Design for Chaos: How to embrace chaos and complexity as a resilient organisation.
Creators: name: Botjes, Edzo
name: Eusterbrock, Ton
name: Nouwens, Hans
name: van Steenbergen, Marlies
Publisher: name: Zenodo
Year: 2022
Subjects: Enterprise Architecture
Complexity Science
Antifragility

description: Our world is becoming more and more connected, driven by the need to make the production of goods and services more efficient. This results in the transport costs of capital, knowledge and goods becoming almost zero; New innovative technologies being created non-stop and never forgotten on the internet; People being constantly exposed to instantly available (new) services. The volatility of these three factors creates a neverending uncertainty. Our current methods within Enterprise Architecture need to support this complex and volatile reality. This is only possible by embracing the constant chaos. The only type of organisation that gains value from the exposure to chaos, is the antifragile organisation. This is in contrast to a fragile, robust or less resilient organisation. This white paper investigates the concepts of unpredictability and chaos and provides design attributes to help in the evolution from a resilient organisation to an antifragile organisation. This is not easy matter to understand, nor to act upon, but it represents our current world. We hope this paper is a first step in comprehension. Which is a necessary step to progress towards sensible action.
description: {"references": ["Aghina, W., Ahlb\u00e4ck, K., De Smet, A., Fahrbach, C., Handscomb, C., Lackey, G., Woxholth, J., Lurie, M., and Murarka, M. (2017). The 5 trademarks of agile organizations. McKinsey &amp; Company, New York City, pages 2\u20135.", "Aven, T. (2011). On some recent definitions and analysis frameworks for risk, vulnerability, and resilience. Risk Analysis: An International Journal, 31(4):515\u2013522.", "Aven, T. (2012). The risk concept \u2014 historical and recent development trends. Reliability Engineering &amp; System Safety, 99:33\u201344.", "Aven, T. (2015). The concept of antifragility and its implications for the practice of risk analysis. Risk Analysis, 35(3):476\u2013483.", "Beer, S. (1981). Brain of the firm: the managerial cybernetics of organization. John Wiley &amp; Sons, Chichester, West Sussex, UK.", "Bennett, N. and Lemoine, G. J. (2014a). What a difference a word makes: Understanding threats to performance in a vuca world. Business Horizons, 57(3):311 \u2013 317.", "Bennett, N. and Lemoine, G. J. (2014b). What vuca really means for you. Harvard Business Review, 92(1/2).", "Botjes, E., van den Berg, M., and van Gils, Bart Mulder, H. (2021). Attributes relevant to antifragile organizations. In 2021 IEEE 23nd Conference on Business Informatics (CBI).", "Casselman, A. (2007). Strange but true: The largest organism on earth is a fungus. Scientific American, 4.", "Casti, J. L. (2012). X-events: The collapse of everything. Harper Collins / William Morrow, New York, NY, USA.", "CFTC, S. and SEC, U. (2010). Findings regarding the market events of may 6, 2010. Report of the Staffs of the CFTC and SEC to the Joint Advisory Committee on Emerging Regulatory Issues, 104.", "Christen, M. and Franklin, L. R. (2002). The concept of emergence in complexity science: Finding coherence between theory and practice. Proceedings of the Complex Systems Summer School, 4.", "Ciborra, C. (2004). The Labyrinths of Information: Challenging the Wisdom of Systems. Oxford University Press.", "Commons, W. (2020). File:dunning-kruger-effect-en.png \u2014 wikimedia commons, the free media repository. (Online; accessed 17-October-2020).", "Dahlberg, R. (2015). Resilience and complexity: Conjoining the discourses of two contested concepts. Culture Unbound: Journal of Current Cultural Research, 7(3):541\u2013557.", "Danforth, C. M. (2013). Chaos in an atmosphere hanging on a wall. Mathematics of Planet Earth, 17.", "De Florio, V. (2014). Antifragility = elasticity + resilience + machine learning models and algorithms for open system fidelity. Procedia Computer Science, 32:834\u2013 841.", "Derbyshire, J. and Wright, G. (2014). Preparing for the future: Development of an 'antifragile' methodology that complements scenario planning by omitting causation. Technological Forecasting and Social Change, 82:215\u2013225.", "Dietz, J. L. and Hoogervorst, J. A. (2011). A critical investigation of togaf - based on the enterprise engineering theory and practice. In Albani, A., Dietz, J. L. G., and Verelst, J., editors, Advances in Enterprise Engineering V, pages 76\u201390, Berlin, Heidelberg, Germany. Springer Berlin Heidelberg.", "Dietz, J. L., Hoogervorst, J. A., Albani, A., Aveiro, D., Babkin, E., Barjis, J., Caetano, A., Huysmans, P., Iijima, J., Kervel, S., Mulder, H., Op 't Land, M., Proper, H., Sanz, J., Terlouw, L., Tribolet, J., Verelst, J., and Winter, R. (2013). The discipline of enterprise engineering. International Journal of Organisational Design and Engineering, 3:86\u2013114.", "Driscoll, M. (2011). Building data start-ups: Fast, big, and focused.", "Dunning, D. (2011). Chapter five - the dunning\u2013kruger effect: On being ignorant of one's own ignorance. In Olson, J. M. and Zanna, M. P., editors, Advances in Experimental Social Psychology, volume 44, pages 247 \u2013 296. Academic Press.", "Ghasemi, A. and Alizadeh, M. (2017). Evaluating organisational antifragility via fuzzy logic. the case of an iranian company producing banknotes and security paper. Operations Research and Decisions, 1:21\u201343", "Gilder, G. (1993). Metcalfe's law and legacy. Forbes ASAP, 13:12.", "Gilder, G. F. (2000). Telecosm: How infinite bandwidth will revolutionize our world. Free Press, New York, NY, USA", "Gladwell, M. (2013). David and Goliath: Underdogs, Misfits, and the Art of Battling Giants. Back Bay Books-Little, Brown and Company, New York, NY, USA.", "Goldstein, J. (1999). Emergence as a construct: History and issues. Emergence, 1(1):49\u201372.", "Goleman, D. and Davidson, R. J. (2018). The Science of Meditation: How to Change Your Brain, Mind and Body. Penguin Books, Limited, London, England, UK.", "Gorgeon, A. (2015). Anti-fragile information systems (completed research paper). In Anti-fragile Information Systems, Fort Worth.", "Hagger, M. S., Chatzisarantis, N. L. D., Alberts, H., Anggono, C. O., Batailler, C., Birt, A. R., Brand, R., Brandt, M. J., Brewer, G., Bruyneel, S., Calvillo, D. P., Campbell, W. K., Cannon, P. R., Carlucci, M., Carruth, N. P., Cheung, T., Crowell, A., Ridder, D. T. D. D., Dewitte, S., Elson, M., Evans, J. R., Fay, B. A., Fennis, B. M., Finley, A., Francis, Z., Heise, E., Hoemann, H., Inzlicht, M., Koole, S. L., Koppel, L., Kroese, F., Lange, F., Lau, K., Lynch, B. P., Martijn, C., Merckelbach, H., Mills, N. V., Michirev, A., Miyake, A., Mosser, A. E., Muise, M., Muller, D., Muzi, M., Nalis, D., Nurwanti, R., Otgaar, H., Philipp, M. C., Primoceri, P., Rentzsch, K., Ringos, L., Schlinkert, C., Schmeichel, B. J., Schoch, S. F., Schrama, M., Sch\u00fctz, A., Stamos, A., Tingh\u00f6g, G., Ullrich, J., vanDellen, M., Wimbarti, S., Wolff, W., Yusainy, C., Zerhouni, O., and Zwienenberg, M. (2016). A multilab preregistered replication of the ego-depletion effect. Perspectives on Psychological Science, 11(4):546\u2013573.", "Helbing, D. (2010). Systemic risks in society and economics. SSRN Electronic Journal, November 2010", "Henriksson, V., Spiss, M., and van Houten, C. (2016). To master disaster: How sme managers can thrive and benefit from economic crises. Master's thesis, Linnaeus University, School of Business and Economics, Department of Marketing., V\u00e4xj\u00f6, Sweden", "Hodgson, G. M. and Screpanti, E., editors (1991). Rethinking economics: markets, technology, and economic evolution. In Association with the European Association for Evolutionary Political Economy (EAEPE) Series. Edward Elgar Publishing, Aldershot, Hampshire, UK", "Hole, K. J. (2016). Anti-fragile ICT Systems. Simula SpringerBriefs on Computing. Springer International Publishing, Cham, Switzerland.", "Holling, C. S. (1996). Engineering resilience versus ecological resilience. Engineering within Ecological Constraints, 31(1996):31\u201343.", "Hoogervorst, J. A. (2017). Foundations of Enterprise Governance and Enterprise Engineering - Presenting the Employee-Centric Theory of organisation. Springer.", "Hubbard, P. (2014). The network is the computer, again | network computing.", "Hutchins, G. (2018). ISO 31000: 2018 Enterprise Risk Management. CERM Academy Series on Enterprise Risk Management. Certified Enterprise Risk Manager(R) Academy. h", "Ioannidis, J. P. A. (2005). Why most published research findings are false. PLOS Medicine, 2(8):6.", "Jackson, M. (2019). Critical Systems Thinking and the Management of Complexity. John Wiley &amp; Sons, Hoboken, NJ, USA, 1 edition.", "Jain, R. (2020). Application of systems engineering to the public service systems (pss): identifying areas of concern. Third International Engineering Systems Symposium, CESUN 2012, Delft Universty of Technology, page 7.", "Janssen, T. (2015). Enterprise Engineering: Sustained Improvement of organisations. Springer Publishing Company, Incorporated, New York, NY, USA, 1st edition", "Johnson, J. and Gheorghe, A. V. (2013). Antifragility analysis and measurement framework for systems of systems. International Journal of Disaster Risk Science, 4(4):159\u2013168.", "Jorgenson, E. (2015). The power of network effects: Why they make such valuable companies, and how to harness them. Technical report, Evergreen on Medium.com.", "Kastner, D. (2017). Antifragile organisation design: A framework of self-organisation practices in today's complex and unpredictable economy. Master's thesis, Central Saint Martins - University of the Arts London, Master innovation management, London, United Kingdom.", "Kaufman, R. L., Pitchforth, J., and Vermeer, L. (2017). Democratizing online controlled experiments at booking. com. arXiv preprint arXiv:1710.08217, abs/1710.08217:1\u20137.", "Kennon, D., Schutte, C., and Lutters, d. D. (2015). An alternative view to assessing antifragility in an organisation: A case study in a manufacutring sme. CIRP annals: manufacturing technology, 64:177\u2013180.", "Kocovic, P. (2008). Four laws for today and tomorrow. Journal of applied research and technology, 6(3):133\u2013 146.", "Kurtz, C. F. and Snowden, D. J. (2003). The new dynamics of strategy: Sense-making in a complex and complicated world. IBM systems journal, 42(3):462\u2013 483.", "Lansing, J. S. (2003). Complex adaptive systems. Annual Review of Anthropology, 32(1):183\u2013204.", "Lehman, M. M. (1980). Programs, life cycles, and laws of software evolution. Proceedings of the IEEE, 68(9):1060\u20131076.", "Lehman, M. M. (1996). Laws of software evolution revisited. In Proceedings of the 5th European Workshop on Software Process Technology, EWSPT '96, pages 108\u2013124, Berlin, Heidelberg. Springer-Verlag.", "Lewis, J. A. (2000). Energy: Scientific principles. http: //matse1.matse.illinois.edu/energy/prin.html. (Online; Accessed on 01/30/2021).", "Liu, Y. and Thompson, P. (2002). Randomness: Rethinking the foundation of probability. In Proceedings of the twenty fourth annual meeting of the North American chapter of the International Group for the Psychology of Mathematics Education, Athens, GA, volume 3, pages 1331\u20131334.", "Lorenz, E. N. (1963). Deterministic nonperiodic flow. Journal of the atmospheric sciences, 20(2):130\u2013141.", "Mack, O., Khare, A., Kr\u00e4mer, A., and Burgartz, T. (2015). Managing in a VUCA World. Springer, Cham, Switzerland", "Mannaert, H., Verelst, J., and De Bruyn, P. (2016). Normalized Systems Theory: From Foundations for Evolvable Software Toward a General Theory for Evolvable Design. NSI-Press powered by Koppa, Kermt, Hasselt, Belgium", "Markey-Towler, B. (2018). Antifragility, the black swan and psychology. Evolutionary and Institutional Economics Review, 15(2):367\u2013384.", "Martin-Breen, P. and Anderies, J. M. (2011). The bellagio initiative, background paper, resilience: A literature review. In Resilience: A Literature Review, Brighton:IDS.", "Martinetti, A., Moerman, J.-J., and Dongen, v. L. A. (2017). Storytelling as a strategy in managing complex systems: using antifragility for handling an uncertain future in reliability. Safety and Reliability 37(4):233\u2013247.", "Menzies, P. (1988). Against causal reductionism. Mind, 97(388):551\u2013574", "Metcalfe, R. (1996). There oughta be a law. New York Times, 15:C5.", "Metcalfe, R. (2013). Metcalfe's law after 40 years of ethernet. Computer, 46(12):26\u2013\u201331.", "Morgan, G. (1986). Images of Organization. Open University set book. SAGE Publications.", "Nielsen, J. (1998). Nielsen's law of internet bandwidth. Technical report, Nielsen Norman Group.", "Nikolaidis, G. (2016). Practical interference mitigation for Wi-Fi systems. PhD thesis, UCL (University College London).", "nixcraft, c. (2020). The best linux blog in the unixverse on twitter: \"progress. https://t.co/hsdmsathe0\" / twitter. https://twitter.com/nixcraft/status/1318323189 043187712. (Onlinel; Accessed on 01/30/2021).", "Olma, S. (2013). The Serendipity Machine: A Disruptive Business Model for Society 3.0. Lindonk &amp; De Bres, 1 edition", "Op't Land, M., Proper, E., Waage, M., Cloo, J., and Steghuis, C. (2008). Enterprise Architecture: creating value by informed governance. The Enterprise Engineering Series. Springer Science &amp; Business Media, Berlin, Germany", "Osterwalder, A. (2004). The business model ontology a proposition in a design science approach. PhD thesis, Universit\u00e9 de Lausanne, Facult\u00e9 des hautes \u00e9tudes commerciales", "Osterwalder, A., Pigneur, Y., and Clark, T. (2010). Business Model Generation: A Handbook for Visionaries, Game Changers, and Challengers. Strategyzer series. Selfpublished.", "O'Reilly, B. M. (2019). No more snake oil: Architecting agility through antifragility. Procedia Computer Science, 151:884\u2013890.", "Pagani, M. (2013). Digital business strategy and value creation: Framing the dynamic cycle of control points. MIS Quarterly, 37(2):617\u2013632.", "Pagani, M. (2014). Margherita pagani: Digital business strategy &amp; value creation. https://www.slideshare.n et/cbod/margherita-pagani-digital-business-strategyvalue-creation. (Online; Accessed on 01/30/2021).", "Parker, G. G., Van Alstyne, M. W., and Choudary, S. P. (2016). Platform Revolution: How Networked Markets Are Transforming the Economy and How to Make Them Work for You. W. W. Norton &amp; Company, New York, NY, USA.", "Passos, D. S. d., Coelho, H., and Sarti, F. M. (2018). From resilience to the design of antifragility. In pesaro 2018, volume 1, pages 7\u201311.", "Perrow, C. (1984). Normal accidents: living with highrisk technologies. Basic Books, New York, NY, USA.", "Porter, M. E. (1985). Competitive Advantage: Creating and Sustaining Superior Performance. Free Press, New York, NY, USA.", "Robertson, B. (2015). Holacracy: The New Management System for a Rapidly Changing World. Henry Holt and Company, New York, NY, USA", "Santos, R. S. (2012). \u1e85hy resilience?\u00e4 review of literature of resilience and implications for further educational research. In Review of Resilience Research, Claremont, CA. Claremont Graduate University &amp; San Diego State University.", "Senge, P. M. (1990). The Fifth Discipline: The Art and Practice of the Learning organisation. A Currency book. Doubleday/Currency, New York, NY, USA", "Shiffman, D. (2018). Coding challenge #93: Double pendulum - youtube. https://www.youtube.com/watc h?v=uWzPe_S-RVE&amp;feature=youtu.be. (Online; Accessed on 01/30/2021).", "Snowden, D. (2009). How to organise a children's party - youtube. https://www.youtube.com/watch?v=M iwb92eZaJg&amp;feature=youtu.be. (Online; Accessed on 01/30/2021).", "Snowden, D. (2018). Complex adaptive systems - dave snowden - ddd europe 2018 - youtube. https://www. youtube.com/watch?v=l4-vpegxYPg&amp;feature=youtu.b e. (Online; Accessed on 01/30/2021).", "Taleb, N. N. (2001). Fooled by Randomness: The Hidden Role of Chance in Life and in the Markets. Cengage Learning, 1 edition.", "Taleb, N. N. (2007). The Black Swan: The Impact of the Highly Improbable. Random House, New York, NY, USA", "Taleb, N. N. (2012). Antifragile: Things That Gain from Disorder. Random House, New York, NY, USA.", "Turner, J. R. and Baker, R. M. (2019). Complexity theory: An overview with potential applications for the social sciences. Systems, 7(1):4. h", "van Steenbergen, M., Eusterbrock, T., Nouwens, H., Botjes, E. A., Scholtens, W., and Atsma, L. (2019). Architecture in this new world we live in \u2013 a dya whitepaper by sogeti. Technical report, Sogeti Netherland", "Veronesi, C. (2014). Falsifications and scientific progress: Popper as sceptical optimist. Lettera Matematica, 1(4):179\u2013184.", "Vigen, T. (2015a). Spurious correlations. https://tyle rvigen.com/spurious-correlations. (Online; Accessed on 01/30/2021).", "Vigen, T. (2015b). Spurious Correlations. Hachette Books, New York, NY, USA.", "Waldrop, M. M. (2016). The chips are down for moore's law. Nature, 530:144\u2013147.", "Wikipedia contributors - A (2019). Cynefin framework \u2014 Wikipedia, the free encyclopedia. https://en.wikip edia.org/w/index.php?title=Cynefin_framework&amp;old id=906068936. (Online; accessed 15-July-2019) .", "Yoo, C. S. (2015). Moore's law, metcalfe's law, and the theory of optimal interoperability. In Colorado Technology Law Journal, volume 14, pages 16\u20137."]}