Skip to main content
Erschienen in: Education and Information Technologies 1/2020

08.08.2019

A design-based research approach for developing data-focussed business curricula

verfasst von: Shah J. Miah, Ian Solomonides, John G. Gammack

Erschienen in: Education and Information Technologies | Ausgabe 1/2020

Einloggen

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

search-config
loading …

Abstract

Although existing data science educational programmes develop talent and produce graduates, business-focused data science curricula comprising essential skills oriented to business and managerial data with associated analysis, remain underserved. Current pedagogy has focused either on data science or on purely analytic technical aspects. There is therefore, an opportunity to rethink how institutions can develop innovative data-focussed education programmes, addressing both modern industry and community demands. As both academia and industry strive to integrate applied learning, transferable and enterprise skills into business and sciences, this paper proposes a design based research approach (DBR) for designing such a new interdisciplinary data science teaching curriculum as a foundation to deliver business undergraduate degrees in Business Data Science. Adopting a design science method our proposed DBR illustrates effective utilities for conceptualising and evaluating a fully functional new degree programme - Bachelor of Business Data Science. Ten senior business information systems academics and five analytics industry practitioners in Victoria, Australia were interviewed in three iterative prototyping phases followed by a final focus group session with business information systems students that evaluated the proposed structure. The findings suggest that proposed DBR ensures the design of an innovative data science degree that may meet growing industry and interdisciplinary demands. The paper concludes by discussing overall feasibility of the proposal in the Australian higher education sector, particularly for the case context of an Australian University.

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 "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!

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!

Anhänge
Nur mit Berechtigung zugänglich
Fußnoten
1
DBR helps create and extend knowledge focusing on “designing and exploring the whole range of designed innovations: artefacts as well as less concrete such as activity structures, institutions, scaffolds, and curricula” (Design-Based Research Collective 2003, 5–6) (Design-Based Research: An Emerging Paradigm for Educational Inquiry, Educational Researcher, Vol. 32, No. 1, pp. 5–8p.5) http://​www.​designbasedresea​rch.​org/​reppubs/​DBRC2003.​pdf
 
2
An artefact is always made with a purpose, it can be a construct, model, framework, solution instantiation, or theory that serve defined or particular purpose (Gregor and Hevner 2013; Vaishnavi and Kuechler 2008).
 
4
Christian, R. (2018). Wesfarmers To Open Data Analytics Centre For Retail Growth, URL: https://​www.​channelnews.​com.​au/​wesfarmers-to-open-data-analytics-centre-for-retail-growth/​
 
5
Way and Whidden (2014) defined the loosely coupled approach for developing a new interdisciplinary course for computer science that brings together student needs and faculty preferences in order to maximizing the chances for successful and demand oriented learning. The approach creates multiple merging points so that faculty members can effect an interdisciplinary learning experience.
 
9
The research is conducted under the ethics approval bearing a reference number: Ref: HRE18–184
 
Literatur
Zurück zum Zitat Asamoah, D. A., Sharda, R., Zadeh, A. H., & Kalgotra, P. (2017). Preparing a data scientist: A pedagogic experience in designing a big data analytics course. Decision Sciences Journal of Innovative Education, 15(2), 161–190.CrossRef Asamoah, D. A., Sharda, R., Zadeh, A. H., & Kalgotra, P. (2017). Preparing a data scientist: A pedagogic experience in designing a big data analytics course. Decision Sciences Journal of Innovative Education, 15(2), 161–190.CrossRef
Zurück zum Zitat Bell, P. (2004). On the theoretical breadth of design-based research in education. Educational Psychologist, 39(4), 243–253.CrossRef Bell, P. (2004). On the theoretical breadth of design-based research in education. Educational Psychologist, 39(4), 243–253.CrossRef
Zurück zum Zitat Bennett, S., Lockyer, L., & Agostinho, S. (2018). Towards sustainable technology-enhanced innovation in higher education: Advancing learning design by understanding and supporting teacher design practice. British Journal of Educational Technology, 49(6), 1014–1025.CrossRef Bennett, S., Lockyer, L., & Agostinho, S. (2018). Towards sustainable technology-enhanced innovation in higher education: Advancing learning design by understanding and supporting teacher design practice. British Journal of Educational Technology, 49(6), 1014–1025.CrossRef
Zurück zum Zitat Carstensen, A. K., & Bernhard, J. (2019). Design science research – A powerful tool for improving methods in engineering education research. European Journal of Engineering Education, 44(1–2), 85–102.CrossRef Carstensen, A. K., & Bernhard, J. (2019). Design science research – A powerful tool for improving methods in engineering education research. European Journal of Engineering Education, 44(1–2), 85–102.CrossRef
Zurück zum Zitat Cassel, L. N. (2011). Interdisciplinary computing is the answer: Now, what was the question?, ACM Inroads (2:1), ACM, pp. 4–6. Cassel, L. N. (2011). Interdisciplinary computing is the answer: Now, what was the question?, ACM Inroads (2:1), ACM, pp. 4–6.
Zurück zum Zitat Cleveland, W. S. (2001). Data science: An action plan for expanding the technical areas of the field of statistics. International Statistical Review, 69(1), 21–26.CrossRef Cleveland, W. S. (2001). Data science: An action plan for expanding the technical areas of the field of statistics. International Statistical Review, 69(1), 21–26.CrossRef
Zurück zum Zitat de Villiers, M. R., & Harpur, P. A. (2013). Design-based research - the educational technology variant of design research: Illustrated by the design of an m-learning environment. In P. Machanick & M. Tsietsi (Eds.), Proceedings of the south African Institute for Computer Scientists and Information Technologists Conference (SAICSIT '13) (pp. 252–261). New York: ACM. https://doi.org/10.1145/2513456.2513471.CrossRef de Villiers, M. R., & Harpur, P. A. (2013). Design-based research - the educational technology variant of design research: Illustrated by the design of an m-learning environment. In P. Machanick & M. Tsietsi (Eds.), Proceedings of the south African Institute for Computer Scientists and Information Technologists Conference (SAICSIT '13) (pp. 252–261). New York: ACM. https://​doi.​org/​10.​1145/​2513456.​2513471.CrossRef
Zurück zum Zitat Design-Based Research Collective. (2003). Design-based research: An emerging paradigm for educational inquiry. Educational Researcher, 32(1), 5–8.CrossRef Design-Based Research Collective. (2003). Design-based research: An emerging paradigm for educational inquiry. Educational Researcher, 32(1), 5–8.CrossRef
Zurück zum Zitat Dhar, V. (2013). Data science and prediction. Communications of the ACM, 56(12), 64–73.CrossRef Dhar, V. (2013). Data science and prediction. Communications of the ACM, 56(12), 64–73.CrossRef
Zurück zum Zitat Gregor, S., & Hevner, A. R. (2013). Positioning and presenting design science research for maximum impact. MIS Quarterly, 37(2), 337–355.CrossRef Gregor, S., & Hevner, A. R. (2013). Positioning and presenting design science research for maximum impact. MIS Quarterly, 37(2), 337–355.CrossRef
Zurück zum Zitat Hardin, J., Hoerl, R., Horton, N. J., Nolan, D., Baumer, B., Hall-Holt, O., Murrell, P., Peng, R., Roback, P., Temple Lang, D., & Ward, M. D. (2015b). Data science in statistics curricula: Preparing students to “think with data”. The American Statistician, 69(4), 343–353.MathSciNetCrossRef Hardin, J., Hoerl, R., Horton, N. J., Nolan, D., Baumer, B., Hall-Holt, O., Murrell, P., Peng, R., Roback, P., Temple Lang, D., & Ward, M. D. (2015b). Data science in statistics curricula: Preparing students to “think with data”. The American Statistician, 69(4), 343–353.MathSciNetCrossRef
Zurück zum Zitat Hayashi, C. (1998). What is data science? Fundamental concepts and a heuristic example. In C. Hayashi, K. Yajima, H.-H. Bock, N. Ohsumi, Y. Tanaka, & Y. Baba (Eds.), Data science, classification, and related methods. Studies in classification, data analysis, and knowledge organization (pp. 40–51). Tokyo: Springer. https://doi.org/10.1007/978-4-431-65950-1_3 ISBN 9784431702085. Hayashi, C. (1998). What is data science? Fundamental concepts and a heuristic example. In C. Hayashi, K. Yajima, H.-H. Bock, N. Ohsumi, Y. Tanaka, & Y. Baba (Eds.), Data science, classification, and related methods. Studies in classification, data analysis, and knowledge organization (pp. 40–51). Tokyo: Springer. https://​doi.​org/​10.​1007/​978-4-431-65950-1_​3 ISBN 9784431702085.
Zurück zum Zitat Herodotou, C., Rienties, B., Boroowa, A., Zdrahal, Z., Hlosta, M., Naydenova, G. (2017). Implementing predictive learning analytics on a large scale: The Teacher's perspective, proceedings of the Seventh International Learning Analytics & Knowledge Conference, March 13–17, 2017, Vancouver, British Columbia, Canada, pages 267–271. Herodotou, C., Rienties, B., Boroowa, A., Zdrahal, Z., Hlosta, M., Naydenova, G. (2017). Implementing predictive learning analytics on a large scale: The Teacher's perspective, proceedings of the Seventh International Learning Analytics & Knowledge Conference, March 13–17, 2017, Vancouver, British Columbia, Canada, pages 267–271.
Zurück zum Zitat Hevner, A. R., March, S. T., Park, J., & Ram, S. (2004). Design science in information systems research. MIS Quarterly, 28(1), 75–105.CrossRef Hevner, A. R., March, S. T., Park, J., & Ram, S. (2004). Design science in information systems research. MIS Quarterly, 28(1), 75–105.CrossRef
Zurück zum Zitat Ivanitskaya, L., Clark, D., Montgomery, G., & Primeau, R. (2002). Interdisciplinary learning: Process and outcomes. Innovative Higher Education, 27(2), 95–111.CrossRef Ivanitskaya, L., Clark, D., Montgomery, G., & Primeau, R. (2002). Interdisciplinary learning: Process and outcomes. Innovative Higher Education, 27(2), 95–111.CrossRef
Zurück zum Zitat Klein, J. T. (1990). Interdisciplinary: History, theory, and practice (p. 1990). Detroit: Wayne State University. Klein, J. T. (1990). Interdisciplinary: History, theory, and practice (p. 1990). Detroit: Wayne State University.
Zurück zum Zitat Koivisto, J. M., Hannula, L., Boje, R. B., Prescott, S., Bland, A., Rekola, L., & Haho, P. (2018). Design-based research in designing the model for educating simulation facilitators. Nurse Education in Practice, 29, 206–211.CrossRef Koivisto, J. M., Hannula, L., Boje, R. B., Prescott, S., Bland, A., Rekola, L., & Haho, P. (2018). Design-based research in designing the model for educating simulation facilitators. Nurse Education in Practice, 29, 206–211.CrossRef
Zurück zum Zitat Lattuca, L. R., Voigt, L. J., & Fath, K. Q. (2004) . Does Interdisciplinarity c questions, The Review of Higher Education (28:1), the Johns Hopkins University press, pp. 23–48. Lattuca, L. R., Voigt, L. J., & Fath, K. Q. (2004) . Does Interdisciplinarity c questions, The Review of Higher Education (28:1), the Johns Hopkins University press, pp. 23–48.
Zurück zum Zitat Lee, A. S., & Baskerville, R. L. (2003). Generalizing generalizability in information systems research. Information Systems Research, 14(3), 221–243.CrossRef Lee, A. S., & Baskerville, R. L. (2003). Generalizing generalizability in information systems research. Information Systems Research, 14(3), 221–243.CrossRef
Zurück zum Zitat Li, X., & Chu, S. K. W. (2018). Using design-based research methodology to develop a pedagogy for teaching and learning of Chinese writing with wiki among Chinese upper primary school students. Computers in Education, 126, 359–375.CrossRef Li, X., & Chu, S. K. W. (2018). Using design-based research methodology to develop a pedagogy for teaching and learning of Chinese writing with wiki among Chinese upper primary school students. Computers in Education, 126, 359–375.CrossRef
Zurück zum Zitat Miah, S. J. (2008). An ontology based design environment for rural decision support, Unpublished PhD Thesis, Griffith Business School, Griffith University, Brisbane, Australia. Miah, S. J. (2008). An ontology based design environment for rural decision support, Unpublished PhD Thesis, Griffith Business School, Griffith University, Brisbane, Australia.
Zurück zum Zitat Miah, S. J., Vu, H. Q., Gammack, J., & McGrath, G. M. (2017). A big-data analytics method for tourist behaviour analysis. Information and Management, 54, 771–785.CrossRef Miah, S. J., Vu, H. Q., Gammack, J., & McGrath, G. M. (2017). A big-data analytics method for tourist behaviour analysis. Information and Management, 54, 771–785.CrossRef
Zurück zum Zitat National Research Council. (2002). Scientific research in education. In J. Shavelson & L. Towne (Eds.), Committee on scientific principles for education research. Washington DC: National Academy Press. National Research Council. (2002). Scientific research in education. In J. Shavelson & L. Towne (Eds.), Committee on scientific principles for education research. Washington DC: National Academy Press.
Zurück zum Zitat Norwich, B., & Ylonen, A. (2013). Design based research to develop the teaching of pupils with moderate learning difficulties (MLD): Evaluating lesson study in terms of pupil, teacher and school outcomes. Teaching and Teacher Education, 34, 162–173.CrossRef Norwich, B., & Ylonen, A. (2013). Design based research to develop the teaching of pupils with moderate learning difficulties (MLD): Evaluating lesson study in terms of pupil, teacher and school outcomes. Teaching and Teacher Education, 34, 162–173.CrossRef
Zurück zum Zitat Nunamaker, J.F., Chen, M., and Purdin, T.D.M. (1991). Systems Development in Information Systems Research, Journal of Management Information Systems, 7(3), 89–106. Nunamaker, J.F., Chen, M., and Purdin, T.D.M. (1991). Systems Development in Information Systems Research, Journal of Management Information Systems, 7(3), 89–106.
Zurück zum Zitat Owen, C. L. (1997). Design research: Base building the knowledge. Design Studies, 9(1998), 9–20 PII: S0142-694X(97) 00030–6. Owen, C. L. (1997). Design research: Base building the knowledge. Design Studies, 9(1998), 9–20 PII: S0142-694X(97) 00030–6.
Zurück zum Zitat Peffers, K., Tuunanen, T., Rothenberger, M., & Chatterjee, S. (2008). A design science research methodology for information systems research. Journal of Management Information Systems, 24(3), 45–77.CrossRef Peffers, K., Tuunanen, T., Rothenberger, M., & Chatterjee, S. (2008). A design science research methodology for information systems research. Journal of Management Information Systems, 24(3), 45–77.CrossRef
Zurück zum Zitat Porter, A. L., & Youtie, J. (2009). How interdisciplinary is nanotechnology? Journal of Nanoparticle Research, 11(5), 1023–1041.CrossRef Porter, A. L., & Youtie, J. (2009). How interdisciplinary is nanotechnology? Journal of Nanoparticle Research, 11(5), 1023–1041.CrossRef
Zurück zum Zitat Simon, H. (1996). The sciences of the artificial (3rd ed.). Cambridge: MIT Press. Simon, H. (1996). The sciences of the artificial (3rd ed.). Cambridge: MIT Press.
Zurück zum Zitat Smit, E. M., & Tremethick, M. J. (2013). Development of an international interdisciplinary course: A strategy to promote cultural competence and collaboration. Nurse Education in Practice, 13, 132–136.CrossRef Smit, E. M., & Tremethick, M. J. (2013). Development of an international interdisciplinary course: A strategy to promote cultural competence and collaboration. Nurse Education in Practice, 13, 132–136.CrossRef
Zurück zum Zitat Starcic, A. I., Cotic, M., & Zajc, M. (2013). Design-based research on the use of a tangible user interface for geometry teaching in an inclusive classroom. British Journal of Educational Technology, 44(5), 729–744.CrossRef Starcic, A. I., Cotic, M., & Zajc, M. (2013). Design-based research on the use of a tangible user interface for geometry teaching in an inclusive classroom. British Journal of Educational Technology, 44(5), 729–744.CrossRef
Zurück zum Zitat Tremblay, M. C., Hevner, A. R., & Berndt, D. J. (2012). Focus groups for artefact refinement and evaluation in design research. Communications of the Association for Information Systems, 26, 599–618 June 2010. Tremblay, M. C., Hevner, A. R., & Berndt, D. J. (2012). Focus groups for artefact refinement and evaluation in design research. Communications of the Association for Information Systems, 26, 599–618 June 2010.
Zurück zum Zitat Vaishnavi, V. and Kuechler, W. (2008). Design Science Research Methods and Patterns: Innovating Information and Communication Technology, Auerbach Publications, Boston, MA Vaishnavi, V. and Kuechler, W. (2008). Design Science Research Methods and Patterns: Innovating Information and Communication Technology, Auerbach Publications, Boston, MA
Zurück zum Zitat Venable, J., Pries-Heje, J., & Baskerville, R. (2016). FEDS: A framework for evaluation in design science research. European Journal of Information Systems, 25(1), 77–89.CrossRef Venable, J., Pries-Heje, J., & Baskerville, R. (2016). FEDS: A framework for evaluation in design science research. European Journal of Information Systems, 25(1), 77–89.CrossRef
Zurück zum Zitat Wang, F. and Hannafin, M.J. (2005). Design-based research and technology-enhanced learning environments, Educational Technology Research and Development, 53(4), 5–23 Wang, F. and Hannafin, M.J. (2005). Design-based research and technology-enhanced learning environments, Educational Technology Research and Development, 53(4), 5–23
Zurück zum Zitat Wolcott, M. D., Lobczowski, N. G., & Lyons, K. (2019). Design-based research: Connecting theory and practice in pharmacy educational intervention research. Currents in Pharmacy Teaching & Learning, 11, 309–318.CrossRef Wolcott, M. D., Lobczowski, N. G., & Lyons, K. (2019). Design-based research: Connecting theory and practice in pharmacy educational intervention research. Currents in Pharmacy Teaching & Learning, 11, 309–318.CrossRef
Metadaten
Titel
A design-based research approach for developing data-focussed business curricula
verfasst von
Shah J. Miah
Ian Solomonides
John G. Gammack
Publikationsdatum
08.08.2019
Verlag
Springer US
Erschienen in
Education and Information Technologies / Ausgabe 1/2020
Print ISSN: 1360-2357
Elektronische ISSN: 1573-7608
DOI
https://doi.org/10.1007/s10639-019-09981-5

Weitere Artikel der Ausgabe 1/2020

Education and Information Technologies 1/2020 Zur Ausgabe