| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.867 | 0.349 |
|
Retracted Output
|
-0.024 | 0.121 |
|
Institutional Self-Citation
|
-0.460 | 0.437 |
|
Discontinued Journals Output
|
0.560 | 0.600 |
|
Hyperauthored Output
|
-0.841 | -0.427 |
|
Leadership Impact Gap
|
-0.269 | 1.206 |
|
Hyperprolific Authors
|
-0.707 | -0.511 |
|
Institutional Journal Output
|
-0.268 | -0.268 |
|
Redundant Output
|
0.871 | 0.459 |
Pan-Atlantic University demonstrates a robust and commendable scientific integrity profile, with an overall risk score of -0.114 that indicates a performance significantly aligned with best practices. The institution's primary strengths lie in its capacity to maintain low-risk operations in areas where national trends show vulnerability, particularly in managing authorship practices, ensuring the originality of its impact, and avoiding academic endogamy. These strengths are reflected in its strong SCImago Institutions Rankings, especially within Business, Management and Accounting (ranked 7th in Nigeria) and Economics, Econometrics and Finance (8th in Nigeria). However, two areas require strategic attention: the rate of publication in discontinued journals and, more critically, a high rate of redundant output (salami slicing), which exceeds the national average. These specific vulnerabilities could undermine the university's mission to form "competent and committed professionals" with "social responsibility," as such practices prioritize metrics over the generation of substantive knowledge. By addressing these specific challenges, Pan-Atlantic University can further solidify its position as a leader in ethical research and fully align its scientific output with its foundational mission to build a better society in Nigeria and Africa.
The institution presents a Z-score of -0.867, in stark contrast to the national average of 0.349. This result indicates a case of preventive isolation, where the university does not replicate the risk dynamics observed in its national environment. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, disproportionately high rates can signal strategic attempts to inflate institutional credit. Pan-Atlantic University’s very low score suggests its governance and affiliation policies are effectively managed, ensuring that institutional credit is claimed appropriately and avoiding the national trend toward potential "affiliation shopping."
With a Z-score of -0.024 against a national average of 0.121, the institution demonstrates notable resilience. This suggests that its internal quality control mechanisms are successfully mitigating systemic risks that are more prevalent at the country level. Retractions are complex events, and a rate significantly higher than average can alert to a vulnerability in an institution's integrity culture. Pan-Atlantic University's low score indicates that its pre-publication quality assurance and supervision processes are robust, preventing the kind of recurring malpractice or lack of methodological rigor that might be affecting its peers, thereby safeguarding its scientific record.
The institution's Z-score of -0.460 is significantly lower than the national average of 0.437, highlighting strong institutional resilience against endogamous practices. A certain level of self-citation is natural, but high rates can signal 'echo chambers' where work is validated without sufficient external scrutiny. The university's low score suggests its academic influence is genuinely recognized by the global community rather than being inflated by internal dynamics. This indicates a healthy integration into international scientific discourse and a commitment to external validation.
The institution's Z-score of 0.560 is closely aligned with the national average of 0.600, pointing to a systemic pattern. This shared medium-risk level suggests that the university is facing a challenge common throughout the country's research ecosystem. 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 it to reputational risks and suggesting a need for improved information literacy to avoid predatory practices.
Displaying a Z-score of -0.841 compared to the national average of -0.427, the institution maintains a prudent profile, managing its authorship processes with more rigor than the national standard. While extensive author lists are legitimate in 'Big Science,' their appearance elsewhere can indicate author list inflation, which dilutes individual accountability. The university's significantly lower score demonstrates a strong commitment to transparent and meaningful authorship, effectively distinguishing between necessary collaboration and practices like 'honorary' authorship.
The institution shows a Z-score of -0.269, a figure that signals exceptional resilience when compared to the national average of 1.206. A wide positive gap suggests that an institution's prestige is dependent on external partners rather than its own structural capacity. Pan-Atlantic University’s very low score indicates that its scientific excellence is the result of real internal capacity and intellectual leadership. This demonstrates a sustainable and autonomous research ecosystem, a stark and positive contrast to the national trend where impact appears more reliant on exogenous collaborations.
With a Z-score of -0.707, which is lower than the national average of -0.511, the institution exhibits a prudent profile in managing author productivity. This indicates that its processes are governed with more rigor than the national standard. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may signal imbalances between quantity and quality. The university's low score suggests a healthy research environment that prioritizes the integrity of the scientific record over the inflation of productivity metrics, avoiding risks such as coercive or unmerited authorship.
The institution's Z-score of -0.268 is identical to the national average, reflecting perfect integrity synchrony. This demonstrates a total alignment with a national environment of maximum scientific security in this area. Excessive dependence on in-house journals can raise conflicts of interest and lead to academic endogamy by bypassing independent external peer review. The very low score for both the university and the country indicates a shared commitment to global visibility and competitive validation through external channels, reinforcing the credibility of their research output.
The institution's Z-score of 0.871 is notably higher than the national average of 0.459, indicating high exposure to this particular risk. This suggests the university is more prone to showing alert signals for this practice than its environment average. Massive bibliographic overlap between publications often indicates data fragmentation or 'salami slicing,' where a study is divided into minimal units to artificially inflate productivity. This high value serves as a critical alert, as the practice distorts scientific evidence and overburdens the review system. It points to an urgent need to review publication strategies to ensure they prioritize significant new knowledge over volume.