| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.239 | -0.021 |
|
Retracted Output
|
2.503 | 1.173 |
|
Institutional Self-Citation
|
-1.593 | -0.059 |
|
Discontinued Journals Output
|
2.830 | 0.812 |
|
Hyperauthored Output
|
-1.304 | -0.681 |
|
Leadership Impact Gap
|
0.867 | 0.218 |
|
Hyperprolific Authors
|
-1.413 | 0.267 |
|
Institutional Journal Output
|
-0.268 | -0.157 |
|
Redundant Output
|
0.806 | -0.339 |
The National University of Modern Languages presents a profile of pronounced contrasts, with an overall integrity score of 1.064 that reflects both areas of exceptional scientific governance and critical vulnerabilities requiring immediate strategic intervention. The institution demonstrates outstanding performance in preventing academic endogamy and authorship malpractice, with very low risk signals in Institutional Self-Citation, Hyper-Authored Output, Hyperprolific Authorship, and Output in Institutional Journals. However, these strengths are offset by significant risks in the Rate of Retracted Output and the Rate of Output in Discontinued Journals, which pose a direct threat to the university's mission "to foster... innovative research." According to SCImago Institutions Rankings data, the university's strongest thematic areas include Earth and Planetary Sciences, Environmental Science, and Psychology, where its national standing is notable. The identified integrity risks, particularly the reliance on low-quality publication channels and a high retraction rate, fundamentally contradict the pursuit of "innovative research" and undermine the credibility of its academic contributions. To safeguard its reputation and align its practices with its mission, the university should leverage its clear strengths in governance to implement targeted quality control mechanisms and enhance information literacy regarding publication ethics.
With an institutional Z-score of -0.239, which is below the national average of -0.021, the university demonstrates a prudent and well-managed approach to academic collaboration. This result suggests that the institution's processes are more rigorous than the national standard. While multiple affiliations can be a legitimate outcome of researcher mobility or partnerships, the university's controlled rate indicates that it effectively avoids the risks of strategic "affiliation shopping" or the artificial inflation of institutional credit, reflecting a clear and transparent policy on academic attribution.
The institution's Z-score of 2.503 is alarmingly high, significantly exceeding the national average of 1.173, which itself is already in a critical range. This constitutes a global red flag, positioning the university as a leader in risk metrics within a nationally compromised environment. Retractions are complex, but a rate this far above the norm suggests that pre-publication quality control mechanisms may be failing systemically. This is not merely a series of isolated incidents but a potential vulnerability in the institution's integrity culture, indicating possible recurring malpractice or a lack of methodological rigor that demands an immediate and thorough qualitative verification by management.
The university exhibits an exceptionally low Z-score of -1.593, a stark contrast to the national Z-score of -0.059. This absence of risk signals is consistent with the low-risk national context but demonstrates an even higher standard of practice. A certain level of self-citation is natural, but the institution's very low rate signifies a robust connection to the global scientific community, avoiding the formation of 'echo chambers' or the endogamous inflation of its own impact. This result is a strong indicator that the university's academic influence is validated by external scrutiny rather than internal dynamics.
With a Z-score of 2.830, the institution shows a critical level of risk that significantly accentuates the vulnerabilities already present in the national system, where the average score is a moderate 0.812. This high proportion of publications in discontinued journals is a critical alert regarding the due diligence applied in selecting dissemination channels. It indicates that a significant portion of the university's scientific output is being channeled through media that fail to meet international ethical or quality standards. This practice exposes the institution to severe reputational damage and suggests an urgent need to improve information literacy among researchers to prevent the waste of resources on 'predatory' or low-quality venues.
The institution's Z-score of -1.304 is well below the national average of -0.681, indicating a consistent and low-risk profile that aligns with the national standard. The complete absence of risk signals in this area is a positive sign. It suggests that the university's research culture successfully distinguishes between necessary large-scale collaboration and the questionable practice of author list inflation. This demonstrates a commitment to ensuring that authorship reflects genuine contribution, thereby maintaining individual accountability and transparency in its scientific output.
The university's Z-score of 0.867 is notably higher than the national average of 0.218, though both fall within the medium-risk category. This indicates a high exposure to this specific risk, suggesting the institution is more prone than its national peers to showing alert signals. A wide positive gap, as suggested by this score, signals a potential sustainability risk where scientific prestige may be overly dependent on external partners rather than being structurally generated from within. This invites a strategic reflection on whether the institution's high-impact metrics are the result of its own internal capacity and intellectual leadership or a consequence of strategic positioning in collaborations where it plays a secondary role.
The university demonstrates a remarkable case of preventive isolation, with a very low-risk Z-score of -1.413 in an environment where the national average (0.267) signals a medium level of risk. This shows the institution does not replicate the problematic risk dynamics observed elsewhere in the country. While high productivity can be legitimate, the university's low score indicates it effectively mitigates the risks of prioritizing quantity over quality. This suggests a healthy research culture that discourages practices like coercive authorship or assigning credit without real participation, thereby protecting the integrity of its scientific record.
With a Z-score of -0.268, the institution operates with total silence in this risk indicator, performing even better than the already very low national average of -0.157. This complete absence of risk signals is commendable. While in-house journals can be useful, an over-reliance on them can create conflicts of interest and academic endogamy. The university's extremely low rate indicates that its scientific production overwhelmingly undergoes independent external peer review, ensuring its work is validated by the global community and maximizing its international visibility and credibility.
The institution's Z-score of 0.806 places it at a medium risk level, representing a moderate deviation from the national context, which shows a low-risk average of -0.339. This suggests the university has a greater sensitivity to risk factors related to data fragmentation than its peers. A high value in this indicator alerts to the potential practice of 'salami slicing,' where a single study is divided into minimal publishable units to artificially inflate productivity metrics. This practice not only distorts the scientific evidence base but also overburdens the peer-review system, signaling a need to reinforce policies that prioritize the publication of significant, coherent new knowledge over sheer volume.
