| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
2.175 | 0.349 |
|
Retracted Output
|
-0.465 | 0.121 |
|
Institutional Self-Citation
|
0.076 | 0.437 |
|
Discontinued Journals Output
|
0.710 | 0.600 |
|
Hyperauthored Output
|
-0.526 | -0.427 |
|
Leadership Impact Gap
|
-2.365 | 1.206 |
|
Hyperprolific Authors
|
-0.940 | -0.511 |
|
Institutional Journal Output
|
-0.268 | -0.268 |
|
Redundant Output
|
1.516 | 0.459 |
Abubakar Tafawa Balewa University demonstrates a commendable overall integrity profile, marked by significant strengths in research autonomy and quality control, alongside specific, targeted areas for strategic improvement. The institution's performance is particularly robust in maintaining a very low rate of retracted output, hyperprolific authorship, and output in institutional journals, and most notably, in showcasing strong intellectual leadership with minimal dependency on external collaborators for impact. These strengths are foundational to its mission of providing "high quality education" and "advancing understanding." The university's academic excellence is further evidenced by its leading SCImago Institutions Rankings in Nigeria, particularly in Energy (ranked #1) and Engineering (ranked #2). However, medium-risk indicators in Multiple Affiliations, Redundant Output, and publication in Discontinued Journals present a direct challenge to this mission. Such practices, if unaddressed, risk prioritizing metric volume over the genuine "quality of life" improvements and rigorous "testing of ideas" central to the university's purpose. To fully align its operational integrity with its strategic vision, the university is advised to leverage its clear areas of strength to develop targeted policies and training that mitigate these specific vulnerabilities, thereby reinforcing its position as a national leader in high-quality, responsible research.
The institution presents a Z-score of 2.175, which is significantly higher than the national average of 0.349. This indicates that the university is more exposed to the risks associated with this practice than its national peers. While multiple affiliations can be a legitimate outcome of collaboration, a disproportionately high rate can signal strategic attempts to inflate institutional credit or "affiliation shopping." The university's heightened value suggests a need to review its affiliation policies to ensure they promote genuine collaboration and transparently reflect researchers' contributions, rather than creating ambiguity or inflating institutional metrics.
With a Z-score of -0.465, the institution demonstrates an exceptionally low rate of retractions, effectively isolating itself from the medium-risk dynamics observed at the national level (Z-score: 0.121). This strong performance suggests that the university's quality control and supervision mechanisms are robust and successful. Retractions can sometimes signal systemic failures in pre-publication review or recurring malpractice. The university's excellent score indicates a mature culture of integrity and methodological rigor, where potential errors are likely caught and corrected internally, safeguarding the quality of its scientific output.
The institution's Z-score for self-citation is 0.076, a value that, while in the medium-risk category, is substantially lower than the national average of 0.437. This demonstrates a differentiated and more effective management of this risk compared to the national trend. High rates of self-citation can create scientific 'echo chambers' and inflate impact through internal dynamics rather than external validation. By maintaining a lower rate, the university shows a commitment to seeking broader community recognition and avoiding the endogamous practices that can limit the global reach and scrutiny of its research.
The institution's Z-score of 0.710 is elevated, placing it at a higher exposure level than the already moderate national average of 0.600. This is a critical alert regarding due diligence in selecting publication venues. A high proportion of output in journals that fail to meet international ethical or quality standards poses a severe reputational risk. This pattern suggests an urgent need for enhanced information literacy and guidance for researchers to avoid channeling valuable scientific work into 'predatory' or low-quality outlets, thereby preventing a waste of institutional resources and protecting its academic reputation.
With a Z-score of -0.526, the institution maintains a prudent profile that is even more rigorous than the national standard (-0.427). This indicates effective management of authorship practices. Outside of disciplines where massive collaboration is the norm, high rates of hyper-authorship can signal author list inflation or the dilution of individual accountability. The university's low score suggests a healthy research environment where authorship is likely assigned based on meaningful contributions, upholding transparency and responsibility in its collaborative work.
The institution exhibits exceptional strength in this area with a Z-score of -2.365, indicating a very low risk and a significant positive deviation from the national trend (Z-score: 1.206). This result signifies that the university's scientific prestige is built upon strong internal capacity and intellectual leadership, rather than being dependent on external partners. A wide positive gap often suggests that an institution's impact is exogenous and not structural. The university's performance, in contrast, demonstrates a high degree of scientific autonomy and sustainability, proving its excellence is a result of its own core research capabilities.
The institution's Z-score of -0.940 is in the very low-risk category, demonstrating a stronger control over this indicator than the national low-risk average of -0.511. This absence of risk signals aligns with a national standard of responsible conduct. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to risks like coercive authorship or a focus on quantity over quality. The university's very low rate suggests a healthy academic environment where the integrity of the scientific record is prioritized over the inflation of productivity metrics.
The institution's Z-score of -0.268 is identical to the national average, showing perfect synchrony with a very low-risk environment. This total alignment demonstrates a shared commitment across the country to avoid the potential conflicts of interest and academic endogamy associated with over-reliance on in-house journals. By favoring external, independent peer review, the university ensures its scientific production is validated against global competitive standards, enhancing its visibility and credibility rather than using internal channels as potential 'fast tracks' for publication.
With a Z-score of 1.516, the institution shows a high exposure to this risk, significantly surpassing the national medium-risk average of 0.459. This value is an alert for the practice of 'salami slicing,' where a single coherent study may be fragmented into minimal publishable units to artificially inflate productivity metrics. This practice not only distorts the available scientific evidence but also overburdens the peer-review system. The university's high score suggests a need to reinforce policies and ethical training that prioritize the publication of significant, new knowledge over sheer volume.