Skip to main content

2019 | OriginalPaper | Buchkapitel

Stepping on the Cracks—Transcending the Certainties of Big Data Analytics

verfasst von : Peter M. Bednar, Christine Welch

Erschienen in: Organizing for the Digital World

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Every aspect of modern life is dominated by decision-making and the availability of data. We constantly access, process and evaluate data as we navigate complex and uncertain problem spaces. Communication and Information Technologies (ICTs) have developed to a point where it is possible for very large data sets, measured in Exabyte, to be stored across many servers and gathered by many different people and organizations, for multiple purposes. At the same time, research into Artificial Intelligence has progressed to a point where human decision-making can be supported, or even replaced, by intelligent agents and robotics. We recognize that many routine jobs that were once carried out by people can now be done faster and more flexibly using robotics, and software robotics has now moved beyond the factory and into administrative processes. The possibilities for such systems are enormous and can deliver many benefits to business, governments and ordinary citizens. However, there is also a downside to be considered. Is there still a role for human experience and intuition? How can we ensure that the benefits of analytics and AI continue to outweigh threats? How should we approach management of BI and AI on an on-going basis? This paper advocates an open systems approach in which B&AI may be incorporated with tools that support complex methods of inquiry.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Zhang, T., Wang, W.Y.C., Pauleen, D.J.: Big data investments in knowledge and non-knowledge intensive firms: what the market tells us. J. Knowl. Manag. 21(3), 623–639 (2017)CrossRef Zhang, T., Wang, W.Y.C., Pauleen, D.J.: Big data investments in knowledge and non-knowledge intensive firms: what the market tells us. J. Knowl. Manag. 21(3), 623–639 (2017)CrossRef
2.
Zurück zum Zitat Chen, H., Chiang, R.H.L., Storey, V.C.: Business intelligence and analytics: from big data to big impact. MIS Q. 36(4), 1165–1188 (2016) Chen, H., Chiang, R.H.L., Storey, V.C.: Business intelligence and analytics: from big data to big impact. MIS Q. 36(4), 1165–1188 (2016)
6.
Zurück zum Zitat Bateson, G.: Steps to an Ecology of Mind. University of Chicago Press, Chicago (1972) Bateson, G.: Steps to an Ecology of Mind. University of Chicago Press, Chicago (1972)
7.
Zurück zum Zitat Argyris, M., Schön, D.: Theory in Practice: Increasing Professional Effectiveness. Jossey-Bass (1974) Argyris, M., Schön, D.: Theory in Practice: Increasing Professional Effectiveness. Jossey-Bass (1974)
8.
Zurück zum Zitat Popper, K.R.: Objective Knowledge. Oxford University Press, London (1972) Popper, K.R.: Objective Knowledge. Oxford University Press, London (1972)
9.
Zurück zum Zitat Popper, K.R.: Knowledge and the Body-Mind Problem. In: Notturno, M.A. (ed.). Routledge, London (1994) Popper, K.R.: Knowledge and the Body-Mind Problem. In: Notturno, M.A. (ed.). Routledge, London (1994)
10.
Zurück zum Zitat Von Mises, L.: Human Action: A Treatise on Economics. Scholars Edition 2008. Ludwig von Mises Institute (1949) Von Mises, L.: Human Action: A Treatise on Economics. Scholars Edition 2008. Ludwig von Mises Institute (1949)
11.
Zurück zum Zitat Hart, S.: Axiology-theory of values. Philos. Phenomenol. Res. 32(1), 29–41 (1971)CrossRef Hart, S.: Axiology-theory of values. Philos. Phenomenol. Res. 32(1), 29–41 (1971)CrossRef
12.
Zurück zum Zitat Bednar, P.M., Anderson, D., Welch, C.: Knowledge creation and sharing—complex methods of inquiry and inconsistent theory. In: Proceedings of 6th European Conference on Knowledge Management, 8–9 September 2005. University of Limerick (2005) Bednar, P.M., Anderson, D., Welch, C.: Knowledge creation and sharing—complex methods of inquiry and inconsistent theory. In: Proceedings of 6th European Conference on Knowledge Management, 8–9 September 2005. University of Limerick (2005)
13.
Zurück zum Zitat Bednar, P., Welch, C., Katos, V.: Innovation management through the use of diversity networks. Int. J. Knowl. Learn. 4(4), 357–369 (2008)CrossRef Bednar, P., Welch, C., Katos, V.: Innovation management through the use of diversity networks. Int. J. Knowl. Learn. 4(4), 357–369 (2008)CrossRef
14.
Zurück zum Zitat Dempster, A.P.: Upper and lower probabilities induced by a multivalued mapping. Ann. Math. Stat. 38(2), 325–339 (1967)CrossRef Dempster, A.P.: Upper and lower probabilities induced by a multivalued mapping. Ann. Math. Stat. 38(2), 325–339 (1967)CrossRef
15.
Zurück zum Zitat Shafer, G.: A Mathematical Theory of Evidence. Princeton University Press (1976) Shafer, G.: A Mathematical Theory of Evidence. Princeton University Press (1976)
16.
Zurück zum Zitat Katos, V., Bednar, P., Welch, C.: Dealing with epistemic uncertainty in the SST framework. In: Adam F. et al. (eds.) Creativity and Innovation in Decision Making and Decision Support, vol. 2. Decision Support Press, London (2006) Katos, V., Bednar, P., Welch, C.: Dealing with epistemic uncertainty in the SST framework. In: Adam F. et al. (eds.) Creativity and Innovation in Decision Making and Decision Support, vol. 2. Decision Support Press, London (2006)
17.
Zurück zum Zitat Vickers, G.: The Art of Judgment: A Study in Policy Making. Chapman & Hall, London (1965) Vickers, G.: The Art of Judgment: A Study in Policy Making. Chapman & Hall, London (1965)
18.
Zurück zum Zitat Guba, E.G.: Toward a Methodology of Naturalistic Inquiry in Educational Evaluation. CSE Monograph Series in Evaluation, vol. 8 (1978) Guba, E.G.: Toward a Methodology of Naturalistic Inquiry in Educational Evaluation. CSE Monograph Series in Evaluation, vol. 8 (1978)
19.
Zurück zum Zitat Banks, R.R., Ford, R.T.: (How) Does unconscious bias matter: law, politics, and racial inequality? Emory LJ 58, 1053 (2008) Banks, R.R., Ford, R.T.: (How) Does unconscious bias matter: law, politics, and racial inequality? Emory LJ 58, 1053 (2008)
20.
Zurück zum Zitat Ciborra, C.: Encountering information systems as a phenomenon. In: Avgerou, C., Ciborra, C., Land, F. (eds.) The Social Study of Information and Communication Technology. Oxford University Press (2004) Ciborra, C.: Encountering information systems as a phenomenon. In: Avgerou, C., Ciborra, C., Land, F. (eds.) The Social Study of Information and Communication Technology. Oxford University Press (2004)
21.
Zurück zum Zitat Etzioni, A.: Authority structure and organizational effectiveness. Adm. Sci. Q. 4(1), 43–67 (1959) Etzioni, A.: Authority structure and organizational effectiveness. Adm. Sci. Q. 4(1), 43–67 (1959)
22.
Zurück zum Zitat Noordegraaf, M.: Risky business: how professionals and professional fields (must) deal with organizational issues. Organ. Stud. 32(10), 1349–1371 (2011)CrossRef Noordegraaf, M.: Risky business: how professionals and professional fields (must) deal with organizational issues. Organ. Stud. 32(10), 1349–1371 (2011)CrossRef
23.
Zurück zum Zitat Chavalarias, D.: The unlikely encounter between von Foerster and Snowden: when second-order cybernetics sheds light on societal impacts of Big Data. Big Data Soc. 3(1), 1–11 (2016)CrossRef Chavalarias, D.: The unlikely encounter between von Foerster and Snowden: when second-order cybernetics sheds light on societal impacts of Big Data. Big Data Soc. 3(1), 1–11 (2016)CrossRef
24.
Zurück zum Zitat Davenport, T.H., Harris, J.G.: The dark side of customer analytics. Harvard Business Review, May 2007 Davenport, T.H., Harris, J.G.: The dark side of customer analytics. Harvard Business Review, May 2007
25.
Zurück zum Zitat Bednar, P.M., Welch, C., Imrie, P.: Supporting business decision-making—one professional at a time. In: Proceedings of IFIP WG.8.3 Open Conference: DSS2.0—Supporting Decision-making with New Technologies, 2–5 June 2014. Université Pierre et Marie Curie, Paris, France (2014) Bednar, P.M., Welch, C., Imrie, P.: Supporting business decision-making—one professional at a time. In: Proceedings of IFIP WG.8.3 Open Conference: DSS2.0—Supporting Decision-making with New Technologies, 2–5 June 2014. Université Pierre et Marie Curie, Paris, France (2014)
26.
Zurück zum Zitat McAfee, A., Brynjolfsson, E.: Big Data: the management revolution. Harvard Business Review, October 2012 McAfee, A., Brynjolfsson, E.: Big Data: the management revolution. Harvard Business Review, October 2012
31.
Zurück zum Zitat Langefors, B.: Infological models and information user views. Inf. Syst. 5(1), 17–32 (1980)CrossRef Langefors, B.: Infological models and information user views. Inf. Syst. 5(1), 17–32 (1980)CrossRef
32.
Zurück zum Zitat Kettinger, W.J., Yuan, L.: The infological equation extended: towards conceptual clarity in the relationship between data, information and knowledge. Eur. J. Inf. Syst. 19(4), 409–421 (2010) Kettinger, W.J., Yuan, L.: The infological equation extended: towards conceptual clarity in the relationship between data, information and knowledge. Eur. J. Inf. Syst. 19(4), 409–421 (2010)
Metadaten
Titel
Stepping on the Cracks—Transcending the Certainties of Big Data Analytics
verfasst von
Peter M. Bednar
Christine Welch
Copyright-Jahr
2019
DOI
https://doi.org/10.1007/978-3-319-90503-7_12