| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.251 | 0.382 |
|
Retracted Output
|
-0.277 | 1.232 |
|
Institutional Self-Citation
|
-0.675 | -0.131 |
|
Discontinued Journals Output
|
1.928 | 0.599 |
|
Hyperauthored Output
|
-1.018 | 0.112 |
|
Leadership Impact Gap
|
1.155 | 1.285 |
|
Hyperprolific Authors
|
-1.413 | -0.717 |
|
Institutional Journal Output
|
-0.268 | 2.465 |
|
Redundant Output
|
-0.197 | -0.100 |
The Universidad de Nariño presents a robust scientific integrity profile, marked by a low overall risk score (0.072) and notable strengths in maintaining ethical standards that often surpass national benchmarks. The institution demonstrates exceptional control over authorship practices, with very low rates of hyperprolific authors and output in institutional journals, and effectively filters out the high national rates of retracted publications. Key areas of concern requiring strategic attention are a medium-risk exposure to publication in discontinued journals and a moderate dependency on external collaboration for research impact. These findings are contextualized by the university's strong positioning in the SCImago Institutions Rankings, particularly in Agricultural and Biological Sciences, Environmental Science, and Social Sciences. To fully realize its mission of training professionals with "ethical foundations and critical spirit," it is crucial to address the identified vulnerabilities. Strengthening due diligence in journal selection and fostering internal research leadership will not only mitigate risks but also reinforce the university's commitment to generating authentic, high-quality knowledge for regional and global development.
With a Z-score of -0.251, the institution shows a lower incidence of multiple affiliations compared to the national average of 0.382. This contrast suggests a degree of institutional resilience, where internal control mechanisms appear to effectively mitigate the systemic risks of affiliation inflation that are more prevalent at the country level. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the university's contained rate indicates that its collaborative practices are well-managed, avoiding patterns that could signal strategic attempts to artificially inflate institutional credit or engage in “affiliation shopping.”
The institution maintains a Z-score of -0.277, indicating a very low rate of retractions, in stark contrast to the significant risk level observed nationally (Z-score: 1.232). This significant positive deviation demonstrates that the university acts as an effective filter against the integrity challenges affecting the country. A high rate of retractions can suggest that quality control mechanisms are failing systemically. In this case, the university's excellent performance points to a robust culture of integrity and responsible supervision, successfully preventing the recurring malpractice or lack of methodological rigor that appears to be a vulnerability in the broader national system.
The university exhibits a prudent profile with a Z-score of -0.675, which is notably lower than the national average of -0.131. This indicates that the institution manages its citation practices with more rigor than the national standard. A certain level of self-citation is natural, reflecting the continuity of research lines. However, the university's very low rate demonstrates a strong connection to the global scientific community, mitigating the risk of creating 'echo chambers' where work is validated without sufficient external scrutiny and ensuring its academic influence is based on broad recognition rather than internal dynamics.
The institution shows a Z-score of 1.928 in this area, a medium-risk signal that indicates high exposure, as it is considerably more pronounced than the national average (Z-score: 0.599). This is a critical alert regarding due diligence in selecting dissemination channels. A high Z-score indicates that a significant portion of scientific production is being channeled through media that do not meet international ethical or quality standards. This practice exposes the institution to severe reputational risks and suggests an urgent need for enhanced information literacy and policy reinforcement to prevent the waste of resources on 'predatory' or low-quality publications.
With a Z-score of -1.018, the university shows a very low rate of hyper-authored publications, contrasting with the medium-risk trend at the national level (Z-score: 0.112). This suggests strong institutional resilience, where control mechanisms and academic culture effectively prevent the risks of authorship inflation seen elsewhere. Outside of "Big Science" contexts, high rates can indicate a dilution of individual accountability. The university's low score points to a healthy environment that values transparency and meaningful contributions over the inclusion of 'honorary' authors, aligning with best practices in research integrity.
The institution's Z-score of 1.155 reflects a medium-risk gap, although it demonstrates differentiated management by being slightly lower than the national average of 1.285. This indicates that the university moderates a risk that is common throughout the country. A wide positive gap signals a sustainability risk, suggesting that scientific prestige is dependent on external partners rather than being structurally generated from within. This invites strategic reflection on whether the institution's excellence metrics result from its own internal capacity or from a positioning in collaborations where it does not exercise primary intellectual leadership, a crucial factor for long-term autonomy and growth.
The university's Z-score of -1.413 is in the very low-risk category, performing even better than the already low-risk national standard (-0.717). This low-profile consistency demonstrates an absence of risk signals related to extreme individual productivity. While high productivity can be legitimate, extreme volumes often challenge the limits of meaningful intellectual contribution. The university's excellent result in this indicator points to a healthy balance between quantity and quality, effectively avoiding potential risks such as coercive authorship or the assignment of credit without real participation, thereby protecting the integrity of its scientific record.
With a Z-score of -0.268, the institution shows a near-total absence of this risk, representing a case of preventive isolation from a practice that is a medium-level risk for the country (Z-score: 2.465). This demonstrates that the university does not replicate the risk dynamics observed in its environment. Excessive dependence on in-house journals can raise conflicts of interest and lead to academic endogamy. The university's commitment to publishing in external, independent channels ensures its research undergoes standard competitive validation and enhances its global visibility, avoiding the use of internal journals as potential 'fast tracks' to inflate productivity.
The institution displays a prudent profile with a Z-score of -0.197, a low-risk value that is more favorable than the national average of -0.100. This suggests that the university manages its publication strategy with more rigor than the national standard. A high rate of bibliographic overlap can indicate 'salami slicing,' where a study is fragmented to artificially inflate productivity. The university's controlled rate shows a commitment to publishing significant new knowledge rather than distorting the scientific evidence with redundant outputs, reflecting a culture that prioritizes substance over volume.