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A Strategy for Designing a Research Project Using Critical Systems Heuristics: A Research Design Addressing Data Analytics Students’ Employability

Author

Listed:
  • Wilma Coetzee

    (North-West University)

  • Roelien Goede

    (Unit for Data Science and Computing North-West University)

Abstract

Today’s complex problems require exceptional problem-solvers. Examples include global warming that devastates the climate and food production, and government incompetence and corruption that affect crime, service delivery, and inflation. These issues involve intricate systems where changes to one element can impact others. People with outstanding skills are needed to solve such problems. They have to consider the complications and relationships among the constituent parts and the likely outcomes of planned modifications. These problem-solvers need to be curious, courageous, strategic, big-picture thinkers. They are naturally in high demand by the industry, but how can they be developed? The objective of the study reported here is to propose and demonstrate a flexible framework for the purpose, which can be used by both industry and academia. The framework combines critical systems thinking – in particular, critical systems heuristics – and action research in a cyclical manner. It facilitates the inclusion of multiple perspectives, consideration of subsystems’ mutual effects and the critical reflection of normative assumptions made. The problem-solver is guided to “zoom out” to see the big picture and then “zoom in” to understand the details. This cycle is repeated to generate creative solutions. The framework is demonstrated by showing how to plan research to improve the employability of data analytics students. The framework is a versatile tool. It aids research planning and industry problem-solving and can be used to teach problem-solving skills and critical thinking. It places a valuable tool in the hands of researchers, educators and industry to take on the numerous challenges of our century.

Suggested Citation

  • Wilma Coetzee & Roelien Goede, 2024. "A Strategy for Designing a Research Project Using Critical Systems Heuristics: A Research Design Addressing Data Analytics Students’ Employability," Systemic Practice and Action Research, Springer, vol. 37(6), pages 881-908, December.
  • Handle: RePEc:spr:syspar:v:37:y:2024:i:6:d:10.1007_s11213-024-09676-0
    DOI: 10.1007/s11213-024-09676-0
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    References listed on IDEAS

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    1. Werner Ulrich, 1994. "Can We Secure Future-Responsive Management Through Systems Thinking and Design?," Interfaces, INFORMS, vol. 24(4), pages 26-37, August.
    2. J-R Córdoba & G Midgley, 2006. "Broadening the boundaries: an application of critical systems thinking to IS planning in Colombia," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 57(9), pages 1064-1080, September.
    3. Cabrera, Derek & Cabrera, Laura & Powers, Erin & Solin, Jeremy & Kushner, Jennifer, 2018. "Applying systems thinking models of organizational design and change in community operational research," European Journal of Operational Research, Elsevier, vol. 268(3), pages 932-945.
    4. Carin Venter & Roelien Goede, 2018. "A Report and Reflection on an Application of Critical Systems Practice to Improve a Business Intelligence System's Business Requirements," Systems Research and Behavioral Science, Wiley Blackwell, vol. 35(5), pages 548-563, September.
    5. Smaldone, Francesco & Ippolito, Adelaide & Lagger, Jelena & Pellicano, Marco, 2022. "Employability skills: Profiling data scientists in the digital labour market," European Management Journal, Elsevier, vol. 40(5), pages 671-684.
    6. Ulrich, Werner, 1987. "Critical heuristics of social systems design," European Journal of Operational Research, Elsevier, vol. 31(3), pages 276-283, September.
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