| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.314 | -0.062 |
|
Retracted Output
|
1.779 | -0.050 |
|
Institutional Self-Citation
|
2.677 | 0.045 |
|
Discontinued Journals Output
|
0.136 | -0.024 |
|
Hyperauthored Output
|
-1.239 | -0.721 |
|
Leadership Impact Gap
|
-1.563 | -0.809 |
|
Hyperprolific Authors
|
0.534 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.123 | -0.515 |
North Minzu University presents a complex integrity profile, with an overall score of 0.607 reflecting a combination of significant strengths and critical vulnerabilities. The institution demonstrates exemplary performance in areas that signal strong internal governance and intellectual leadership, particularly its very low risk in the gap between its total and led impact, and its controlled rates of hyper-authored output and publication in institutional journals. However, these strengths are contrasted by significant risks in the Rate of Retracted Output and the Rate of Institutional Self-Citation, which are severe outliers compared to national benchmarks. These high-risk indicators, along with medium-level concerns in multiple affiliations, hyperprolific authorship, and use of discontinued journals, suggest systemic issues that require strategic intervention. According to SCImago Institutions Rankings data, the university's strongest research areas include Chemistry, Earth and Planetary Sciences, Medicine, and Energy. While the institution's specific mission was not available for this analysis, the identified risks directly challenge universal academic values of excellence and social responsibility. A high rate of retractions and self-citation can undermine the credibility of research outputs and erode public trust. Therefore, it is recommended that the university leverage its clear thematic strengths and areas of good practice as a foundation to develop targeted integrity policies that address these critical vulnerabilities, thereby safeguarding its long-term reputation and enhancing the global impact of its core research programs.
The institution presents a Z-score of 0.314, which indicates a moderate deviation from the national standard, where the Z-score is -0.062. This suggests the university is more sensitive than its national peers to practices leading to multiple institutional credits for a single output. While multiple affiliations can be a legitimate outcome of collaboration, a rate notably higher than the country average can signal strategic attempts to inflate institutional credit or "affiliation shopping." This discrepancy warrants a review to ensure that affiliation policies are transparent and reflect genuine intellectual contributions rather than metric-driven incentives.
With a Z-score of 1.779, the institution shows a severe discrepancy compared to the national average of -0.050. This risk activity is highly atypical for the national context and points to a critical vulnerability. Retractions are complex, but a rate this significantly above the norm suggests that pre-publication quality control mechanisms may be failing systemically. This is not merely about isolated, honest errors; such a high score alerts to a potential weakness in the institution's integrity culture, indicating possible recurring malpractice or a lack of methodological rigor that requires an immediate and deep integrity assessment by management to identify and rectify the root causes.
The university's Z-score of 2.677 is a significant outlier that accentuates a vulnerability already present in the national system, which has a Z-score of 0.045. This indicates that the institution is amplifying a national tendency towards self-referencing to a critical degree. A certain level of self-citation is natural, but this disproportionately high rate signals a concerning level of scientific isolation, creating an "echo chamber" where the institution validates its own work without sufficient external scrutiny. This practice carries a high risk of endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than genuine recognition from the global scientific community.
The institution's Z-score of 0.136 reflects a moderate deviation from the national benchmark of -0.024. This shows a greater institutional sensitivity to publishing in questionable venues compared to its peers. A high proportion of publications in journals that cease to meet international standards is a critical alert regarding due diligence in selecting dissemination channels. This pattern indicates that a portion of the university's research is being channeled through media that may lack ethical or quality oversight, exposing the institution to severe reputational risks and suggesting an urgent need for improved information literacy among researchers to avoid predatory or low-quality practices.
The institution demonstrates a very low-risk profile with a Z-score of -1.239, which is consistent with and even improves upon the low-risk national standard (Z-score of -0.721). This absence of risk signals indicates that the university maintains robust authorship practices. The data suggests that, unlike institutions where author lists might be inflated through "honorary" or political practices, North Minzu University's collaborative patterns are well-regulated, ensuring that authorship reflects genuine contribution and individual accountability remains clear.
The institution exhibits total operational silence in this area, with a Z-score of -1.563, indicating an absence of risk signals that is even more pronounced than the national average of -0.809. This is an exceptional result, suggesting that the university's scientific prestige is not dependent on external partners but is structurally generated by its own internal capacity. This strong negative score demonstrates that the impact of research led by the institution is robust, signaling sustainable academic excellence and true intellectual leadership in its collaborations.
With a Z-score of 0.534, the institution shows high exposure to this risk, being more prone to alert signals than the national average, which stands at 0.425. This indicates a greater tendency toward extreme individual publication volumes that challenge the plausible limits of meaningful intellectual contribution. This elevated rate alerts to potential imbalances between quantity and quality, pointing to heightened risks of coercive authorship, data fragmentation, or the assignment of authorship without real participation. These dynamics suggest an environment where metrics may be prioritized over the integrity of the scientific record.
The university's Z-score of -0.268 places it in a very low-risk category, a profile consistent with the low-risk national context (Z-score of -0.010). This absence of risk signals demonstrates a healthy approach to scholarly communication. By avoiding excessive dependence on its own journals, the institution effectively mitigates potential conflicts of interest and the risk of academic endogamy. This practice ensures that its scientific production is validated through independent external peer review, enhancing its global visibility and credibility rather than relying on internal "fast tracks" for publication.
The institution's Z-score of -0.123 indicates a slight divergence from the national context, which shows an almost complete absence of this risk (Z-score of -0.515). While the university's risk level is low, it registers faint signals of activity in an area where the rest of the country is effectively inert. This suggests the presence of isolated cases of data fragmentation or "salami slicing," where studies may be divided into minimal publishable units to inflate productivity. Though not a systemic problem, this deviation warrants monitoring to ensure that the focus remains on publishing significant new knowledge rather than on volume.
