| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.450 | 0.401 |
|
Retracted Output
|
0.333 | 0.228 |
|
Institutional Self-Citation
|
2.692 | 2.800 |
|
Discontinued Journals Output
|
1.317 | 1.015 |
|
Hyperauthored Output
|
-0.698 | -0.488 |
|
Leadership Impact Gap
|
0.065 | 0.389 |
|
Hyperprolific Authors
|
-1.413 | -0.570 |
|
Institutional Journal Output
|
-0.268 | 0.979 |
|
Redundant Output
|
4.209 | 2.965 |
North Eastern Federal University presents a complex integrity profile, reflected in an overall score of 0.464, which indicates a combination of exceptional governance in certain areas and significant challenges in others. The institution demonstrates commendable strengths in preventing hyperprolific authorship, avoiding reliance on institutional journals, and managing authorship attributions, where its performance is markedly better than national trends. However, it faces critical risks in the Rate of Redundant Output (Salami Slicing) and the Rate of Institutional Self-Citation, which are at significant levels and could undermine the perceived value and credibility of its research output. These integrity metrics provide a crucial context for the University's notable academic strengths, as evidenced by its SCImago Institutions Rankings, where it holds prominent national positions in areas such as Energy (26th), Social Sciences (31st), and Arts and Humanities (32nd). While a localized mission statement was not provided, these high-risk practices directly conflict with the universal academic mission of pursuing excellence and social responsibility. Integrity vulnerabilities, particularly those suggesting a focus on quantity over substance, can erode public trust and devalue the very contributions that build institutional prestige. The University is therefore encouraged to leverage its clear capabilities in research governance as an internal benchmark to develop targeted interventions for its high-risk areas, ensuring its scientific contributions are both impactful and unimpeachable.
The institution shows a Z-score of -0.450, contrasting with the national average of 0.401. This comparison suggests a high degree of institutional resilience, as the University effectively mitigates a risk that is more prevalent across 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 low-risk profile indicates that its collaborative practices are well-governed and do not show signs of systemic "affiliation shopping," reflecting a stable and transparent approach to academic partnerships.
With a Z-score of 0.333, the institution's rate of retractions is higher than the national average of 0.228. This indicates a heightened exposure to the factors that lead to such events. Retractions can sometimes signify responsible supervision and the correction of honest errors; however, a rate that exceeds the national benchmark suggests that pre-publication quality control mechanisms may be under significant strain. This vulnerability in the institution's integrity culture points to a potential for recurring methodological issues or malpractice that warrants immediate qualitative review by management to strengthen its verification processes.
The institution registers a significant Z-score of 2.692, which, while critical, is slightly below the national average of 2.800. This situation represents an attenuated alert; although the University is an outlier on a global scale, it demonstrates marginally more control over this issue than the national system. A certain level of self-citation is natural, but such a high rate signals a concerning degree of scientific isolation or an "echo chamber." This practice creates a serious risk of endogamous impact inflation, where the institution's academic influence may be artificially oversized by internal dynamics rather than validated by the broader international scientific community.
The institution’s Z-score of 1.317 is notably higher than the national average of 1.015, indicating a greater exposure to this particular risk. This pattern suggests that a significant portion of the University's research is being channeled through publications that do not meet international ethical or quality standards. Such a high proportion of output in discontinued journals constitutes a critical alert regarding the due diligence applied in selecting dissemination channels. It exposes the institution to severe reputational damage and points to an urgent need for enhanced information literacy among its researchers to avoid wasting resources on "predatory" or low-quality publishing practices.
The institution maintains a Z-score of -0.698, which is lower than the national average of -0.488. This reflects a prudent and well-managed approach to authorship. The University’s ability to maintain a lower rate than the national standard suggests its processes are more rigorous and effective at preventing authorship list inflation. This is a positive indicator of a culture that values transparency and individual accountability, successfully distinguishing between necessary large-scale collaboration and potentially problematic "honorary" authorship practices.
With a Z-score of 0.065, the institution demonstrates a much smaller impact gap than the national average of 0.389. This reflects a differentiated and effective management strategy. A wide gap often signals that an institution's prestige is heavily dependent on external partners rather than its own structural capacity. The University’s very low score is a significant strength, indicating that the impact of the research it leads is closely aligned with its overall collaborative impact. This suggests robust internal capabilities and true intellectual leadership, a quality that appears less common at the national level.
The institution’s Z-score of -1.413 is exceptionally low, especially when compared to the national average of -0.570. This demonstrates a low-profile consistency and an absence of risk signals that is even more pronounced than the already low-risk national standard. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and often point to imbalances between quantity and quality. The University’s very low score in this area is a clear indicator of a healthy research environment where productivity metrics do not override the integrity of the scientific record.
The institution has a Z-score of -0.268, which stands in stark contrast to the national average of 0.979. This finding points to a strategy of preventive isolation, where the University deliberately avoids the risk dynamics observed in its national environment. Excessive dependence on in-house journals can create conflicts of interest and academic endogamy. By maintaining a very low rate, the institution ensures its scientific production is validated through independent external peer review, thereby enhancing its global visibility and avoiding the use of internal channels as potential "fast tracks" for publication without competitive scrutiny.
The institution's Z-score of 4.209 is critically high and significantly exceeds the already compromised national average of 2.965. This indicator is a global red flag, positioning the University as a leader in risk metrics within a country already facing a serious challenge in this area. Such a high value alerts to a systemic practice of dividing coherent studies into minimal publishable units to artificially inflate productivity metrics. This practice not only distorts the available scientific evidence and overburdens the peer-review system but also prioritizes volume over the generation of significant new knowledge, posing a severe threat to the institution's scientific credibility.
