Tracking students’ performance in higher education: The transition from national benchmark tests to quantitative literacy intervention course

D.T. Mutakwa, D. Mhakure


This study, situated in the context of higher education, seeks to track the performance of students whose National Benchmark Tests performance is known in a Quantitative Literacy intervention course. The study used the repeated measures Analysis of Variance and t-tests in tracking the performance of students. Furthermore, student-test answer sheets were used to understand the challenges they were facing in the intervention course. The results show that the trajectory of the students’ performances from the NBT Quantitative Literacy test to the end of semester Quantitative Literacy course examination scores had an upward trend. These findings provide a starting point for understanding students’ experiences as they transit from NBT Quantitative Literacy to the final examination of Quantitative Literacy intervention course.


Quantitative Literacy, National Benchmark Test, Student Performance

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Cook, Thomas D, Donald Thomas Campbell, and William Shadish. 2002. Experimental and quasi-experimental designs for generalized causal inference: Houghton Mifflin Boston.

Engelbrecht, Johann, Christer Bergsten, and Owe Kågesten. 2009. "Undergraduate students’ preference for procedural to conceptual solutions to mathematical problems." International Journal of Mathematical Education in Science and Technology 40 (7):927-940. doi: 10.1080/00207390903200968.

Engelbrecht, Johann, Ansie Harding, and Marietjie Potgieter. 2005. "Undergraduate students’ performance and confidence in procedural and conceptual mathematics." International Journal of Mathematical Education in Science and Technology 36 (7):701-712. doi: 10.1080/00207390500271107.

Frith, Vera, and Pam Lloyd. 2016. "Proportional reasoning ability of school leavers aspiring to higher education in South Africa." 2016 37 (1). doi: 10.4102/pythagoras.v37i1.317.

Frith, Vera., and Robert. Prince. 2016. "Quantitative literacy of school leavers aspiring to higher education in South Africa." South African Journal of Higher Education 30 (1):138-161. doi:

Gal, I. , M. Van Groenestijn, M. Manly, M. J. Schmitt, and D. Tout. 2005. "Adult numeracy and its assessment in the ALL survey: A conceptual framework and pilot results." In Measuring adult literacy and life skills: New frameworks for assessment, edited by T. Scott; Clermont Murray, Yvan; Binkley, Marilyn., 137-191. Ottawa: Statistics Canada.

Jansen, J. . 2011. "Results don’t add up." Times Live, 12 January. Accessed 28 July 2017.

Jordan, Joy, and Beth. Haines. 2003. "Fostering Quantitative Literacy: Clarifying Goals, Assessing Student Progress." Peer Review 5 (4):16-19.

Jürges, Hendrik, Kerstin Schneider, Martin Senkbeil, and Claus H. Carstensen. 2012. "Assessment drives learning: The effect of central exit exams on curricular knowledge and mathematical literacy." Economics of Education Review 31 (1):56-65. doi:

Kelly, S., Johnston B., and M. Baynham. 2003. The adult numeracy handbook : reframing adult numeracy in Australia / edited by Sheilagh Kelly with Betty Johnston and Keiko Yasukawa. edited by Keiko Yasukawa, Betty Johnston, Sheilagh Kelly, Literacy Adult, Consortium Numeracy Australian Research, Science Australia. Department of Education, Training and Project Australian National Training Authority. Adult Literacy National. Broadway, NSW: NSW Adult Literacy and Numeracy Australian Research Consortium.

Madison, Bernard L. 2004. "Two Mathematics: Ever the Twain Shall Meet?" Peer Review 6 (4):9-12.

Marsden, Emma, and Carole J. Torgerson. 2012. "Single group, pre- and post-test research designs: Some methodological concerns." Oxford Review of Education 38 (5):583-616. doi: 10.1080/03054985.2012.731208.

Maxwell, Scott E, and Harold D Delaney. 2003. Designing experiments and analyzing data: A model comparison perspective: Routledge.

Mhakure, Duncan. 2014. "Toward an understanding of authentic assessment: A theoretical perspective." 22nd Annual Conference of SAARMSTE – New avenues to transform mathematics, science and technology in Africa, Nelson Mandela Metropolitan University, Port Elizabeth. South Africa, 13-16 January 2014.

Nimon, Kim, and Cynthia Williams. 2009. "Evaluating performance improvement through repeated measures: A primer for educators considering univariate and multivariate designs." Research in Higher Education Journal 2:1.

Noss, Richard, and Celia Hoyles. 2013. "Modeling to Address Techno-Mathematical Literacies in Work." In Modeling Students' Mathematical Modeling Competencies: ICTMA 13, edited by Richard Lesh, Peter L. Galbraith, Christopher R. Haines and Andrew Hurford, 75-86. Dordrecht: Springer Netherlands.

Prince, Robert. 2010. "The National Benchmark Tests: 2010 Intake Report." Higher Education South Africa Consultative Forum, Johannesburg, May.

Rankin, Neil, V Schoer, C Sebastiao, and C Van Walbeek. 2012. "Predictors of academic performance: National Senior Certificate versus National Benchmark Test." South African Journal of Higher Education 26 (3):564-585.

Rittle‐Johnson, Bethany, Emily R Fyfe, and Abbey M Loehr. 2016. "Improving conceptual and procedural knowledge: The impact of instructional content within a mathematics lesson." British Journal of Educational Psychology 86 (4):576-591.

StataCorp. 2015. "Stata Statistical Software: Release 14."

Steen, Lynn Arthur. 2004. Achieving quantitative literacy: An urgent challenge for higher education: MAA.

Street, Brian, and Dave Baker. 2006. "So, what about multimodal numeracies." Travel Notes from the New Literacy Studies, Multilingual Matters Ltd, Cleveden, Buffalo, Toronto:219-233.

Street, Brian V. 2005. "At last: Recent applications of new literacy studies in educational contexts." Research in the Teaching of English 39 (4):417-423.

Tanguma, Jesus. 1999. "Analyzing Repeated Measures Designs Using Univariate and Multivariate Methods: A Primer."

Torgerson, David. 2008. Designing randomised trials in health, education and the social sciences: an introduction: Springer.

WHO. 2016. World malaria report 2015: World Health Organization.

Wilson-Strydom, Merridy. 2012. "Using the NBTs to inform institutional understandings of'under-preparedness': Implications for admissions criteria." South African Journal of Higher Education 26 (1):136-151.

Wilson‐Strydom, Merridy. 2010. "Traversing the Chasm from School to University in South Africa: A student perspective." Tertiary education and Management 16 (4):313-325.

Wolmarans, N, R Smit, B Collier-Reed, and H Leather. 2010. "Addressing concerns with NCS: An analysis of first-year student performance in mathematics and physics." 18th Conference of the Southern African Association for Research in Mathematics, Science and Technology Education, Kwazulu-Natal, pp274-284.

Yeld, N. 2011. Confusion, suspicion continue to plague our matric results. In Business Day.



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