N-factorial scenarios : A systems-theoretical approach to scenario-planning

dc.contributor.authorRoth, Steffen
dc.contributor.authorKiškienė, Austė
dc.contributor.authorGaizauskiene, Dovile
dc.contributor.authorKaivo-oja Jari
dc.contributor.organizationfi=tulevaisuuden tutkimuskeskus|en=Finland Futures Research Centre (FFRC)|
dc.contributor.organization-code1.2.246.10.2458963.20.36987167164
dc.converis.publication-id477000167
dc.converis.urlhttps://research.utu.fi/converis/portal/Publication/477000167
dc.date.accessioned2026-01-21T15:13:52Z
dc.date.available2026-01-21T15:13:52Z
dc.description.abstract<p>Scenarios are among the most popular techniques for managing the uncertainty and complexity of the future. Even the more sophisticated scenario designs, however, often reduce the future to a narrow set of typically only two key factors that are arranged into a four-square matrix representing four distinct yet interrelated scenarios. Consequently, scenarios have been criticised for being simplistic or reductionist by design. In this article, we address these criticisms by proposing a basic design for n-factorial scenarios. Following a short discussion of the procedures and limitations of classical scenario design, we draw on the example of a standard 2 × 2 matrix titled ‘Four Scenarios for the Digital Transformation’ to illustrate the limitations of the standard approach and demonstrate the potential of a digital approach to scenario building. We conclude that standard scenario planning is often characterised by a systematic omission of potentially critical scenarios, which our proposed digital approach can detect and map out.<br></p>
dc.identifier.eissn1099-1743
dc.identifier.jour-issn1092-7026
dc.identifier.olddbid214180
dc.identifier.oldhandle10024/197198
dc.identifier.urihttps://www.utupub.fi/handle/11111/56496
dc.identifier.urlhttps://doi.org/10.1002/sres.3120
dc.identifier.urnURN:NBN:fi-fe2025082786628
dc.language.isoen
dc.okm.affiliatedauthorKaivo-oja, Jari
dc.okm.discipline511 Economicsen_GB
dc.okm.discipline512 Business and managementen_GB
dc.okm.discipline519 Social and economic geographyen_GB
dc.okm.discipline520 Other social sciencesen_GB
dc.okm.discipline511 Kansantaloustiedefi_FI
dc.okm.discipline512 Liiketaloustiedefi_FI
dc.okm.discipline519 Yhteiskuntamaantiede, talousmaantiedefi_FI
dc.okm.discipline520 Muut yhteiskuntatieteetfi_FI
dc.okm.internationalcopublicationinternational co-publication
dc.okm.internationalityInternational publication
dc.okm.typeA1 ScientificArticle
dc.publisherWiley
dc.publisher.countryUnited Kingdomen_GB
dc.publisher.countryBritanniafi_FI
dc.publisher.country-codeGB
dc.relation.doi10.1002/sres.3120
dc.relation.ispartofjournalSystems Research and Behavioral Science
dc.source.identifierhttps://www.utupub.fi/handle/10024/197198
dc.titleN-factorial scenarios : A systems-theoretical approach to scenario-planning
dc.year.issued2024

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