Quality, efficiency and equity in postgraduate supervision: A partial least squares structural equation modelling [PLS-SEM] study of student success and supervision outcomes at a Ghanaian university
DOI :
https://doi.org/10.51867/scimundi.6.2.28Mots-clés :
Quality, Efficiency, Equity, Supervision, Success, Postgraduate, StudentsRésumé
The internationalization of postgraduate education has heightened issues about the quality, efficiency, and equity of supervision as the key factors affecting success and completion rates of students. This study sought to establish how quality, efficiency, and equity in postgraduate supervision affect student success and supervision outcomes among MPhil Education students at the University of Cape Coast, Ghana. The study was based on the Social Cognitive Theory and examined the direct impact of the characteristics of supervision on student achievement and supervision outcomes, and finally examined the success as an intervening variable (operationalised as the mediating mechanism of research self-efficacy, skill mastery, and scholarly identity formation through which supervisory characteristics are theorised to shape supervision outcomes) in these relationships. Data were drawn from a census of 123 MPhil Education students at a Ghanaian public university, using a cross-sectional survey design analysed through partial least squares structural equation modelling (PLS-SEM). The model explained 67.2% of the variance in success and 51.1% in supervision outcomes, with acceptable predictive relevance on both. Quality was the dominant predictor throughout the model, but its effect ran opposite to theoretical expectation: higher perceived quality was associated with lower success (β = -.564, p < .001) and less favourable supervision outcomes (β = -.603, p < .001). Efficiency similarly reduced success (β = -.254, p = .018) but had no relationship with supervision outcomes, and equity predicted neither. Success did not mediate any of the three supervisory dimensions' relationships with supervision outcomes, so the hypothesised mediation was not supported. The negative quality and efficiency paths are interpreted cautiously: they may reflect genuine expectation-disconfirmation among more discerning students, but discriminant-validity checks also show quality and success are not cleanly separated in this dataset, so a measurement artefact cannot be ruled out. The study recommends against revising supervision policy on the strength of these results alone, and instead calls for routine, validated monitoring of supervision, structured supervisor training in feedback practice, continued attention to equitable access, and qualitative or longitudinal follow-up to clarify the mechanisms involved.
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Références
Addae-Mensah, I. (2000). Education in Ghana: A tool for social mobility or social stratification? J. B. Danquah Memorial Lectures.
Aina, O. I. (2010). Beyond reforms: The politics of higher education transformation in Africa. African Studies Review, 53(1), 21-40. https://doi.org/10.1353/arw.0.0323
Aitchison, C., Kamler, B., & Lee, A. (2012). Publishing pedagogies for the doctorate and beyond. Routledge. https://doi.org/10.4324/9780203097076
Asante, E. F., Adu, B. Y., & Woode, I. (2025). Sacred verses screen: Can religiosity buffer digital distress and delay discounting? Science Mundi, 5(2), 366-379. https://doi.org/10.51867/scimundi.5.2.35
Atuahene, F., & Owusu-Ansah, A. (2013). A descriptive assessment of higher education access, participation, equity, and disparity in Ghana. SAGE Open, 3(3), 1-16. https://doi.org/10.1177/2158244013497725
Babbie, E. R. (2022). The practice of social research (15th ed.). Cengage Learning.
Backhouse, J. (2009). MPhil education in South Africa: Models, pedagogies and student experiences. In E. Bitzer (Ed.), Higher education in South Africa: A scholarly look behind the scenes (pp. 327-346). SunMedia.
Bandura, A. (1986). Social foundations of thought and action: A social cognitive theory. Prentice-Hall.
Bandura, A. (1997). Self-efficacy: The exercise of control. W. H. Freeman.
Bitzer, E., & Albertyn, R. (2020). Spaces, boundaries and thresholds in MPhil education. African Sun Media. https://doi.org/10.18820/9781928480419
Bowen, W. G., & Rudenstine, N. L. (1992). In pursuit of the Ph.D. Princeton University Press.
https://doi.org/10.1515/9781400862474
Castelló, M., Pardo, M., Sala-Bubaré, A., & Suñe-Soler, N. (2017). Why do students consider dropping out of MPhil degrees? Institutional and personal factors. Higher Education, 74(6), 1053-1068. https://doi.org/10.1007/s10734-016-0106-9
Cloete, N., Mouton, J., & Sheppard, C. (2015). MPhil education in South Africa: Policy, discourse and data. African Minds. https://doi.org/10.47622/9781928331001
Cohen, J. (1988). Statistical power analysis for the behavioral sciences (2nd ed.). Lawrence Erlbaum Associates.
De Kleijn, R. A., Mainhard, M. T., Meijer, P. C., Pilot, A., & Brekelmans, M. (2012). Master's thesis supervision: Relations between perceptions of the supervisor-student relationship, final grade, perceived supervisor contribution to learning and student satisfaction. Studies in Higher Education, 37(8), 925-939. https://doi.org/10.1080/03075079.2011.556717
Dericks, G., Thompson, E., Roberts, M., & Phua, F. (2019). Determinants of PhD student satisfaction: The roles of supervisor, department, and peer qualities. Assessment & Evaluation in Higher Education, 44(7), 1053-1068. https://doi.org/10.1080/02602938.2019.1570484
Devos, C., Boudrenghien, G., Van der Linden, N., Azzi, A., Frenay, M., Galand, B., & Klein, O. (2017). MPhil students' experiences leading to completion or attrition: A matter of sense, progress and distress. European Journal of Psychology of Education, 32(1), 61-77. https://doi.org/10.1007/s10212-016-0290-0
Effah, P., & Hofman, A. (2015). Trends in quality assurance in higher education in Ghana. In J. Boampong (Ed.), Governance and management in higher education: The perspective of the academy (pp. 155-170). Africa World Press.
Fampah-Attakurah, S. (2019). MPhil supervision in Ghana: Experiences and challenges. Journal of Higher Education in Africa, 17(1), 89-110.
Foot, R., Crowe, A. R., Tollafield, K. A., & Allan, C. E. (2014). Exploring MPhil student identity development using a self-study approach. Teaching and Learning Inquiry, 2(1), 103-118. https://doi.org/10.20343/teachlearninqu.2.1.103
Fornell, C., & Larcker, D. F. (1981). Evaluating structural equation models with unobservable variables and measurement error. Journal of Marketing Research, 18(1), 39-50. https://doi.org/10.1177/002224378101800104
Franke, A., & Arvidsson, B. (2011). Research supervisors' different ways of experiencing supervision of MPhil students. Studies in Higher Education, 36(1), 7-19. https://doi.org/10.1080/03075070903402151
Gardner, S. K. (2013). The challenges of first-generation MPhil students. New Directions for Higher Education, 2013(163), 43-54. https://doi.org/10.1002/he.20064
Gatfield, T. (2005). An investigation into PhD supervisory management styles: Development of a dynamic conceptual model and its managerial implications. Journal of Higher Education Policy and Management, 27(3), 311-325. https://doi.org/10.1080/13600800500283585
Golde, C. M. (2005). The role of the department and discipline in MPhil student attrition: Lessons from four departments. Journal of Higher Education, 76(6), 669-700. https://doi.org/10.1080/00221546.2005.11772304
Griffin, K. A., Bennett, J. C., & Harris, J. (2018). Marginalizing merit? Gender differences in Black faculty D/discourses on tenure, advancement, and professional success. Review of Higher Education, 42(1), 25-57. https://doi.org/10.1353/rhe.2018.0031
Hair, J. F., Hult, G. T. M., Ringle, C. M., & Sarstedt, M. (2017). A primer on partial least squares structural equation modeling (PLS-SEM) (2nd ed.). Sage.
Hair, J. F., Risher, J. J., Sarstedt, M., & Ringle, C. M. (2019). When to use and how to report the results of PLS-SEM. European Business Review, 31(1), 2-24. https://doi.org/10.1108/EBR-11-2018-0203
Halse, C., & Malfroy, J. (2010). Retheorizing MPhil supervision as professional work. Studies in Higher Education, 35(1), 79-92. https://doi.org/10.1080/03075070902906798
Henseler, J., Hubona, G., & Ray, P. A. (2016). Using PLS path modeling in new technology research: Updated guidelines. Industrial Management & Data Systems, 116(1), 2-20.
https://doi.org/10.1108/IMDS-09-2015-0382
Henseler, J., Ringle, C. M., & Sarstedt, M. (2015). A new criterion for assessing discriminant validity in variance-based structural equation modeling. Journal of the Academy of Marketing Science, 43(1), 115-135. https://doi.org/10.1007/s11747-014-0403-8
Herman, C. (2011). Obstacles to success, MPhil student attrition in South Africa. Perspectives in Education, 29(3), 40-52.
https://doi.org/10.38140/pie.v29i3.1693
Ives, G., & Rowley, G. (2005). Supervisor selection or allocation and continuity of supervision: Ph.D. students' progress and outcomes. Studies in Higher Education, 30(5), 535-555. https://doi.org/10.1080/03075070500249161
Kahu, E. R., & Nelson, K. (2018). Student engagement in the educational interface: Understanding the mechanisms of student success. Higher Education Research & Development, 37(1), 58-71. https://doi.org/10.1080/07294360.2017.1344197
Kline, R. B. (2016). Principles and practice of structural equation modeling (4th ed.). Guilford Press.
Kock, N., & Hadaya, P. (2018). Minimum sample size estimation in PLS-SEM: The inverse square root and gamma-exponential methods. Information Systems Journal, 28(1), 227-261. https://doi.org/10.1111/isj.12131
Laufer, M., & Gorup, M. (2019). The invisible others: Stories of international MPhil student dropout. Higher Education, 78(1), 165-181. https://doi.org/10.1007/s10734-018-0337-z
Lee, A. (2008). How are MPhil students supervised? Concepts of MPhil research supervision. Studies in Higher Education, 33(3), 267-281. https://doi.org/10.1080/03075070802049202
Lee, A. (2018). How can we develop supervisors for the modern doctorate? Studies in Higher Education, 43(5), 878-890. https://doi.org/10.1080/03075079.2018.1438116
Lee, A., Dennis, C., & Campbell, P. (2010). Nature's guide for mentors. Nature, 447(7146), 791-797. https://doi.org/10.1038/447791a
Levecque, K., Anseel, F., De Beuckelaer, A., Van der Heyden, J., & Gisle, L. (2017). Work organization and mental health problems in PhD students. Research Policy, 46(4), 868-879. https://doi.org/10.1016/j.respol.2017.02.008
Lovitts, B. E. (2008). The transition to independent research: Who makes it, who doesn't, and why. Journal of Higher Education, 79(3), 296-325. https://doi.org/10.1080/00221546.2008.11772100
Mainhard, T., Van der Rijst, R., Van Tartwijk, J., & Wubbels, T. (2009). A model for the supervisor-MPhil student relationship. Higher Education, 58(3), 359-373. https://doi.org/10.1007/s10734-009-9199-8
Manathunga, C., Pitt, R., & Critchley, C. (2021). Graduate attribute development and employability in MPhil education. Journal of Teaching and Learning for Graduate Employability, 12(1), 4-17. https://doi.org/10.21153/jtlge2021vol12no1art1362
McAlpine, L., & Norton, J. (2006). Reframing our approach to MPhil programs: An integrative framework for action and research. Higher Education Research & Development, 25(1), 3-17. https://doi.org/10.1080/07294360500453012
Mouton, J., Boshoff, N., & James, M. (2015). A survey of MPhil supervisors in South Africa. South African Journal of Higher Education, 29(2), 1-22.
https://doi.org/10.20853/29-2-467
Nerad, M. (2012). Conceptual approaches to MPhil education: A community of practice. Alternation, 19(2), 57-72.
Nitzl, C., Roldán, J. L., & Cepeda, G. (2016). Mediation analysis in partial least squares path modeling: Helping researchers discuss more sophisticated models. Industrial Management & Data Systems, 116(9), 1849-1864. https://doi.org/10.1108/IMDS-07-2015-0302
Nunnally, J. C., & Bernstein, I. H. (1994). Psychometric theory (3rd ed.). McGraw-Hill.
OECD. (2021). Education at a glance 2021: OECD indicators. OECD Publishing. https://doi.org/10.1787/b35a14e5-en
Oliver, R. L. (2010). Satisfaction: A behavioral perspective on the consumer (2nd ed.). Routledge.
Orellana, M. L., Darder, A., Pérez, A., & Salinas, J. (2016). Improving MPhil success by matching PhD students with supervisors. International Journal of MPhil Studies, 11, 87-103. https://doi.org/10.28945/3404
Overall, N. C., Deane, K. L., & Peterson, E. R. (2011). Promoting MPhil students' research self-efficacy: Combining academic guidance with autonomy support. Higher Education Research & Development, 30(6), 791-805. https://doi.org/10.1080/07294360.2010.535508
Parasuraman, A., Zeithaml, V. A., & Berry, L. L. (1988). SERVQUAL: A multiple-item scale for measuring consumer perceptions of service quality. Journal of Retailing, 64(1), 12-40.
Park, C. (2005). New variant PhD: The changing nature of the doctorate in the UK. Journal of Higher Education Policy and Management, 27(2), 189-207. https://doi.org/10.1080/13600800500120068
Pearson, M., Cumming, J., Evans, T., Macauley, P., & Ryland, K. (2011). How shall we know them? Capturing the diversity of difference in Australian MPhil candidates and their experiences. Studies in Higher Education, 36(5), 527-542. https://doi.org/10.1080/03075079.2011.594590
Posselt, J. R., & Grodsky, E. (2017). Graduate education and social stratification. Annual Review of Sociology, 43, 353-378. https://doi.org/10.1146/annurev-soc-081715-074324
Pyhältö, K., Vekkaila, J., & Keskinen, J. (2012). Exploring the fit between MPhil students' and supervisors' perceptions of resources and challenges vis-à-vis the MPhil journey. International Journal of MPhil Studies, 7, 395-414. https://doi.org/10.28945/1745
Pyhältö, K., Vekkaila, J., & Keskinen, J. (2015). Fit matters in the supervisory relationship: MPhil students and supervisors' perceptions about the supervisory activities. Innovations in Education and Teaching International, 52(1), 4-16. https://doi.org/10.1080/14703297.2014.981836
Sakurai, Y., Pyhältö, K., & Lindblom-Ylänne, S. (2017). Are Chinese research groups different? A comparison of Chinese and Finnish supervisors' and MPhil students' perceptions of resources and challenges. International Journal of MPhil Studies, 12, 87-105. https://doi.org/10.28945/3740
Schmidt, M., & Hansson, E. (2018). MPhil students' well-being: A literature review. International Journal of Qualitative Studies on Health and Well-being, 13(1), 1508171. https://doi.org/10.1080/17482631.2018.1508171
Spronken-Smith, R., Cameron, C., & Quigg, R. (2018). Factors contributing to high PhD completion rates: A case study in a research-intensive university in New Zealand. Assessment & Evaluation in Higher Education, 43(1), 94-109. https://doi.org/10.1080/02602938.2017.1298717
Stubb, J., Pyhältö, K., & Lonka, K. (2011). Balancing between inspiration and exhaustion: PhD students' experienced socio-psychological well-being. Studies in Continuing Education, 33(1), 33-50. https://doi.org/10.1080/0158037X.2010.515572
Sverdlik, A., Hall, N. C., McAlpine, L., & Hubbard, K. (2018). The PhD experience: A review of the factors influencing MPhil students' completion, achievement, and well-being. International Journal of MPhil Studies, 13, 361-388. https://doi.org/10.28945/4113
Taylor, S., & Beasley, N. (2005). A handbook for MPhil supervisors. Routledge. https://doi.org/10.4324/9780203413302
Terrell, S. R., Snyder, M. M., Dringus, L. P., & Maddrey, E. (2012). A grounded theory of connectivity and persistence in a limited residency MPhil program. The Qualitative Report, 17(31), 1-14.
Van de Schoot, R., Yerkes, M. A., Mouw, J. M., & Sonneveld, H. (2013). What took them so long? Explaining PhD delays among MPhil candidates. PLOS ONE, 8(7), e68839. https://doi.org/10.1371/journal.pone.0068839
Vekkaila, J., Pyhältö, K., & Lonka, K. (2013). Experiences of disengagement-A study of MPhil students in the behavioral sciences. International Journal of MPhil Studies, 8, 61-81. https://doi.org/10.28945/1870
Wao, H. O., & Onwuegbuzie, A. J. (2011). A mixed research investigation of factors related to time to the doctorate in education. International Journal of MPhil Studies, 6, 115-134. https://doi.org/10.28945/1505
Williams, S. N., Thakore, B. K., & McGee, R. (2019). Career coaching for underrepresented scholars in the biomedical sciences: A blueprint. Journal of Clinical and Translational Science, 3(5), 234-238. https://doi.org/10.1017/cts.2019.407
Wright, T., & Cochrane, R. (2000). Factors influencing successful submission of PhD theses. Studies in Higher Education, 25(2), 181-195. https://doi.org/10.1080/713696139
Zhao, X., Lynch, J. G., Jr., & Chen, Q. (2010). Reconsidering Baron and Kenny: Myths and truths about mediation analysis. Journal of Consumer Research, 37(2), 197-206. https://doi.org/10.1086/651257
Zhou, E., & Okahana, H. (2019). The role of department supports on MPhil completion and time-to-degree. Journal of College Student Retention: Research, Theory & Practice, 23(1), 2-30. https://doi.org/10.1177/1521025116682036
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(c) Tous droits réservés Regina Mawusi Nugba, Emmanuel Frimpong Asante 2026

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