| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.581 | -0.674 |
|
Retracted Output
|
-0.071 | 0.065 |
|
Institutional Self-Citation
|
-0.557 | 1.821 |
|
Discontinued Journals Output
|
5.661 | 3.408 |
|
Hyperauthored Output
|
-1.161 | -0.938 |
|
Leadership Impact Gap
|
0.443 | -0.391 |
|
Hyperprolific Authors
|
-1.413 | -0.484 |
|
Institutional Journal Output
|
-0.268 | 0.189 |
|
Redundant Output
|
-1.186 | -0.207 |
The National University of Education demonstrates a solid overall performance (Score: 0.662), underpinned by a robust culture of scientific integrity in authorship and citation practices. Strengths are particularly evident in the very low rates of multiple affiliations, hyperprolific authorship, and redundant output, which reflect a commitment to transparency and substantive research. However, this strong foundation is critically undermined by a significant rate of publication in discontinued journals, a practice that directly conflicts with the institutional mission to deliver "quality" and "contribute to the development of science and technology." A secondary concern is the medium-risk gap in research impact, suggesting a dependency on external leadership that could be addressed to bolster internal capacity. The university's recognized strengths in thematic areas such as Business, Management and Accounting, and Computer Science, as highlighted by SCImago Institutions Rankings data, provide an excellent platform for this growth. By leveraging its existing integrity framework to implement rigorous due diligence in publication channel selection, the university can fully align its operational practices with its mission, ensuring its valuable research achieves the credible, global impact it deserves.
The institution exhibits a Z-score of -1.581, which is notably lower than the national average of -0.674. This demonstrates a commendable low-profile consistency, where the complete absence of risk signals aligns with and even improves upon the national standard. While multiple affiliations can be a legitimate outcome of collaboration, the university's very low rate indicates a transparent and straightforward approach to institutional credit, steering clear of practices like "affiliation shopping" and ensuring clarity in its collaborative footprint.
With a Z-score of -0.071, the institution maintains a low-risk profile in an environment where the national average is at a medium-risk level (0.065). This contrast points to a strong degree of institutional resilience. It suggests that the university's internal quality control and supervision mechanisms are effectively mitigating the systemic risks present in the country. While some retractions can signify responsible error correction, the university's low rate indicates that its pre-publication review processes are robust, preventing the systemic failures that can lead to recurring malpractice or a lack of methodological rigor.
The institution's Z-score of -0.557 is firmly in the low-risk category, standing in sharp contrast to the national average of 1.821, which indicates a medium-risk environment. This difference highlights the university's institutional resilience against the national trend. A certain level of self-citation is natural, but the university avoids the disproportionately high rates that can signal scientific isolation. This demonstrates a commitment to external validation over the creation of 'echo chambers,' ensuring its academic influence is built on global community recognition rather than endogamous impact inflation.
The institution's Z-score of 5.661 represents a global red flag, as it significantly surpasses the already high national average of 3.408. This score indicates that the university is not only participating in a critical national dynamic but is a leading contributor to it. This high proportion of output in journals that do not meet international ethical or quality standards constitutes a critical alert regarding due diligence in selecting dissemination channels. It exposes the institution to severe reputational risks and suggests an urgent and immediate need for information literacy training to prevent the wasting of resources on 'predatory' or low-quality practices.
The institution's Z-score of -1.161 is very low, positioning it favorably against the national average of -0.938. This reflects a low-profile consistency, where the absence of risk signals is in line with the national standard. This indicates that the university's authorship practices are transparent and accountable. By avoiding patterns of author list inflation outside of legitimate 'Big Science' contexts, the institution upholds the principle of individual accountability and discourages 'honorary' or political authorship.
The institution shows a moderate deviation from the national norm, with a medium-risk Z-score of 0.443 compared to the country's low-risk score of -0.391. This suggests the institution is more sensitive to this risk factor than its peers. The positive gap signals a potential sustainability risk, where the university's scientific prestige may be more dependent on external partners than on its own structural capacity. This invites a strategic reflection on whether its excellence metrics result from genuine internal capabilities or from strategic positioning in collaborations where the institution does not exercise primary intellectual leadership.
With a Z-score of -1.413, the institution maintains a very low-risk profile, well below the national average of -0.484. This demonstrates a low-profile consistency and a healthy academic environment. The absence of extreme individual publication volumes suggests a focus on quality over quantity. This helps mitigate risks such as coercive authorship or the assignment of authorship without real participation, thereby protecting the integrity of the scientific record and promoting meaningful intellectual contributions.
The institution's Z-score of -0.268 is very low, indicating a state of preventive isolation from the medium-risk dynamics observed at the national level (0.189). This is a significant strength. By not depending on its own journals for publication, the university avoids the conflicts of interest that arise when an institution acts as both judge and party. This practice prevents academic endogamy, ensures that its scientific production undergoes independent external peer review, and enhances its global visibility by competing in standard, competitive validation channels.
The institution's Z-score of -1.186 is very low, significantly better than the national average of -0.207. This low-profile consistency signals a strong commitment to research integrity. The data suggests that the university's researchers are not engaging in 'salami slicing'—the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity. By prioritizing the publication of significant new knowledge over volume, the institution upholds the value of the scientific evidence it produces and respects the academic review system.
