3.1. Results
3.1.1. Descriptive Statistics
Table 1 presents the exam results based on various students’ characteristics. Among 389 female students (26.7% of the total), 126 (32.4%) have passed, whereas among 1,068 male students (73.3% of the total), 600 (56.2%) were successful, indicating a higher pass rate for male students. Regarding enrollment type, among 1,336 regular students (91.7% of the total), 713 (53.4%) passed when compared to 121 weekend program students (8.3% of the total) only 13 (10.7%) passed the exam, suggesting relatively better performance among regular students. In terms of CGPA, students with higher cumulative GPAs had higher pass rates: only 18 (5.4%) out of 333 students with a CGPA of 2.0 – 2.49 passed, while 137 (29.9%) out of 458 with a CGPA of 2.50 – 2.99. In contrary, 381 (80.2%) out of 475 with a CGPA of 3.00 – 3.59, and 190 (99.5%) out of 191 with a Cumulative grade point average(CGPA) of ≥ 3.60 were successful.
Regarding study duration, out of 1,269 students who completed their studies in expected four years (87.1% of the total), 662 (52.2%) passed, compared to 188 students (12.9% of the total) who delayed for one or more years 64 (34%) passed the exam. Exam performance has also varied by fields of studies: 41 (93.2%) out of 44 students from Law, 225 (51.5%) out of 437 from Business and Economics fields, 192 (62.3%) out of 308 from the Agriculture and Natural Resource fields, 156 (50.5%) out of 309 from Natural and Computational Science fields and 112 (31.2%) out of 359 from Social Science and Humanities fields have got pass mark. Overall, male students, regular program admission, students with higher CGPAs, and those who completed their studies within the expected years had a greater likelihood of passing, with the School of Law showing the highest success rate.
3.1.2. Chi-square Test of Independence
Table 2 shows that p-values of gender, enrollment type, students’ last CGPA, field of study, and year of study are all < 0.05. Based on these results, we can reject the null hypothesis at the 95% level of significance, indicating that all variables are statistically significantly associated with exit exam results.
3.1.3. Binary Logistic Regression Analysis
The multivariable binary logistic regression analysis presented in
Table 3 identifies key factors influencing the exit exam results at Jinka University. The findings indicate that gender plays a significant role, with female students being 1.78 times more likely to fail the exam as compared to male students (AOR = 1.78, 95% CI: 1.26 – 2.514; p = 0.001), highlighting a statistically significant gender disparity that may require further investigation. Similarly, enrollment type is strongly associated with exam outcomes, as students in the weekend program have 9.083 times higher odds of failing as compared to regular students (AOR = 9.083, 95% CI: 2.298 – 35.90; p = 0.002), suggesting potential differences in learning environments or student preparedness.
Academic performance, measured by CGPA, also shows a strong correlation with exit exam results. Students with lower CGPAs have significantly higher odds of failing, with the highest risk observed at those with a CGPA of 2.00 – 2.50 (AOR = 609, 95% CI: 221.71 – 1673.4; p = 0.000), followed by students with a CGPA of 2.51 – 3.00 (AOR = 91.55, 95% CI: 36.65 – 228.7; p = 0.000), and those with a CGPA of 3.01 – 3.50 (AOR = 12.258, 95% CI: 4.86 – 30.87; p = 0.000). These findings indicate that students with lower CGPAs are at a substantially greater risk of failing, emphasizing the impact of academic performance on exam success.
Additionally, the field of study significantly influences exam outcomes. As compared to students who studied Law (reference category), those who studied Social Sciences and Humanities fields have the highest odds of failing (AOR = 16.44, p = 0.002), followed by students who studied Natural and Computational Sciences fields (AOR = 8.245, p = 0.022) and those who admitted to the fields Business and Economics (AOR = 6.988, p = 0.036); all of which are statistically significant.
Finally, the year of study significantly affects exit exam outcomes. The results show that students with one or more years of delay have increased odds of failing the exit exam (AOR = 2.113; p = 0.000) as compared to students who finished their studies within the expected years of study.
3.1.4. Model Adequacy Checking
The model's appropriateness is assessed by examining its overall goodness of fit using tests and by evaluating significant observations after applying a logistic regression model to a dataset. The Hosmer-Lemeshow test (Archer, Lemeshow, & Hosmer, 2007) goodness-of-fit test, which is frequently used to assess the fit of logistic regression models, was used in this study.
Had we had p-value for the Hosmer-Lemeshow goodness of fit test greater than 0.05, we could have not rejected the null hypothesis. This shows that there is no difference between observed and model- predicted values, implying that the model estimates are sufficient to provide a satisfactory level of fit to the data. As can be seen from
Table 4, results show that (Chi-square: χ2 = 5.546; p = 0.698) this suggests how well the model fits the data.
3.1.5. Focus Group Discussions
This focus group discussion is aimed at identifying challenges faced by JKU graduating students in 2024 for exit exam performance and exploring lessons learned from the results so as to determine a possible direction that should be followed or adopted for future action.
The researchers have conducted focus group discussions with students on the challenges faced by JKU students during the preparation time for the exit exam. Under this category, challenges related to the instructional process, campus facilities, instructional materials, students’ academic background, psychological readiness, and overall students’ academic support system were assessed.
1. Challenges related to the instructional process: Teachers’ competency and experience, teaching methods and academic calendar duration are among mentioned factors.
Based on the focus group discussion, students argued that the instructional process has faced some challenges related to teachers' competency and experience, teaching methods, and the academic calendar during their study year. Students said that some teachers are inexperienced and lack deep knowledge and preparation in certain subjects. As a result, they struggled to teach complex concepts effectively, which in turn contributes to students’ results. On the other hands, the method teachers have used has always been the same, which is the ‘one-size-fits-all approach’ because of insufficient time due to a packed academic calendar. Therefore, according to their discussion, the instructional process was run with rigid academic schedules that led to superficial coverage rather than in-depth understanding. This has also, in turn, impacted students’ motivation and overall well-being to prepare themselves for the exit exam.
2. Challenges related to campus facilities: Internet, library, cafeteria service are among the factors raised under this category.
Students have also discussed challenges related to campus facilities, particularly internet access, library resources, and cafeteria services. Accordingly, they replied that the power outage on campus was the big problem and happened frequently, which in turn resulted in a total cutoff in library and internet services. More specifically, they agreed that inconsistent, slow internet connectivity and insufficient internet access points on the campus made students’ exam preparation very difficult.
3. Challenges related to instructional materials: Textbook, teaching material and exam blue prints are among the factors mentioned by the respondents under this category.
In getting prepared for the exit exam, students have encountered some challenges related to instructional materials such as textbooks, teaching materials, and exam blueprints. Due to the use of varied teaching materials by teachers limited availability of textbooks, and insufficient copies of common teaching materials and references, students’ faced challenges in preparing for the exit exam. Students said that the exam blueprints were prepared by the Ministry of Education in 2023 has led to confusion about what contents will be assessed, made it difficult to get prepared effectively. This uncertainty regarding the content and format of tests had contributed to increased stress and anxiety among students. Even now, most students during FGD agreed and believed that the exam questions did not align with the blue prints and instructional materials covered in class.
4. Challenges related to students' academic background: University and department placement, and cumulative grade point average are among the factors raised by the respondents in this section.
Students have faced a variety of challenges related to their academic background, University and department placement, and cumulative grade point average (CGPA) for exit exam performances, as respondents claimed. The discussion indicated that the University and program placement of students did not align with their interests, leading to disengagement and poor academic backgrounds. This, in turn, has contributed to their failure in the exit exam.
5. Challenges related to students' psychological readiness: Confusion, fear, feeling of inadequacy are among the lists forwarded by the respondents under this category.
According the reply of the respondents, the nationally new transition shock for the exit exam of graduates, students’ perceived failure, uncertainty regarding academic expectations and depression has led them to confusion, fear, and feelings of inadequacy for the exit exam.
6. Challenges related to overall students’ academic support system: Exit exam performance plan, tutorial, and monitoring students’ progress are among the factors mentioned by the respondents in this category.
The focus group discussion indicated that students encountered various challenges related to their overall academic support system, particularly in areas like exit exam performance plans, tutorials, and monitoring students’ progress. As a result, the absence of a clear performance plan for students approaching the exit exam can result in a lack of targeted support and intervention for those who need it most. Students were not receiving adequate preparation for exit exams; rather, they were focused primarily on course work. The tutorial program was not accessible to all courses, and all students were not interested in attending tutorials because of its mode of delivery. There was no regular monitoring of student progress throughout their University years, which is leading to the late identification of students at risk of failing the exit exam.
3.2. Discussions
Our findings indicated that gender is a significant factor, with female students facing a higher risk of failing the exit exam than their male counterparts. This aligns with the research of (Salehi et al., 2019), which suggests that female students tend to experience greater test anxiety and fear of failure, potentially hindering their exam performance.
Furthermore, our study revealed that weekend program admitted students are nearly nine times more likely to fail the exam than those in regular programs admissions. This finding is consistent with the research findings of (Bishop, Mañe, & Bishop, 2001), which suggests that students admitted to weekend programs may have limited access to academic resources and support services as compared to their counterparts in regular programs admission.
The findings suggested that academic performance, as measured by CGPA, is a key predictor of success in the exit exam. This is consistent with the study by (Al-Alawi, Al Shaqsi, Tarhini, & Al-Busaidi, 2023), which utilized machine learning techniques to demonstrate that CGPA, along with factors such as high school exam scores and region, can effectively predict students’ academic performance.
The analysis underscores that academic performance, as measured by CGPA, is a critical factor in determining success in the exit exam. This finding aligns with the study by (Yakubu & Abubakar, 2022), which employed machine learning techniques to demonstrate that CGPA, along with factors such as high school exam scores and region, can effectively predict students’ academic performance. Similarly, (Alyahyan & Düştegör, 2020), highlighted that the importance of early identification of at-risk students, emphasizing that internal assessment grades and CGPA are key predictors of student performance, facilitating timely interventions.
The results also indicated that differences in the field of study have a significant impact on students' exit exam performance. This finding aligns with the study by (Legese, 2018), which highlighted that field of study has significant influence on student’s academic achievement.
Additionally, our study revealed that students who delayed one or more years to complete their studies are more likely to fail the exam as compared to those who completed their studies within expected years. This result is consistent with the findings of (Koçak, Göksu, & Göktas, 2021), which suggested that students who take longer time to complete their degrees often encounter challenges such as financial stress, balancing work and study, and personal issues that can negatively affect their academic performance.
Findings from group discussion indicated that students have encountered difficulties with instructional materials, such as textbooks and other teaching resources, while preparing for exams. This outcome aligns with the study by (Yimer & Bishaw, 2023), which highlighted that Universities often face challenges in supplying sufficient study materials and resources, including textbooks, online materials, and access to past exam papers.
The findings suggested that students' academic background, along with the shock of transitioning to the exit exam, has contributed to feelings of perceived failure, uncertainty about academic expectations, and depression. These factors have resulted in confusion, fear, and a sense of inadequacy regarding the exam. This outcome is consistent with a study by(Grech, 2025), It found that students experienced depression, anxiety, low self-worth, and uncertainty about academic expectations. The shock of failure and the pressure of resetting the exam contributed to confusion, fear, and a sense of inadequacy.
According to the group discussion results, the instructional process was run with rigid academic schedules that led to superficial coverage rather than in-depth understanding. This has also, in turn, impacted students’ motivation and overall well-being to prepare themselves for the exit exam. This result is consistent with a study conducted by(Dorn, 2015), revealing that rigid scheduling often leads to rushed content coverage and limits opportunities for in-depth understanding. It also notes that students feel more prepared and less stressed when schedules allow for longer, focused learning periods.
The group discussion revealed that students have felt the exam questions did not align with the blueprints and instructional materials covered in the class. This finding agrees with a study by (Yimer & Bishaw, 2023), which founded that discrepancies often exist between the curriculum content and what is assessed in exit exams, leaving students unprepared for certain topics.
The focus group discussion also indicated that students believed the instructional process faced several challenges, including teachers' competency, experience, and teaching methods. This finding is consistent with a study by(NJENGA), which revealed that many teachers lack the essential skills and knowledge needed to effectively teach and assess students, especially in specialized or technical subjects. Additionally, research by (A. T. Kebede & Phasha, 2024), has highlighted that inexperienced teachers may face difficulties in classroom management and implementing effective teaching strategies, which can negatively impact students' learning experiences.
The findings from the discussion highlighted that students face multiple challenges related to their academic background such as University and department placement, and cumulative grade point average (CGPA) when preparing for exit exams which may have negative impact on the results. This findings consistent with the study by (Hailu et al., 2024), which founded that the pressure to maintain a high CGPA can lead to significant stress and anxiety, negatively impacting students' overall well-being and academic performance.
Additionally, research by (A. Kebede, 2024) indicated that many students are placed in academic programs that do not align with their interests or career aspirations. University and department placements are often determined by quota systems rather than individual preferences or strengths, which can result in decreased motivation, engagement, and overall academic satisfaction.
Moreover, a study by (Kassaw, Demareva, & Herut, 2024) suggested that students enter University with varying levels of preparedness, which affects their ability to adapt to the demands of higher education. Those from disadvantaged backgrounds may face even greater difficulties due to limited access to quality primary and secondary education, further exacerbating their academic challenges.
During the group discussion, students have also highlighted challenges concerning campus facilities, specifically internet connectivity and library resources. This finding aligns with the study by(Ayenew & Gebre, 2022), which indicated that limited resources such as inadequate educator training and insufficient infrastructure can impede the effective administration of exit exams.