| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.095 | 0.349 |
|
Retracted Output
|
-0.033 | 0.121 |
|
Institutional Self-Citation
|
0.615 | 0.437 |
|
Discontinued Journals Output
|
0.692 | 0.600 |
|
Hyperauthored Output
|
-0.850 | -0.427 |
|
Leadership Impact Gap
|
-0.788 | 1.206 |
|
Hyperprolific Authors
|
-1.413 | -0.511 |
|
Institutional Journal Output
|
-0.268 | -0.268 |
|
Redundant Output
|
0.299 | 0.459 |
Kwara State University presents a robust scientific integrity profile, marked by an overall risk score of 0.034, which indicates a solid foundation of responsible research practices. The institution demonstrates exceptional strengths in areas requiring strong internal governance, showing very low risk in the Rate of Hyperprolific Authors and the Rate of Output in Institutional Journals. Furthermore, it exhibits notable resilience by maintaining low-risk levels for Retracted Output and the Gap in Leadership Impact, areas where the national context shows greater vulnerability. These strengths are complemented by strong academic positioning in key thematic areas, including Earth and Planetary Sciences, Chemistry, and Economics, Econometrics and Finance, according to SCImago Institutions Rankings data. However, the analysis also reveals areas of moderate risk that require strategic attention, specifically in the Rate of Multiple Affiliations, Institutional Self-Citation, and Output in Discontinued Journals, where the university's exposure exceeds the national average. While a specific mission statement was not available for analysis, these medium-risk indicators could challenge the universal academic values of excellence and transparency. To safeguard its reputation and build upon its strengths, Kwara State University is advised to leverage its effective internal control mechanisms to develop targeted policies that address these specific vulnerabilities, thereby ensuring its research practices fully align with its demonstrated academic potential.
With a Z-score of 1.095, compared to the national average of 0.349, the institution shows a higher exposure to this risk factor than its peers. This moderate deviation suggests that the university's researchers are more prone to declaring multiple affiliations on their publications. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this disproportionately high rate signals a need to review institutional policies. It is crucial to ensure that this practice reflects genuine collaboration and is not being used as a strategic attempt to inflate institutional credit or engage in “affiliation shopping,” which could dilute the university's distinct academic identity.
The institution demonstrates institutional resilience in this area, with a Z-score of -0.033, which is significantly better than the national average of 0.121. This indicates that the university's control mechanisms appear to successfully mitigate the systemic risks of retraction that are more present in the country. A low rate of retractions suggests that the quality control and supervision mechanisms prior to publication are functioning effectively. This performance is a positive sign of a healthy integrity culture, preventing the kind of recurring malpractice or lack of methodological rigor that often leads to a high volume of retracted work.
The university's Z-score of 0.615 is notably higher than the national average of 0.437, indicating a high exposure to this particular risk. This pattern suggests that the institution is more prone to citing its own work than its national counterparts. While a certain level of self-citation is natural, this disproportionately high rate can signal concerning scientific isolation or 'echo chambers' where research is validated internally without sufficient external scrutiny. This trend warns of a potential risk of endogamous impact inflation, where the institution's academic influence may be oversized by internal dynamics rather than by recognition from the global scientific community.
With a Z-score of 0.692, which is above the national average of 0.600, the institution shows a greater tendency to publish in journals that later cease operation. This high exposure constitutes a critical alert regarding the due diligence applied in selecting dissemination channels. A high score indicates that a significant portion of scientific production is being channeled through media that may not meet international ethical or quality standards. This exposes the institution to severe reputational risks and suggests an urgent need for enhanced information literacy among researchers to avoid wasting resources on 'predatory' or low-quality publication practices.
The institution maintains a prudent profile with a Z-score of -0.850, which is well below the national average of -0.427. This demonstrates that the university manages its authorship attribution processes with more rigor than the national standard. Outside of disciplines where extensive author lists are legitimate, such as 'Big Science,' this low rate indicates a strong defense against author list inflation. This practice upholds individual accountability and transparency, effectively discouraging 'honorary' or political authorship and ensuring credit is assigned appropriately.
Kwara State University shows significant institutional resilience, with a Z-score of -0.788, in stark contrast to the national medium-risk average of 1.206. This result indicates that the university effectively mitigates the systemic national risk of depending on external partners for impact. A low gap suggests that the institution's scientific prestige is not dependent and exogenous but is instead built upon strong internal capacity and intellectual leadership. This reflects a sustainable model of excellence, where high-impact research is a direct result of the university's own structural capabilities.
The institution's Z-score of -1.413, compared to the country's score of -0.511, demonstrates low-profile consistency and an absence of risk signals in an area where the national context shows some activity. This very low indicator is a strong positive signal. While high productivity can be legitimate, extreme publication volumes often challenge the limits of meaningful intellectual contribution. The university's excellent result indicates a healthy balance between quantity and quality, effectively preventing risks such as coercive authorship or the assignment of authorship without real participation, thereby protecting the integrity of its scientific record.
With a Z-score of -0.268, identical to the national average, the institution demonstrates integrity synchrony and total alignment with an environment of maximum scientific security in this domain. This very low rate shows that the university avoids excessive dependence on its own journals, thus preventing potential conflicts of interest where the institution would act as both judge and party. This practice ensures that its scientific production bypasses academic endogamy and undergoes independent external peer review, which is essential for achieving global visibility and competitive validation.
The university exhibits differentiated management of this risk, with a Z-score of 0.299 that is considerably lower than the national average of 0.459. Although this practice represents a medium-risk factor within the country, the institution demonstrates a capacity to moderate it more effectively than its peers. This suggests a stronger institutional stance against 'salami slicing,' the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity. By controlling this behavior, the university promotes the publication of significant new knowledge over mere volume, contributing more meaningfully to the scientific record.