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Research shows that teacher quality is significantly and positively correlated with student attainment and that it is the most important within-school aspect explaining student performance.
However, research on education data analytics should go beyond explaining student success with the typical three Rs (reading, writing and arithmetic) of literacy in the current economy (Lipnevich and Roberts 2012).
However, recent findings from the EPPE study in the U.K. show that the quality of the learning environment is perhaps the most important factor in understanding and explaining student learning differences (Siraj-Blatchford, 2006; see also Vandenbroeck, 2007).
The third line of research proposes a model in which the quality of the match between the student and the institution plays a central role in explaining student persistence in colleges Arbona and Nora, (2007); Light and Strayer, 2000; Nora and Cabrera, (1996).
In some studies, an index of the overall socio-economic status for each individual school was calculated as an average of student socio-economic background, and different studies showed the relevance of this variable in explaining student achievement (e.g., McConney and Perry 2010).
In summary, it is reasonable to conclude that both conceptual framework and knowledge in pieces views have value in explaining student conceptions.
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