correction to “The Holistic Framework of Time for Warfare”","authors":"","doi":"10.1002/ffo2.70008","DOIUrl":"https://doi.org/10.1002/ffo2.70008","url":null,"abstract":"<p>Hiltunen, E., and Huhtinen, A.-M. 2025. “The Holistic Framework of Time for Warfare.” <i>Futures & Foresight Science</i> 7: e200. https://onlinelibrary.wiley.com/doi/epdf/10.1002/ffo2.200.</p><p>We apologize for this error.</p>","PeriodicalId":100567,"journal":{"name":"FUTURES & FORESIGHT SCIENCE","volume":"7 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2025-04-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/ffo2.70008","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143749354","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Revisiting the Use and Utility of Domain Mapping: A Comparative Study of the Future(s) of Diplomacy and International Affairs","authors":"Alex Wilner, Talya Stein","doi":"10.1002/ffo2.70006","DOIUrl":"https://doi.org/10.1002/ffo2.70006","url":null,"abstract":"<p>Domain mapping is a necessary yet too-easily overshadowed component of strategic foresight. A domain is defined as any topic that serves as the central focus of a foresight project. Domain mapping is the process of conceptually framing its scope, often by way of participatory brainstorming sessions with subject matter experts. Domain mapping should be thought of as a prerequisite to robust foresight research, a crucial and necessary preliminary step that animates all subsequent processes. Our article has two objectives: to reinvigorate the discussion on the use and utility of domain mapping by illustrating how, why, and when to use the technique; and, using a series of nine domain maps created with hundreds of Canadian public servants between 2018 and 2024, to test a novel approach for empirically evaluating the cumulative results of domain mapping by comparatively assessing the thematic shifts policy practitioners have attributed to the future(s) of diplomacy and international affairs. Our approach illustrates how longitudinal empirical studies of domain maps can shed light on the emerging and shifting perspectives of foresight experts and policy practitioners. The paper highlights nine separate uses for the technique, identifies where foresight and domain mapping are currently used within the Canadian government, analyzes an original set of related domain maps, and provides lessons on facilitating, using, and applying domain mapping with a focus on representation, group dynamics, and data quality.</p>","PeriodicalId":100567,"journal":{"name":"FUTURES & FORESIGHT SCIENCE","volume":"7 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2025-03-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/ffo2.70006","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143690172","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"State of the Future 20.0 By Jerome C. Glenn, Theodore Gordon, Elizabeth Florescu, and the Millenium Project Team, The Millenium ProjectWashington DC, 470 p text plus appendixes with sources and further information, available through https://millennium-project.org/","authors":"Nikos Kastrinos","doi":"10.1002/ffo2.70004","DOIUrl":"https://doi.org/10.1002/ffo2.70004","url":null,"abstract":"","PeriodicalId":100567,"journal":{"name":"FUTURES & FORESIGHT SCIENCE","volume":"7 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2025-03-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/ffo2.70004","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143689203","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Julieta Matos-Castaño, Maartje Huinink, Cristina Zaga, Mascha van der Voort
{"title":"Collective Sensemaking and Reframing in Futures Thinking Engagements: Lessons From a Responsible Futuring Learning Trajectory","authors":"Julieta Matos-Castaño, Maartje Huinink, Cristina Zaga, Mascha van der Voort","doi":"10.1002/ffo2.70002","DOIUrl":"https://doi.org/10.1002/ffo2.70002","url":null,"abstract":"<p>How can we facilitate collective sensemaking and reframing processes to foster futures thinking? This paper explores the use of Responsible Futuring, a design-oriented approach, in a learning trajectory for professionals facing complex digital transformations in their organizations. Responsible Futuring supports collective sensemaking and reframing processes across four cognitive and experiential levels: (1) understanding values, (2) imagining, (3) tangibilizing, and (4) introspecting. While the trajectory enabled participants to incorporate diverse perspectives and embrace long-term thinking, our findings revealed a tendency towards solutionism, where participants prematurely focused on specific solutions rather than exploring broader, values-driven futures. In response, we propose four critical areas of attention, including (1) iterative guidance to redirect focus towards broader perspectives, (2) zooming processes to mitigate risks of actor and stakeholder inclusion/exclusion, (3) clearly defined goals in speculative activities to align with learning objectives, and (4) grounding speculative futures in everyday realities to enhance relevance. By addressing these areas, we offer insights for researchers and practitioners aiming to integrate futures-oriented activities into lifelong learning trajectories for communities navigating complex transformations.</p>","PeriodicalId":100567,"journal":{"name":"FUTURES & FORESIGHT SCIENCE","volume":"7 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2025-03-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/ffo2.70002","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143689202","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Can Narrative-Based Scenarios Support Quantitative Judgmental Forecasting?","authors":"Paul Goodwin, George Wright","doi":"10.1002/ffo2.70003","DOIUrl":"https://doi.org/10.1002/ffo2.70003","url":null,"abstract":"<div>\u0000 \u0000 <p>Narrative-based scenario planning and forecasting are often regarded as distinct methods for informing decisions subject to risk and uncertainty. This paper compares the approaches and explores the extent to which narrative scenarios can enhance quantitative judgmental forecasts. It argues that scenarios can provide a transparent rationale and context for forecasts, thereby increasing their acceptability. While there is little extant evidence that scenarios can be effective in mitigating judgmental biases in forecasting, this may result from the abbreviated form of the scenarios provided and the non-involvement of forecasters in their development. However, the integration of quantitative forecasting models with scenarios can enhance the former's value—by exposing inconsistencies and discrepancies that may require resolution, and revealing underlying forecast assumptions that need to be both appreciated and monitored.</p>\u0000 </div>","PeriodicalId":100567,"journal":{"name":"FUTURES & FORESIGHT SCIENCE","volume":"7 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2025-02-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/ffo2.70003","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143497004","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}