Submitted:
14 May 2026
Posted:
15 May 2026
You are already at the latest version
Abstract
Keywords:
1. Introduction
- SRQ1: How can the difference between organizational paradigms be determined?
- SRQ2: What can serve as comparable paradigm representations?
- SRQ3: Can archetypal societal paradigms be mapped as shared mental model representations? How?
- SRQ4: How can these maps be compared to answer the main research question?
- SRQ5: What are the underlying ontological shifts that can be inferred from a comparison?
- SRQ6: What implications do the study outcomes have for theory and practice of organizational change?
2. Conceptual Development for the Study
2.1. Complexity Theory Perspective and Organizational Change
2.2. Social Constructionism and the Role of Language
2.3. Cognition and Mental Models
2.4. Social Construction of Organizational Kuhnian-type Paradigms
2.5. Mental Model Representations (Cognitive/Concept Maps and Domain Ontologies)
2.6. Researcher Meta-Paradigm
3. Methodology
- Embracing the subjectivity of the researcher in an unavoidable embedded research context
- As the researcher, navigating an ongoing interaction between my own lived experiences, academic theory and the context of my inquiry
- Applying a balance between rigor and creativity
- Being open to emergence and evolving the approach and myself through the process
3.1. STEP 1: Compiling a Set of Fundamental (Ontological) Questions
3.2. STEP 2: Creating a Shared Concept Map for the Traditional Business Organization (TBO)
3.2.1. Step 2.1: Corpus Linguistics Analysis
3.2.2. Step 2.2: Content Analysis
3.2.3. Step 2.3: Integrating the Results from Steps 2.1 and 2.2 and Creating a Concept Map and Narrative
3.3. STEP 3: Creating a Shared Concept Map and narrative for an emerging Progressive Future Business Organization (PFBO)
3.3.1. Step 3.1: Content Analysis
3.3.2. Step 3.2: Themes and Concepts Verification
3.3.3. Step 3.3: Creating a Concept Map with Its Corresponding Narrative
3.4. STEP 4: Concept Maps (and Narratives) Qualitative Comparison
3.5. STEP 5: Ontological Differentiation Between Comparable Statements
4. Results
4.1. Concept Maps and Narratives
4.1.1. Methodology-Related Observations for Interpretation
- The differences in types of texts used as input data (periodical articles vs books).
- Potential differences in the intent of authors between the two literature sets. The HBR articles used for the TBO were typically attempting to convince their audience of a specific new useful development, which was contained within a specific aspect of a business organization, i.e. the articles had an enhancement focus. The PFBO literature aimed at describing significant all-encompassing changes for organizations and their contexts, which could be deemed transformation focused.
- A significant increase in emphasis on context in the literature used for the PFBO.
- An inherent increase in complexity of the domain as is clear from the PFBO concept map content (See Section 5.1.2 for the discussion of this aspect).
- Concepts in the PFBO concept map often have more descriptive information than concepts on the TBO map. This is due to the comparison purpose for drafting the concept maps. For the PFBO concept map, an emphasis was inevitably placed on how the concept might differ from something similar appearing on the TBO concept map. For example, Industries appear on the TBO map and Fused/Integrated Markets & Industries appear on the PFBO map. In the TBO reality, an industry will simply be what the shared understanding is. In the PFBO it becomes pertinent that an industry will not be the same anymore. We don’t have a different word for it (maybe not yet), so some more description is needed to highlight the differences. Another example is Economies on the TBO map versus Equitable, Profitable, Sustainable Economy on the PFBO map, or Teams (TBO) compared to Distributed, Self-organizing, Multi-disciplinary Teams (PFBO).
4.2. Comparable Statements (Assumptions) and Ontological Shifts
5. Discussion
5.1. Interpretation of Ontological Shifts
5.1.1. Social Responsibility and Participation
5.1.2. An Explicit Shift to Complexity
5.2. Implications for Theory
5.2.1. An Integrated, Transdisciplinary Paradigm Shift
5.2.2. Connecting Across Discourse Levels and the Practice-Theory Divide
5.3. Implications for Organizational Practice
5.3.1. Constructing and Recognizing a Paradigm by the Language being Used
5.4. Methodological Contributions
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Data Availability Statement
Acknowledgements
Conflicts of Interest
Abbreviations
| DOCF | Document Frequency |
| HBR | Harvard Business Review |
| PFBO | Progressive Future Business Organization |
| SMM | Shared Mental Model |
| TBO | Traditional Business Organization |
References
- Schwab, K. The Fourth Industrial Revolution; Portfolio Penguin: London, 2017. [Google Scholar]
- Melnyk, L.Hr.; Dehtyarova, I.B.; Kubatko, O. V.; Kharchenko, M.O. Economic and Social Challenges of Disruptive Technologies in Conditions of Industries 4.0 and 5.0: The EU Experience. Mech. An. Econ. Regul. 2020, 32–42. [Google Scholar] [CrossRef]
- Dhanda, U.; Shrotryia, V.K. Corporate Sustainability: The New Organizational Reality. Qual. Res. Organ. Manag. 2021, 16, 464–487. [Google Scholar] [CrossRef]
- Delbridge, R.; Helfen, M.; Pekarek, A.; Schuessler, E.; Zietsma, C. Organizing Sustainably: Introduction to the Special Issue. Organ. Stud. 2024, 45, 7–29. [Google Scholar] [CrossRef]
- Dasgupta, S.; Sanyal, D. The March towards Infinity – the Impending Era of Deep Thinking. Foresight 2020, 22, 129–143. [Google Scholar] [CrossRef]
- Horney, N.; Pasmore, B.; O’Shea, T. Leadership Agility: A Business Imperative for a VUCA World. People Strategy 2010, 33, 32–38. [Google Scholar]
- Kaivo-oja, J.R.L.; Lauraeus, I.T. The VUCA Approach as a Solution Concept to Corporate Foresight Challenges and Global Technological Disruption. Foresight 2018, 20, 27–49. [Google Scholar] [CrossRef]
- Denning, S. Agile’s Ten Implementation Challenges. Strategy Leadersh. 2016, 44, 15–20. [Google Scholar] [CrossRef]
- Denning, S. Ten Agile Axioms That Make Conventional Managers Anxious. Strategy Leadersh. 2018, 46, 10–16. [Google Scholar] [CrossRef]
- Hambrick, D.C. What If the Academy Actually Mattered? Acad. Manag. Rev. 1994, 19, 11–16. [Google Scholar] [CrossRef]
- Davis, G.F. Celebrating Organization Theory: The After-Party. J. Manag. Stud. 2015, 52. [Google Scholar] [CrossRef]
- Reinecke, J.; Boxenbaum, E.; Gehman, J. Impactful Theory: Pathways to Mattering. Organ. Theory 2022, 3. [Google Scholar] [CrossRef]
- Maguire, K. Transdisciplinarity: Towards an Epistemology of What Matters. In Transdisciplinary Theory, Practice and Education; Fam, D., Neuhauser, L., Gibbs, P., Eds.; Springer: Cham, 2018; pp. 103–115. [Google Scholar]
- Cilliers, P.; Nicolescu, B. Complexity and Transdisciplinarity - Discontinuity, Levels of Reality and the Hidden Third. Futures 2012, 44, 711–718. [Google Scholar] [CrossRef]
- Kuhn, T.S. The Structure of Scientific Revolutions: 50th Anniversary Edition, 4th ed.; University of Chicago Press: Chicago, 2012; ISBN 9780226458144. [Google Scholar]
- Denzau, A.T.; North, D.C. Shared Mental Models: Ideologies and Institutions. Kyklos 1994, 47, 3–31. [Google Scholar] [CrossRef]
- Brown, R.H. Bureaucracy as Praxis: Toward a Political Phenomenology of Formal Organizations. Adm. Sci. Q. 1978, 23, 365–382. [Google Scholar] [CrossRef]
- Imershein, A.W. Organizational Change as a Paradigm Shift. Sociol. Q. 1977, 18, 33–43. [Google Scholar] [CrossRef]
- Miller, D.; Friesen, P.H. Momentum and Revolution in Organizational Adaptation. Acad. Manag. J. 1980, 23, 591–614. [Google Scholar] [CrossRef]
- Sheldon, A. Organizational Paradigms: A Theory of Organizational Change. Organ. Dyn. 1980, 8, 61–80. [Google Scholar] [CrossRef]
- Simsek, H.; Louis, K.S. Organizational Change as Paradigm Shift: Analysis of the Change Process in a Large. Public Univ. J. High. Educ. 1994, 65, 670–695. [Google Scholar] [CrossRef]
- Mohammed, S.; Ferzandi, L.; Hamilton, K. Metaphor No More: A 15-Year Review of the Team Mental Model Construct. J. Manag. 2010, 36, 876–910. [Google Scholar] [CrossRef]
- Dechurch, L.A.; Mesmer-Magnus, J.R. Measuring Shared Team Mental Models: A Meta-Analysis. Group Dyn. 2010, 14, 1–14. [Google Scholar] [CrossRef]
- Kearney, A.R.; Bradley, G.; Kaplan, R.; Kaplan, S. Stakeholder Perspectives on Appropriate Forest Management in the Pacific Northwest. For. Sci. 1999, 45, 62–73. [Google Scholar] [CrossRef]
- Tikkanen, J.; Isokääntä, T.; Pykäläinen, J.; Leskinen, P. Applying Cognitive Mapping Approach to Explore the Objective–Structure of Forest Owners in a Northern Finnish Case Area. For. Policy Econ. 2006, 9, 139–152. [Google Scholar] [CrossRef]
- Aminpour, P.; Gray, S.A.; Jetter, A.J.; Introne, J.E.; Singer, A.; Arlinghaus, R. Wisdom of Stakeholder Crowds in Complex Social-Ecological Systems. Nat. Sustain. 2020, 3, 191–199. [Google Scholar] [CrossRef]
- Blacketer, M.P.; Brownlee, M.T.J.; Baldwin, E.D.; Bowen, B.B. Fuzzy Cognitive Maps of Social-Ecological Complexity: Applying Mental Modeler to the Bonneville Salt Flats. Ecol. Complex. 2021, 47, 100950. [Google Scholar] [CrossRef]
- Garrity, E.J. Using Systems Thinking to Understand and Enlarge Mental Models: Helping the Transition to a Sustainable World. Systems 2018, 6, 15. [Google Scholar] [CrossRef]
- Thomas, L.D.; Patterson, E. Systems Modeling Language Viewpoint Utilization to Facilitate Shared Mental Models among System Stakeholders. Syst. Res. Behav. Sci. 2020, 37, 128–140. [Google Scholar] [CrossRef]
- Whittle, A.; Vaara, E.; Maitlis, S. The Role of Language in Organizational Sensemaking: An Integrative Theoretical Framework and an Agenda for Future Research. J. Manag. 2023, 49, 1807–1840. [Google Scholar] [CrossRef]
- Stefanowitsch, A. Corpus Linguistics: A Guide to the Methodology; Language Science Press: Berlin, 2020; ISBN 9783961102242. [Google Scholar]
- Rayson, P. From Key Words to Key Semantic Domains. Int. J. Corpus Linguist. 2008, 13, 519–549. [Google Scholar] [CrossRef]
- Fox, R. Using Corpus Linguistics to Describe Corporations’ Ideologies. Tour. Hosp. Manag. 2006, 12, 15–24. [Google Scholar] [CrossRef]
- Harper, S.; Dorton, S. Towards a Context-Dependent Framework for Visualizing Mental Models. Proceedings of the Proceedings of the 2020 Human Factors and Ergonomics Society 64th International Annual Meeting 2020, Vol. 64, 308–312. [Google Scholar] [CrossRef]
- Langan-Fox, J.; Code, S.; Langfield-Smith, K. Team Mental Models: Techniques, Methods, and Analytic Approaches. Hum. Factors 2000, 42, 242–271. [Google Scholar] [CrossRef] [PubMed]
- Montuori, A. Gregory Bateson and the Promise of Transdisciplinarity. Cybern. Hum. Knowing 2005, 12, 147–158. [Google Scholar]
- Wickson, F.; Carew, A.L.; Russell, A.W. Transdisciplinary Research: Characteristics, Quandaries and Quality. Futures 2006, 38, 1046–1059. [Google Scholar] [CrossRef]
- Cilliers, P. Boundaries, Hierarchies and Networks in Complex Systems. Int. J. Innov. Manag. 2001, 5, 135–147. [Google Scholar] [CrossRef]
- Cilliers, P. What Can We Learn from a Theory of Complexity? Emerg. Complex. Organ. 2000, 2, 23–33. [Google Scholar] [CrossRef] [PubMed]
- Stacey, R.D.; Griffin, D.; Shaw, P. Complexity and Management - Fad or Radical Challenge to Systems Thinking? Routledge: London, 2000; ISBN 0-203-18468-8. [Google Scholar]
- Cilliers, P. Complexity, Deconstruction and Relativism. Theory Cult. Soc. 2005, 22, 255–267. [Google Scholar] [CrossRef]
- Woermann, M.; Cilliers, P. The Ethics of Complexity and the Complexity of Ethics. South Afr. J. Philos. 2012, 31, 447–463. [Google Scholar] [CrossRef]
- Richardson, K.A.; Cilliers, P.; Lissack, M. Complexity Science: A “Gray” Science for the “Stuff in Between.”. Emerg. Complex. Organ. 2001, 3, 6–18. [Google Scholar] [CrossRef]
- Allen, P.; Maguire, S.; McKelvey, B. Complexity and Management: Introducing the SAGE Handbook. In The SAGE Handbook of Complexity and Management; Allen, P., Maguire, S., McKelvey, B., Eds.; SAGE: Los Angeles, 2011; ISBN 9781847875693. [Google Scholar]
- Preiser, R.; Cilliers, P. Unpacking the Ethics of Complexity: Concluding Reflections. In Complexity, Difference and Identity - An Ethical Perspective; Preiser, R., Cilliers, P., Eds.; Springer: Dordrecht, 2010; pp. 265–287. ISBN 9789048191871. [Google Scholar]
- Capra, F.; Jakobsen, O.D. A Conceptual Framework for Ecological Economics Based on Systemic Principles of Life. Int. J. Soc. Econ. 2017, 44, 831–844. [Google Scholar] [CrossRef]
- Davelaar, D. Transformation for Sustainability: A Deep Leverage Points Approach. Sustain. Sci. 2021, 16, 727–747. [Google Scholar] [CrossRef]
- Voulvoulis, N.; Giakoumis, T.; Hunt, C.; Kioupi, V.; Petrou, N.; Souliotis, I.; Vaghela, C.; Binti Wan Rosely, W.I.H. Systems Thinking as a Paradigm Shift for Sustainability Transformation. Glob. Environ. Change 2022, 75, 102544. [Google Scholar] [CrossRef]
- Allen, P.M.; Strathern, M.; Varga, L. Complexity: The Evolution of Identity and Diversity. In Complexity, Difference and Identity - An Ethical Perspective; Cilliers, P., Preiser, R., Eds.; Springer, 2010; Vol. 26, pp. 41–60. ISBN 9789048191864. [Google Scholar]
- Cameron, E.; Green, M. Making Sense of Change Management - A Complete Guide to the Models, Tools & Techniques of Organizational Change, 2nd ed.; Kogan Page: London, 2009; ISBN 9780749453107. [Google Scholar]
- Morgan, G. Reflections on Images of Organization and Its Implications for Organization and Environment. Organ. Environ. 2011, 24, 459–478. [Google Scholar] [CrossRef]
- Tsoukas, H.; Chia, R. On Organizational Becoming: Rethinking Organizational Change. Organ. Sci. 2002, 13, 567–582. [Google Scholar] [CrossRef]
- Lissack, M.R. Complexity: The Science, Its Vocabulary, and Its Relation to Organizations. Emerg. Complex. Organ. 1999, 1, 110–126. [Google Scholar] [CrossRef]
- Luhman, J.T.; Boje, D.M. What Is Complexity Science? A Possible Answer from Narrative Research. Emerg. Complex. Organ. 2001, 3, 158–168. [Google Scholar] [CrossRef] [PubMed]
- Berger, P.L.; Luckmann, T. The Social Construction of Reality: A Treatise in the Sociology of Knowledge; Open Road Media, 2011; ISBN 9781453215463. [Google Scholar]
- Searle, J.R. What Is an Institution? J. Institutional Econ. 2005, 1, 1–22. [Google Scholar] [CrossRef]
- Lawson, T. A Conception of Ontology; Cambridge, 2004. [Google Scholar]
- Chassagnon, V. Toward a Social Ontology of the Firm: Reconstitution, Organizing Entity, Institution, Social Emergence and Power. J. Bus. Ethics 2014, 124, 197–208. [Google Scholar] [CrossRef]
- Alvesson, M.; Kärreman, D. Taking the Linguistic Turn in Organizational Research: Challenges, Responses, Consequences. J. Appl. Behav. Sci. 2000, 36, 136–158. [Google Scholar] [CrossRef]
- Phillips, N.; Oswick, C. Organizational Discourse: Domains, Debates, and Directions. Acad. Manag. Ann. 2012, 6, 435–481. [Google Scholar] [CrossRef]
- Tsoukas, H. Afterword: Why Language Matters in the Analysis of Organizational Change. J. Organ. Change Manag. 2005, 18, 96–104. [Google Scholar] [CrossRef]
- Phillips, N.; Lawrence, T.B.; Hardy, C. Discourse and Institutions. Acad. Manag. Rev. 2004, 29, 635–652. [Google Scholar] [CrossRef]
- O’Leary, M.; Chia, R. Epistemes and Structures of Sensemaking in Organizational Life. J. Manag. Inq. 2007, 16, 392–406. [Google Scholar] [CrossRef]
- Fairhurst, G.T.; Putnam, L.L. Organizations as Discursive Constructions. Commun. Theory 2004, 14, 5–26. [Google Scholar] [CrossRef]
- Harrison, K. Ontological Commitments of Ethics and Economics. Econ. Thought 2013, 2, 1–19. [Google Scholar]
- Höllerer, M.A.; Jancsary, D.; Grafström, M. ‘A Picture Is Worth a Thousand Words’: Multimodal Sensemaking of the Global Financial Crisis. Organ. Stud. 2018, 39, 617–644. [Google Scholar] [CrossRef]
- Johnson, M.I.; Hudson, M.; Ryan, C.G. Perspectives on the Insidious Nature of Pain Metaphor: We Literally Need to Change Our Metaphors. Front. Pain Res. 2023, 4, 1224139. [Google Scholar] [CrossRef]
- Forseth, U.; Røyrvik, E.A.; Clegg, S. Naturalizing, Normalizing and Neutralizing: Metaphors Framing the Global Financial Crisis in Nordic Banks. Cult. Organ. 2023, 29, 157–174. [Google Scholar] [CrossRef]
- Flusberg, S.J.; Thibodeau, P.H. Why Is Mother Earth on Life Support? Metaphors in Environmental Discourse. Top. Cogn. Sci. 2023, 15, 522–545. [Google Scholar] [CrossRef] [PubMed]
- Hill, R.C.; Levenhagen, M. Metaphors and Mental Models: Sensemaking and Sensegiving in Innovative and Entrepreneurial Activities. J. Manag. 1995, 21, 1057–1074. [Google Scholar] [CrossRef]
- Lakoff, George.; Johnson, M. Metaphors We Live By; The University of Chicago Press: Chicago, 2003; ISBN 9780226470993. [Google Scholar]
- Morgan, G. Paradigms, Metaphors, and Puzzle Solving in Organization Theory. Adm. Sci. Q. 1980, 25, 605–622. [Google Scholar] [CrossRef]
- Pinker, S. The Stuff of Thought - Language as a Window into Human Nature; Penguin Books: London, 2007; ISBN 9780141015477. [Google Scholar]
- Moray, N. A Taxonomy and Theory of Mental Models. Proc. Hum. Factors Ergon. Soc. 40th Annu. Meet. 1996, Vol. 40, 164–168. [Google Scholar] [CrossRef]
- Jones, N.A.; Ross, H.; Lynam, T.; Perez, P.; Leitch, A. Mental Models: An Interdisciplinary Synthesis of Theory and Methods. Ecol. Soc. 2011, 16, 46. [Google Scholar] [CrossRef]
- Nersessian, N.J. The Cognitive Basis of Model-Based Reasoning in Science. In The Cognitive Basis of Science; Carruthers, P., Stitch, S., Siegal, M., Eds.; Cambridge University Press: Cambridge, 2002; pp. 133–153. [Google Scholar]
- Johnson-Laird, P.N. Mental Models in Cognitive Science. Cogn. Sci. 1980, 4, 71–115. [Google Scholar] [CrossRef]
- Senge, P.M. Mental Models. Plan. Rev. 1992, 20, 4–44. [Google Scholar] [CrossRef]
- Bruner, J. The Narrative Construction of Reality. Crit. Inq. 1991, 18, 1–21. [Google Scholar] [CrossRef]
- Rhodes, C.; Brown, A.D. Narrative, Organizations and Research. Int. J. Manag. Rev. 2005, 7, 167–188. [Google Scholar] [CrossRef]
- Weick, K.E.; Sutcliffe, K.M.; Obstfeld, D. Organizing and the Process of Sensemaking. Organ. Sci. 2005, 16, 409–421. [Google Scholar] [CrossRef]
- Tuckett, D.; Nikolic, M. The Role of Conviction and Narrative in Decision-Making under Radical Uncertainty. Theory Psychol. 2017, 27, 501–523. [Google Scholar] [CrossRef]
- Kay, J.A.; King, M.A. Radical Uncertainty: Decision-Making for an Unknowable Future; The Bridge Street Press: London, 2021; ISBN 9780349143996. [Google Scholar]
- Tsoukas, H.; Hatch, M.J. Complex Thinking, Complex Practice: The Case for a Narrative Approach to Organizational Complexity. Hum. Relat. 2001, 54, 979–1013. [Google Scholar] [CrossRef]
- Masterman, M. The Nature of a Paradigm. In Criticism and the Growth of Knowledge. Proceedings of the International Colloquium in the Philosophy of Science; Lakatos, I., Musgrave, A., Eds.; Cambridge University Press: London, 1970; pp. 59–89. ISSN ISBN 521078261. [Google Scholar]
- Gladwin, T.N.; Kennelly, J.J.; Krause, T.-S. Shifting Paradigms for Sustainable Development: Implications for Management Theory and Research. Acad. Manag. Rev. 1995, 20, 874–907. [Google Scholar] [CrossRef]
- Güner, S. Evaluation of the Evolution of Green Management with a Kuhnian Perspective. Bus. Res. 2018, 11, 309–328. [Google Scholar] [CrossRef]
- Khorasani, S.T.; Almasifard, M. Evolution of Management Theory within 20 Century: A Systemic Overview of Paradigm Shifts in Management. Int. Rev. Manag. Mark. 2017, 7, 134–137. [Google Scholar]
- Anand, G.; Larson, E.C.; Mahoney, J.T. Thomas Kuhn on Paradigms. Prod. Oper. Manag. 2020, 29, 1650–1657. [Google Scholar] [CrossRef]
- Ehrenfeld, J.R. Industrial Ecology: Paradigm Shift or Normal Science? Am. Behav. Sci. 2000, 44, 229–244. [Google Scholar] [CrossRef]
- Maia, A.G.; Zucatto, L.C.; Ferreira, E.; Neto, J. de Pietro; Silva, G.G.W.M. da A Theoretical Essay on the Influences of Social Science Paradigms on Organizational Decisions for Sustainability. In Seven Editora; 2023. [Google Scholar] [CrossRef]
- Kuhn, T.S. The Road since Structure. PSA Bienn. Meet. Philos. Sci. Assoc. 1990, 3–13. [Google Scholar] [CrossRef]
- O’Connor, D.L.; Johnson, T.E.; Khalil, M.K. Measuring Team Cognition: Concept Mapping Elicitation as a Means of Constructing Team Shared Mental Models in an Applied Setting. In Proceedings of the First International Conference on Concept Mapping, Pamplona, Spain, 2004; pp. 487–494. [Google Scholar]
- Lee, S.; Courtney, J.F.; O’Keefe, R.M. A System for Organizational Learning Using Cognitive Maps. Omega . 1992, 20, 23–36. [Google Scholar] [CrossRef]
- Eden, C. Cognitive Mapping. Eur. J. Oper. Res. 1988, 36, 1–13. [Google Scholar] [CrossRef]
- Uschold, M.; King, M.; Moralee, S.; Zorgios, Y. The Enterprise Ontology. Knowl. Eng. Rev. 1998, 13, 31–89. [Google Scholar] [CrossRef]
- Upward, A.; Jones, P. An Ontology for Strongly Sustainable Business Models: Defining an Enterprise Framework Compatible with Natural and Social Science. Organ. Environ. 2016, 29, 97–123. [Google Scholar] [CrossRef]
- Norder, K.A.; Sullivan, D.P.; Emich, K.J.; Sawhney, A. Reanchoring the Ontology of International Business. Acad. Manag. Perspect. 2021, 35, 314–323. [Google Scholar] [CrossRef]
- Salem, A.B.M.; Parusheva, S. Developing a Web-Based Ontology for E-Business. Int. J. Electron. Commer. Stud. 2018, 9, 119–132. [Google Scholar] [CrossRef]
- Guarino, N.; Guizzardi, G.; Mylopoulos, J. On the Philosophical Foundations of Conceptual Models. Inf. Model. Knowl. Bases XXXI 2020, Vol. 321, 1–14. [Google Scholar]
- Aghina, W.; De Smet, A.; Weerda, K. Agility: It Rhymes with Stability. In McKinsey Quarterly; 2015. [Google Scholar]
- Avery, G.C.; Bergsteiner, H. Sustainable Leadership Practices for Enhancing Business Resilience and Performance. Strategy Leadersh. 2011, 39, 5–15. [Google Scholar] [CrossRef]
- Bonini, S.; Görner, S. The Business of Sustainability. In McKinsey & Company; 2011. [Google Scholar]
- Denning, S. How to Make the Whole Organization Agile. Strategy Leadersh. 2015, 43, 10–17. [Google Scholar] [CrossRef]
- Lubin, D. A.; Esty, D.C. The Sustainability Imperative. Harv. Bus. Rev. 2010, 88, 42–50. [Google Scholar]
- Rigby, D.K.; Sutherland, J.; Takeuchi, H. Embracing Agile. Harv. Bus. Rev. 2016, 94, 40–50. [Google Scholar]
- Kilgarriff, A.; Baisa, V.; Bušta, J.; Jakubíček, M.; Kovář, V.; Michelfeit, J.; Rychlý, P.; Suchomel, V. The Sketch Engine: Ten Years On. Lexicography 2014, 1, 7–36. [Google Scholar] [CrossRef]
- Sketch Engine. Available online: https://www.sketchengine.eu/ (accessed on 30 November 2025).
- Parker, W.S. Model Evaluation: An Adequacy-for-Purpose View. Philos. Sci. 2020, 87, 457–477. [Google Scholar] [CrossRef]
- Langfield-Smith, K.; Wirth, A. Measuring Differences Between Cognitive Maps. J. Oper. Res. Soc. 1992, 43, 1135–1150. [Google Scholar] [CrossRef]
- Carley, K.; Palmquist, M. Extracting, Representing, and Analyzing Mental Models. Soc. Forces 1992, 70, 601–636. [Google Scholar] [CrossRef]
- Calori, R.; Johnson, G.; Sarnin, P. CEOs’ Cognitive Maps and the Scope of the Organization. Strateg. Manag. J. 1994, 15, 437–457. [Google Scholar] [CrossRef]
- Temesgen, A.K.; Storsletten, V.M.; Jakobsen, O.D. Circular Economy - Reducing Symptoms or Radical Change? Philos. Manag. 2021, 20, 37–56. [Google Scholar] [CrossRef]
- Kar, S.; Yadav, M.; Kumar Panda, T. Inclusive Organizational Behaviour - the Dynamic Rules of Building New Workplaces. VINE J. Inf. Knowl. Manag. Syst. 2025, 55, 492–510. [Google Scholar] [CrossRef]
- Kriger, M.P.; Hanson, B.J. A Value-Based Paradigm for Creating Truly Healthy Organizations. J. Organ. Change Manag. 1999, 12, 302–317. [Google Scholar] [CrossRef]
- Jordaan, B. Leading Organisations in Turbulent Times: Towards a Different Mental Model. In Leading in a VUCA World; Kok, J., Van den Heuvel, S.C., Eds.; Springer, 2019; pp. 59–75. [Google Scholar]
- Aust (Ehnert), I.; Matthews, B.; Muller-Camen, M. Common Good HRM: A Paradigm Shift in Sustainable HRM? Hum. Resour. Manag. Rev. 2020, 30, 100705. [Google Scholar] [CrossRef]
- Zizic, M.C.; Mladineo, M.; Gjeldum, N.; Celent, L. From Industry 4.0 towards Industry 5.0: A Review and Analysis of Paradigm Shift for the People, Organization and Technology. Energies . 2022, 15, 5221. [Google Scholar] [CrossRef]
- Bernstein, J.H. Transdisciplinarity: A Review of Its Origins, Development, and Current Issues. J. Res. Pract. 2015, 11, R1. [Google Scholar]
- Fairclough, N. Discourse Analysis in Organization Studies: The Case for Critical Realism. Organ. Stud. 2005, 26, 915–939. [Google Scholar] [CrossRef]
- Rupp, D.E.; Aguinis, H.; Siegel, D.; Glavas, A.; Aguilera, R. V. Corporate Social Responsibility Research: An Ongoing and Worthwhile Journey. Acad. Manag. Collect. 2024, 3, 1–16. [Google Scholar] [CrossRef]
- Sein, M.K.; Henfridsson, O.; Purao, S.; Rossi, M.; Lindgren, R. Action Design Research. MIS Q. 2011, 35, 37–56. [Google Scholar] [CrossRef]










|
Noun {DOCF} |
Associated Themes / Concepts from Content Analysis of top 10 articles {DOCF} | Grouped nouns {DOCF} | Concept(s) on Concept Map |
| manager {50} |
Direction: Managers have authority and make decisions top down {3} Direction: Company/managers define incentive scheme for certain results/behaviors {3} Direction: Managers choose operational elements (e.g. operating framework, approach, technologies, capabilities) {3} Structure: Hierarchical Management (Levels) {10} Roles: Managers/Management {10} Roles: Heads {6} Roles: Supervisors {4} Work: Managers know, decide and direct the work/activities that must be done {4} Work: Managers drive new norms and changes {3} Work: Managers put policies, programs, processes / operating frameworks in place {2} Individual Performance: Manager oversees work and determines who performs well {6} Motivation: Managers make people perform {2} |
head {28} management style/approach {17} supervisor {11} boss {10} |
- Managers - Hierarcy (of levels) |
| customer {47} |
Purpose: Create value for customer {7} Beneficiaries: Customers {10} Environment: Customers/clients {9} Environment: Buyers {2} Performance: Customer service/satisfaction {4} Performance: Value to customers {3} |
consumer {33} client {22} buyer {17} customer value {20} value chain {10} |
- Customers/ Consumers & Users |
| employee {46} |
Beneficiaries: Employees {7} Performance: Management/People capability {6} Performance: Retaining talent / Low people turnover {3} Performance: People development {2} Performance: Rewarding people {2} Threats: Resignations of valued staff {3} Threats: Employee/Team non-performance {2} Inputs: People {9} Roles: Employees {8} Roles: People {7} Roles: Staff {5} Roles: Workers {3} Roles: Personnel {2} Work: Workers are trained and equipped for what they must do {2} |
staff {26} talent {21} professional {18} worker {18} personnel {13} subordinate {13} |
- Employees |
| share {44} |
<concepts: market share [23]; company shares {7}> <company shares grouped with "stock"> Purpose: Secure market share {3} Performance: Market share {5} Threats: Declining competitive position / market share {3} |
<stock> | - Market Share |
| efficiency {28} |
<consistently refers to efficiency of aspects of a company's functioning> Performance: Efficiency / Lower costs {8} Inputs: Time {5} |
economies of scale {14} | - Efficiency - Time |
| Nr. | Author(s) | Title | Year |
| Literature analysed to construct model and narrative (Step 3.1) | |||
| 2 | Peter H. Diamandis & Steven Kotler | The Future is Faster than you Think | 2020 |
| 3 | Rebecca Henderson | Reimagining Capitalism in a World on Fire | 2020 |
| 4 | Philip Kotler | Confronting Capitalism - Real Solutions for a Troubled Economic System | 2015 |
| 5 | Colin Mayer | Prosperity - Better Business Makes the Greater Good | 2021 |
| 6 | Paul Norman (Editor) | HR - The New Agenda | 2022 |
| 7 | John Sanei | Foresight | 2019 |
| 8 | John Sanei & Iraj Abedian | Future Next - Reimagining our World & Conquering Uncertainty | 2020 |
| 9 | Klaus Schwab | The Fourth Industrial Revolution | 2016 |
| 10 | Joseph E. Stiglitz | People, Power and Profits - Progressive Capitalism for and Age of Discontent | 2019 |
| 11 | Daniel Susskind | A World without Work - Technology Automation and How We Should Respond | 2019 |
| 12 | Sandra van der Merwe & David Erixon | Distinguishers - Winning Customers at Speed, Scale & Lower Costs | 2021 |
| 13 | Abdullah Verachia | Disruption Amplified - Reset, Rewire, Reimagine Everything | 2020 |
| Other Literature used for Verification (Step 3.2) | |||
| 14 | Scott Galloway | Post Corona - Winners and Losers in a World Turned Upside Down | 2020 |
| 15 | Kevin Govender | The Rise of the Sharing Economy - Access is the New Ownership | 2021 |
| 16 | Ranjay Gulati | Deep Purpose - The Heart and Soul of High-Performance Companies | 2022 |
| 17 | Johan Kay & Mervyn King | Radical Uncertainty - Decision-making for an Unknowable Future | 2021 |
| 18 | William Macaskill | What We Owe the Future - A Million Year View | 2022 |
| 19 | Christian Madsbjerg | Sensemaking - What Makes Human Intelligence Essential in the Age of the Algorithm | 2017 |
| 20 | Greg Mills, Mcebisi Jonas, Haroon Bhorat & Ray Hartley (Editors) | Better Choices - Ensuring South Africa's Future | 2022 |
| 21 | David Pilling | The Growth Delusion - The Wealth and Well-being of Nations | 2019 |
| Question & Reference Count | Group Summary | Book References | Concepts on Concept Map |
| Why do business organizations exist (purpose)? TOTAL Count: 8 |
- To serve a purpose in society - Society that is sustainable, equitable, healthy; About wellbeing, improving our lives - being forces for good - Doing good for all stakeholders - Creating shared long-term value and prosperity - Creating an economy (a capitalism) that is conscious, profitable and equitable - Being grounded in genuine humanity, being distinctly human and preserving human life and livelihoods |
- Verachia (2020) p. 157-158 - Henderson (2021) p. 4; 9 - Sanei & Abedian (2020) p. 82; 135 - Van der Merwe & Erixon (2021) p. 16; 59-60; 294 - Stiglitz (2019) p. 24 - Kotler (2015) p. 15; 223 - Carney (2021) p. 9; 278; 337; 340; 358; 454 - Norman (2022) p. 4 - Millson in Norman (2022) p. 23; 33 - Bussin & Christos in Norman (2022) p. 75; 77 - Crous in Norman (2022) p. 216 |
- Purpose - Society (Humanity) - Stakeholders - Equitable, Profitable, Sustainable Economy - Long-term Shared Value & Prosperity |
| What must an organization do to survive / continue existing? TOTAL Count: 7 |
- Workforce retraining for a "New Normal" (job-retraining; developing new skills; reskilling; upskilling; development investment) - About preventing technological unemployment, coping with continuous technological disruption and some jobs being in chronic short supply - Retraining part of Employee Value Proposition (EPV) |
- Diamandis & Kotler (2020) p. 229-230 - Schwab (2016) p. 26; 149-154 - Susskind (2021) p.158, 159 - Van der Merwe & Erixon (2021) p. 138 - Kotler (2015) p. 88; 92 - Carney (2021) p. 415 - Norman (2022) p. 4; 7; 21 - Govender in Norman (2022) p. 41 - Balgobind in Norman (2022) p. 50-51; 53; 54 - Bussin & Christos in Norman (2022) p. 75; 76; 79 - Crous in Norman (2022) p. 204; 206 |
- Individuals / Workers (Talent) - Continuous Up- & Reskilling - Technological Unemployment |
| What must an organization do to survive / continue existing? TOTAL Count: 5 |
Supply Chains: - Adoption of IoT, digitization, automation, AI and analytics - Blockchain / Smart contracts to provide real-time, simultaneous knowledge of upstream origins and downstream destination - Trusted, real-time transparency |
- Diamandis & Kotler (2020) p. 106 - Schwab (2016) p. 18 - Verachia (2020) p. 89 - Van der Merwe & Erixon (2021) p. 71, 72, 78 - Carney (2021) p. 92 |
- Hyper-connected world / IoT - Machines/Tech: Automation, AI, - Robotics, VR & AR, Nanotech, 3-D Printing - Smart Contracts - Blockchain Technology - Transparent Supply Chains - Traceable Sourcing |
| What can be a threat/detrimental to an organization? TOTAL Count: 8 |
Accelerating pace of change driven by converging exponential technological developments | - Diamandis & Kotler (2020) p. 69 - Schwab (2016) p. 1; 3; 8; 9; 50-51 - Sanei (2019) p. 27; 33; 93 - Verachia (2020) p. xiv - Susskind (2021) p. 201 - Kotler (2015) p. 115; 120-134 - Carney (2021) p. 90; 321; 402-404 - Norman (2022) p. 4; 20 - Balgobind in Norman (2022) p. 50 |
- Converging, Exponential Technologies - Disruptive Innovations & Rapid Change |
| From (TBO) | To (PFBO) |
| FINANCIAL | SOCIAL |
| INDIVIDUAL | SHARED |
| TRANSACTIONAL | MEANINGFUL |
| DEFINED | FLUID |
| DIRECTED | EMERGENT |
| CONTAINED | LIMITLESS |
| DISCREET | INTEGRATED |
| Article No. | Article Title and Author(s) | Field of Study & Contribution | Paradigm/Framework compared to PFBO |
| 1 | “Shifting Paradigms for Sustainable Development: Implications for Management Theory and Research” by Gladwin et al. [86] | Management Theory: Introduces “sustaincentrism” as a paradigm between the extremes of “technocentrism” and “ecocentrism”. | “Sustaincentrism” and some areas of “ecocentrism” paradigms |
| 2 | “A value-based paradigm for creating truly healthy organizations” by Kriger and Hanson [115] | Organizational Behavior & Change: Introduction of an aspirational set of organizational culture values and associated activities based on “the world’s major religions” | The described aspirational culture |
| 3 | “Industrial Ecology: Paradigm Shift or Normal Science?” by Ehrenfeld [90] | Social & Behavioral Sciences: Ponders whether Industrial Ecology should be considered change within “normal science” within the paradigm of “Western Modernity” or a social “paradigm shift” as per Kuhn’s definition of scientific paradigms. | Industrial Ecology as paradigm shift |
| 4 | “Leading organizations in turbulent times: Towards a different mental model” by Jordaan [116] | Leadership: Introduces a leadership “mindset” required for “agile” and “collaborative” leadership needed in times of increased “complexity, turbulence and uncertainty”. | The introduced leadership “mindset” |
| 5 | “Common Good HRM: A paradigm shift in Sustainable HRM?” by Aust (Ehnert) et al. [117] | Human Resource Management: Introduces “Common Good HRM” as a new type of “sustainable HRM” applying “ideas from a common good economy perspective”. | “Common Good HRM” |
| 6 | “Circular Economy - Reducing Symptoms or Radical Change?” by Temesgen et al. [113] | Economics: Discusses the concept of a “circular economy” from the perspective of change within “Neoclassical Economics (NE)”, or a “paradigm change” to “Ecological Economics (EE)”. | “Circular Economy” as a “paradigm change” to “Ecological Economics (EE)” |
| 7 | “From Industry 4.0 towards Industry 5.0: A Review and Analysis of Paradigm Shift for the People, Organization and Technology” by Zizic et al. [118] |
Engineering/Industry: Highlights “Industry 5.0” as extension of “Industry 4.0” with a “social and environmental dimension”. | “Industry 5.0” |
| 8 | “Inclusive organizational behaviour - the dynamic rules of building new workplaces” by Kar et al. [114] | Organizational Behavior: Reflects on the new concept of “inclusive organizational behaviour (IOB)” for “the future of work” | “Inclusive Organizational Behaviour (IOB)” |
|
Comparable aspect of PFBO concept map (Capitalized concepts in italic text appear as concepts on the PFBO concept map) |
Academic Article (by No.) | |||||||
| 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | |
| A Company having a Purpose in service of Society (Humanity) | x | x | x | x | x | x | ||
| A Company creating Long-term Shared Value & Prosperity | x | x | x | |||||
| A Company being accountable for All Forms of Capital/Assets and to all its Stakeholders, incl. Society, the Planet and Future Generations | x | x | x | |||||
| Investors/ Funders expecting Purpose-based Governance against ESG Metrics | x | |||||||
| A Company contributing to Equitable, Profitable, Sustainable Economies, incl. Closed-loop Economies and a Net-Zero Carbon Economy | x | x | ||||||
| A Company helping to address Significant Real-World Problems, incl. Climate Change, Poverty and Inequality & Exclusion | x | x | x | |||||
| Mistreatment of a Limited, Fragile Planet leading to Environmental Degradation & Dangers | x | x | ||||||
| A Company implementing Sustainable Business Practices | x | x | x | x | ||||
| Effective, Inclusive Regulatory Systems ensuring Competitive, Free & Fair Markets and curtailing Anticompetitive Practices | x | |||||||
| Regulators requiring Companies to meet ESG Standards and Climate Policies | x | |||||||
| Customers/Consumers holding a Company accountable for creating Long-term Shared Value & Prosperity | x | |||||||
| Converging, Exponential Technologies leading to Disruptive Innovations & Rapid Change | x | x | ||||||
| A Company experiencing Shocks, Crises & Disruptions | x | x | x | |||||
| Companies ensuring that Technologies serve Society (Humanity) | x | |||||||
| A Company needing to exhibit Adaptability, Agility & Resilience | x | x | x | |||||
| Companies collaborating in Value-creating Ecosystems | x | x | ||||||
| Companies inventing Imaginative New Business Models, incl. Data-powered Models | x | |||||||
| The impact of the Smart Economy and a Hyper-connected World / IoT | x | x | ||||||
| Companies having Transparent Supply Chains enabling Traceable & Sustainable Sourcing | x | x | ||||||
| Customers seeking Hyper-personalized, Human, Shared & “Frictionless” Experiences | x | |||||||
| The Sharing/Crowd Economy reducing Waste | x | |||||||
| The Gig Economy (part of the Sharing Economy) providing Gig Workers | x | |||||||
| Workers having Flexible Work Arrangements | x | |||||||
| A Company being structured for Distributed, Self-organizing, Multi-disciplinary Teams | x | |||||||
| Teams performing through Innovation, the Ability to Flow with Disruption, and Learning from Failure | x | |||||||
| Teams using Agile Methods/Practices enabled by Digital Tools | x | |||||||
| Teams applying Data-driven Decision-making | x | x | ||||||
| Machines/Tech, incl. Automation, AI, Robotics, and VR & AR being part of work Teams | x | x | x | |||||
| Machines/Tech causing Technological Unemployment | x | x | ||||||
| A Company having an Agile, Human-centric Culture that ensures Psychological Trust & Safety | x | x | x | x | ||||
| Transparent Decisions and Values & Ethics of Leaders creating Trust | x | x | x | |||||
| Leaders needing to facilitate Alignment and Collaboration | x | x | ||||||
| Leaders coaching, empowering and serving Teams | x | |||||||
| Leaders inspiring Workers through Impactful Narratives | x | |||||||
| Leaders needing to change their Mindsets | x | |||||||
| Leaders needing to personally, emotionally and mentally connect with Workers | x | x | ||||||
| Workers working with Diverse Individuals | x | |||||||
| Workers being motivated by Customized & Symbolic Recognition | x | |||||||
| Workers applying Self-management, incl. Self-directed Learning | x | |||||||
| Workers requiring Lifelong Personal Growth/Development | x | x | ||||||
| A Company providing Continuous Up- and Reskilling | x | x | ||||||
| The need to enable a Worker’s Entrepreneurial Spirit/Knowhow; Adaptation/Agility; Collaborative Approach; and Creativity | x | |||||||
| Workers being motivated by Intrinsic Motivators, incl. Deep Meaning; Belonging; Autonomy; Mastery & Growth; and Authenticity | x | x | x | |||||
| Valued qualities of Workers being: Entrepreneurial Spirit/Knowhow; Adaptability/Agility; Resilience / Stress Tolerance; Problem-solving; Digital Skills; Collaborative Approach (Social Skills) and Creativity | x | x | ||||||
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2026 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license.