| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.446 | -0.476 |
|
Retracted Output
|
-0.259 | -0.174 |
|
Institutional Self-Citation
|
-0.046 | -0.045 |
|
Discontinued Journals Output
|
-0.213 | -0.276 |
|
Hyperauthored Output
|
-0.586 | 0.497 |
|
Leadership Impact Gap
|
-0.144 | 0.185 |
|
Hyperprolific Authors
|
-1.354 | -0.391 |
|
Institutional Journal Output
|
1.416 | 0.278 |
|
Redundant Output
|
-0.289 | -0.228 |
The Universidad Nacional de Educacion a Distancia demonstrates a robust and commendable scientific integrity profile, reflected in an overall risk score of -0.212. This performance indicates that the institution's research practices are overwhelmingly aligned with international standards of transparency and quality. Key strengths are evident in its exceptional management of authorship and impact, where the university shows remarkable resilience against national trends, particularly in avoiding hyper-authorship and ensuring its scientific impact is driven by internal leadership. These positive indicators are consistent with the institution's mission to provide high-quality public education, as integrity is the bedrock of academic excellence. According to SCImago Institutions Rankings data, the university's strongest thematic areas include Psychology, Arts and Humanities, and Social Sciences, where it holds a prominent national position. The primary area for strategic review is the rate of publication in its own institutional journals, which is significantly higher than the national average. This practice, if not carefully managed, could create a perception of academic endogamy, potentially conflicting with the mission's goal of universal access to knowledge validated by the global scientific community. By addressing this single vulnerability, the university can further solidify its position as a leader in accessible, high-quality, and ethically sound higher education.
The institution presents a Z-score of -0.446, a value that is statistically aligned with the national average of -0.476. This alignment indicates that the university's collaborative patterns are in perfect synchrony with the expected norms for its context and size. The rate of multiple affiliations is at a level considered normal and does not raise concerns. While disproportionately high rates can sometimes signal strategic attempts to inflate institutional credit, the current data suggests that the affiliations observed are a legitimate and healthy result of standard researcher mobility and partnerships, reflecting a natural integration into the national research network.
With a Z-score of -0.259, the institution demonstrates a more favorable position than the national average of -0.174. This suggests that the university manages its research processes with greater rigor than the typical standard in the country. Retractions are complex events, and while some signify responsible supervision in correcting errors, a rate lower than the national benchmark points towards effective and robust quality control mechanisms prior to publication. This prudent profile indicates that systemic failures or recurring malpractice are highly unlikely, reinforcing the integrity of the institution's scientific output.
The institution's Z-score for self-citation is -0.046, which is virtually identical to the national average of -0.045. This parity reflects a state of statistical normality, where the university's citation practices mirror those of its national peers. A certain level of self-citation is natural and reflects the continuity of established research lines. The current value confirms that this practice remains within healthy limits, providing no evidence of concerning scientific isolation or 'echo chambers.' The institution's academic influence appears to be validated by the broader scientific community, not disproportionately inflated by internal dynamics.
The university's Z-score of -0.213 is slightly higher than the national average of -0.276, although both fall within a low-risk category. This minor deviation suggests an incipient vulnerability that warrants monitoring before it potentially escalates. Publishing in discontinued journals, even sporadically, can expose an institution to reputational risks by associating its research with channels that may not meet international ethical or quality standards. While the current level is not alarming, this signal indicates a need to reinforce information literacy and due diligence processes among researchers to ensure institutional resources are consistently channeled toward high-quality, reputable publication venues.
The institution exhibits a Z-score of -0.586, a figure that contrasts sharply and positively with the national average of 0.497, which indicates a medium level of risk. This demonstrates significant institutional resilience, as the university's control mechanisms appear to effectively mitigate a systemic risk present in the country. While extensive author lists are legitimate in 'Big Science' contexts, the institution's low score indicates it successfully avoids the risk of author list inflation and the dilution of individual accountability. This serves as a clear signal of robust governance that distinguishes between necessary massive collaboration and questionable 'honorary' authorship practices.
With a Z-score of -0.144, the institution shows a healthy and self-sufficient impact profile, standing in stark contrast to the national average of 0.185, which signals a medium-risk dependency. This result highlights the university's institutional resilience, suggesting that its scientific prestige is structural and built upon its own intellectual leadership. While it is common for institutions to rely on external partners for impact, this low gap indicates that the university's excellence metrics result from real internal capacity. It successfully avoids the sustainability risk of having its prestige be dependent and exogenous, proving it exercises strong leadership in its collaborations.
The institution's Z-score of -1.354 signifies a very low risk, performing even better than the low-risk national average of -0.391. This demonstrates a low-profile consistency where the absence of risk signals is even more pronounced than the national standard. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and point to risks such as coercive authorship or a prioritization of metrics over scientific integrity. The university's exceptionally low score in this area indicates a healthy academic environment that fosters a balance between quantity and quality, thereby protecting the integrity of its scientific record.
The university's Z-score of 1.416 is classified as a medium risk and is notably higher than the national average of 0.278, which falls in the same risk category. This indicates a high exposure to this particular risk, suggesting the institution is more prone to this practice than its peers. While in-house journals can be valuable for local dissemination, an excessive dependence on them raises significant conflict-of-interest concerns, as the institution acts as both judge and party. This high value warns of a tangible risk of academic endogamy, where production might bypass independent external peer review. This practice could limit global visibility and be perceived as a 'fast track' to inflate publication records without standard competitive validation, warranting a strategic review.
With a Z-score of -0.289, the institution shows a lower incidence of redundant publications compared to the national average of -0.228. This prudent profile suggests that the university's research culture promotes the publication of substantive work over fragmented outputs. A high rate of bibliographic overlap often indicates 'salami slicing,' where a study is divided into minimal units to artificially inflate productivity, a practice that distorts scientific evidence. The institution's favorable score indicates that its researchers are focused on contributing significant new knowledge rather than prioritizing volume, thereby upholding the principles of responsible research conduct.