| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.866 | 1.204 |
|
Retracted Output
|
1.516 | -0.038 |
|
Institutional Self-Citation
|
-0.539 | -0.146 |
|
Discontinued Journals Output
|
0.122 | -0.150 |
|
Hyperauthored Output
|
-0.276 | 0.615 |
|
Leadership Impact Gap
|
0.431 | 1.199 |
|
Hyperprolific Authors
|
-1.413 | -0.434 |
|
Institutional Journal Output
|
-0.268 | -0.268 |
|
Redundant Output
|
-1.186 | -0.920 |
Kyambogo University presents a profile of notable strengths in research integrity contrasted by specific, critical vulnerabilities, reflected in an overall score of 0.319. The institution demonstrates a robust culture of responsible research conduct, evidenced by very low risk levels in hyperprolific authorship, redundant publications, and the use of institutional journals. These strengths suggest a solid foundation focused on quality and external validation. However, this positive baseline is seriously undermined by a significant rate of retracted output and a medium-risk tendency to publish in discontinued journals, which pose direct threats to its scientific credibility. These integrity challenges coexist with recognized academic strengths, as evidenced by its SCImago Institutions Rankings, where the university holds prominent national positions in fields such as Earth and Planetary Sciences, Environmental Science, and Psychology. While the institution's formal mission was not available for this analysis, the identified risks are fundamentally at odds with the core principles of academic excellence and social responsibility that define a leading Higher Education Institution. It is therefore recommended that the university leverages its foundational strengths in research practice to implement targeted interventions, focusing on enhancing pre-publication quality control and promoting greater awareness of reputable dissemination channels, thereby aligning its operational integrity with its demonstrated thematic potential.
With an institutional Z-score of 0.866, Kyambogo University shows a more moderate risk profile compared to the national average of 1.204. This suggests a differentiated management approach where the institution exercises greater control over a practice that is common within the country. While multiple affiliations can be a legitimate outcome of collaboration, disproportionately high rates can signal strategic attempts to inflate institutional credit. The university's ability to moderate this trend relative to its national peers indicates a more controlled and potentially more transparent approach to declaring institutional partnerships and researcher mobility, reducing the risk of "affiliation shopping."
The data reveals a severe discrepancy between the institution's performance and the national standard, with a Z-score of 1.516 marking a significant risk, in stark contrast to the country's low-risk score of -0.038. This atypical level of risk activity requires a deep integrity assessment. Retractions are complex events, but a rate so far above the norm suggests that quality control mechanisms prior to publication may be failing systemically. This indicator moves beyond individual errors to alert to a potential vulnerability in the institution's integrity culture, indicating possible recurring malpractice or a lack of methodological rigor that warrants immediate qualitative verification by management.
The university demonstrates a prudent profile in its citation practices, with a Z-score of -0.539, which is lower than the national average of -0.146. This indicates that the institution manages its processes with more rigor than the national standard. A certain level of self-citation is natural, reflecting the continuity of research lines. However, the university's lower-than-average rate suggests a healthy reliance on external validation and a reduced risk of creating scientific 'echo chambers.' This practice strengthens the credibility of its impact, showing that its academic influence is validated by the global community rather than being inflated by internal dynamics.
A moderate deviation is observed in the university's publication strategy, with its Z-score of 0.122 (medium risk) standing in contrast to the country's low-risk score of -0.150. This shows a greater institutional sensitivity to this particular risk factor compared to its peers. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. This score indicates that a portion of the university's scientific production is being channeled through media that may not meet international ethical or quality standards, exposing the institution to severe reputational risks and suggesting an urgent need for information literacy to avoid wasting resources on 'predatory' or low-quality practices.
The institution shows considerable resilience against national trends, with a low-risk Z-score of -0.276 compared to the country's medium-risk score of 0.615. This suggests that the university's internal control mechanisms are effectively mitigating systemic risks present in its environment. While extensive author lists are legitimate in 'Big Science,' their appearance in other contexts can indicate author list inflation, diluting accountability. The university's low score is a positive signal that it fosters a culture where authorship is more likely tied to meaningful contribution, distinguishing its practices from potential 'honorary' or political authorship trends seen elsewhere.
The university exhibits differentiated management of its collaborative impact, with a Z-score of 0.431 that, while in the medium-risk category, is significantly lower than the national average of 1.199. This indicates that the institution moderates risks that appear more common across the country. A wide positive gap suggests that scientific prestige is dependent on external partners rather than being built on internal capacity. The university's more contained gap suggests a healthier balance, indicating that while it benefits from collaboration, it is also developing its own intellectual leadership, thereby reducing the sustainability risk associated with an overly exogenous impact profile.
The institution's Z-score of -1.413 reflects a very low-risk environment, which is consistent with and even stronger than the country's low-risk average of -0.434. This absence of risk signals aligns with a national standard of responsible productivity. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to risks such as coercive authorship or 'salami slicing.' The university's very low score in this area is a strong indicator of an institutional culture that prioritizes the quality and integrity of the scientific record over the sheer quantity of publications.
An integrity synchrony is observed between the university and its national context, with both sharing an identical Z-score of -0.268, placing them in the very low-risk category. This reflects a total alignment with an environment of maximum scientific security on this front. Excessive dependence on in-house journals can raise conflicts of interest and lead to academic endogamy by bypassing independent peer review. The university's negligible rate of publication in its own journals demonstrates a commitment to global standards of validation, ensuring its research competes and is scrutinized on an international stage, thereby enhancing its visibility and credibility.
The data indicates a state of total operational silence regarding this risk, with the university's Z-score of -1.186 being even lower than the country's very low-risk average of -0.920. This absence of risk signals, even below the national baseline, is a testament to strong integrity practices. Massive bibliographic overlap between publications often indicates data fragmentation or 'salami slicing,' a practice used to artificially inflate productivity. The university's extremely low score suggests a robust institutional focus on producing coherent, significant studies that offer new knowledge, rather than prioritizing volume through questionable publication tactics.