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Predictive Influence of Pre‑Entry Examination Performance on Educational Outcomes among Certificate‑Level Trainees in Midwifery, Nursing, and Pharmacy in Uganda

This retrospective cohort study in Uganda found that O-Level pre-entry subject grades are poor predictors of academic and practical outcomes for certificate-level health trainees, suggesting that admission policies should shift from rigid subject prerequisites toward supportive mechanisms like bridging programs and early monitoring to ensure equitable access and patient safety.

Original authors: Rogers Muhoozi, Victor Kalenzi, Peter Bala Akwu, Derrick Asiimwe, Noah Hussein, Johnson Nyeko Oloya

Published 2026-08-27
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Original authors: Rogers Muhoozi, Victor Kalenzi, Peter Bala Akwu, Derrick Asiimwe, Noah Hussein, Johnson Nyeko Oloya

Original paper licensed under CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/). This is an AI-generated explanation of the paper below. It is not written or endorsed by the authors. For technical accuracy, refer to the original paper. Read full disclaimer

In Uganda, as in many places, the path to becoming a nurse, a midwife, or a pharmacist begins with a gate. This gate is guarded by a set of rules about what a student must have learned in secondary school. The system demands specific grades in subjects like biology, chemistry, physics, mathematics, and English. The logic behind this gate is straightforward: if a student has mastered these foundational sciences, they are likely to succeed in the rigorous training that follows. It is a belief that past academic performance is a reliable map for future professional competence. This idea shapes who gets to enter the healthcare workforce and, by extension, who gets to care for patients. But a map is only useful if it actually leads to the destination. If the grades that open the door do not predict who will finish the journey or who will be skilled at the work, then the gate might be guarding the wrong things, potentially keeping out capable people while letting in others who are not ready.

A team of researchers in Uganda set out to test whether this traditional gatekeeping method actually works. They looked at the records of 401 students who had recently trained in certificate-level programs for nursing, midwifery, and pharmacy at two institutions in Fort Portal. These students had all passed the standard entry requirements, bringing their secondary school grades with them. The researchers gathered every piece of data they could find: the specific marks each student had earned in their five required subjects, their final grades in the training program, their scores in practical clinical exams, and whether they finished their training on time or had to repeat a year. They then used statistical tools to see if the high school grades could predict these later outcomes. They were looking for a clear line connecting the past to the future, a signal that a student who aced chemistry in high school would inevitably excel in their nursing training.

The results of this investigation were surprising and clear. When the researchers analyzed the data, they found that the specific grades a student earned in high school subjects like biology, chemistry, or physics had almost no power to predict how well that student would do in their health training. A student with top marks in these subjects was no more likely to finish the program on time or to achieve a high overall grade than a student with lower marks. The only slight exception was mathematics. The researchers found a modest link between math scores and performance in practical exams, where students demonstrate their skills on patients or with equipment. This makes intuitive sense, as math is often needed for calculating drug dosages or interpreting lab results. However, even this connection was weak, and math alone could not explain why some students succeeded while others struggled.

Instead of the high school grades, the study found that the program a student chose and the specific institution they attended were the strongest predictors of success. For instance, students in the certificate nursing program were significantly more likely to finish their training on time compared to those in midwifery. Conversely, students in the pharmacy program were much more likely to fail an exam or have to repeat a semester than their peers in the other two fields. The location of the school also mattered; students at one institution performed consistently better in practical exams than those at the other, regardless of how well they had done in high school. These findings suggest that the environment in which a student learns—the quality of teaching, the support systems available, and the nature of the specific course—matters far more than the grades they brought with them on day one.

The researchers concluded that the current system of relying strictly on secondary school subject grades to decide who enters health training may be flawed. The study suggests that these grades do not capture the full range of skills needed to become a competent healthcare worker. A student might have lower math or science scores but still possess the resilience, practical aptitude, or dedication to become an excellent nurse or pharmacist, especially if they receive good support during their training. The authors argue that admission policies should not just be about filtering people out based on a single set of numbers. Instead, they propose that schools should focus on identifying students who might need extra help and providing them with bridging programs, mentorship, and early support. This approach would allow more capable individuals to enter the workforce while ensuring they have the tools to succeed, ultimately leading to a stronger and more equitable healthcare system for the communities they serve.

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