n South African Journal of Higher Education - A picture paints a thousand numbers - and tells a story : a post-positivist approach to building substantive grounded theory using decision tree analysis
|Article Title||A picture paints a thousand numbers - and tells a story : a post-positivist approach to building substantive grounded theory using decision tree analysis|
|© Publisher:||Higher Education South Africa (HESA)|
|Journal||South African Journal of Higher Education|
|Affiliations||1 University of KwaZulu-Natal and 2 University of KwaZulu-Natal|
|Publication Date||Jan 2015|
|Pages||124 - 144|
|Keyword(s)||Classification and regression tree analysis, Quantitative method, Science foundation programme and Substantive grounded theory|
This article illustrates how decision tree analysis, using quantitative data normally associated with deductive methodologies, can be employed to inductively generate substantive grounded theory (GT). Within the context of academic disadvantage and development, a practical demonstration is provided of how theoretical explanations for student performance may be generated. Specifically, the chemistry, physics and biology modules of a science foundation programme are examined using classification and regression tree (CART) analysis towards an understanding of the factors that best facilitate a pass in each of these modules. Together with research published elsewhere on performance in the mathematics module, and the foundation programme as a whole, the findings allowed a number of 'conceptualisations' to emerge that may become the focus for GT generation. Such a substantive theory can contribute towards an understanding, on a broader scale, of what is needed to enhance student persistence, and improve retention and throughput rates in Science, Technology, Engineering and Mathematics (STEM) in South African higher education.
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