| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.878 | -0.565 |
|
Retracted Output
|
-0.165 | -0.149 |
|
Institutional Self-Citation
|
0.982 | 0.169 |
|
Discontinued Journals Output
|
-0.333 | -0.070 |
|
Hyperauthored Output
|
5.642 | -0.127 |
|
Leadership Impact Gap
|
2.499 | 0.479 |
|
Hyperprolific Authors
|
1.607 | -0.701 |
|
Institutional Journal Output
|
-0.268 | 1.054 |
|
Redundant Output
|
-0.677 | -0.016 |
The Universidad Autónoma de Chiapas presents a scientific integrity profile of notable contrasts, with an overall score of 0.352 reflecting both significant strengths in procedural governance and critical vulnerabilities in authorship and collaboration practices. The institution demonstrates exemplary control in areas such as the Rate of Output in Institutional Journals, Rate of Multiple Affiliations, and Rate of Output in Discontinued Journals, indicating robust policies for selecting publication venues and managing affiliations. However, these strengths are counterbalanced by significant alerts in the Rate of Hyper-Authored Output and concerning trends in Institutional Self-Citation, the Impact Gap, and the Rate of Hyperprolific Authors. These risk factors suggest a potential misalignment between quantitative output and genuine scientific contribution, which could challenge the core tenets of its mission to form "ethical, critical" professionals and be "socially responsible." The university's recognized thematic strengths, particularly in Earth and Planetary Sciences, Physics and Astronomy, and Environmental Science, as evidenced by SCImago Institutions Rankings data, provide a solid foundation of academic excellence. To fully align its operational practices with its mission, it is recommended that the institution leverage its governance strengths to develop targeted strategies that address authorship transparency and foster genuine intellectual leadership, thereby ensuring its contributions to sustainable development are both impactful and unimpeachable.
The institution exhibits a Z-score of -0.878, positioning it favorably against the national average of -0.565. This result indicates a very low-risk profile that is even more conservative than the national standard. The data suggests that the university maintains clear and well-defined affiliation practices, avoiding the risk signals that can appear in its environment. While multiple affiliations are often legitimate, the institution's low rate demonstrates an absence of strategic attempts to inflate institutional credit or engage in “affiliation shopping,” reflecting a consistent and transparent approach to academic collaboration.
With a Z-score of -0.165, the institution's performance is statistically normal and closely aligned with the national average of -0.149. This parity suggests that the rate of retractions is as expected for an institution of its context and size, without indicating any systemic anomaly. Retractions can be complex events, and this level does not point to a systemic failure in pre-publication quality control. Instead, it reflects a risk level consistent with its peers, suggesting that its mechanisms for supervision and error correction operate within the established national parameters.
The institution registers a Z-score of 0.982, a figure notably higher than the national average of 0.169, despite both falling within the medium-risk category. This disparity indicates that the university is more exposed to this risk factor than its national peers. A certain level of self-citation is natural, but this elevated rate warns of a potential 'echo chamber' where the institution's work may not be receiving sufficient external scrutiny. This high exposure suggests a risk of endogamous impact inflation, where academic influence could be oversized by internal dynamics rather than validated by the broader global scientific community.
The institution demonstrates an exceptionally low-risk profile with a Z-score of -0.333, which is significantly better than the national average of -0.070. This result reflects a high degree of consistency and diligence in selecting publication channels, aligning with best practices even more strictly than the national standard. This absence of risk signals is a clear strength, indicating that the institution effectively avoids channeling its scientific production through media that fail to meet international ethical or quality standards, thereby protecting its reputational integrity and ensuring its research investments are sound.
A Z-score of 5.642 places the institution at a significant risk level, creating a severe discrepancy when compared to the low-risk national average of -0.127. This atypical activity is an outlier within the national context and requires a deep integrity assessment. While extensive author lists are legitimate in certain 'Big Science' fields, such a high score outside those contexts is a critical alert for potential author list inflation, which dilutes individual accountability and transparency. This situation urgently calls for a review to distinguish between necessary massive collaboration and possible 'honorary' or political authorship practices that compromise scientific integrity.
The institution's Z-score of 2.499 is considerably higher than the national average of 0.479, signaling a high exposure to this particular risk. Although both are categorized as medium risk, the university's score indicates a much wider gap between its overall citation impact and the impact of research where it holds a leadership role. This suggests a significant risk to sustainability, as its scientific prestige appears to be highly dependent on external partners rather than being structurally generated from within. This finding invites a strategic reflection on whether the institution's excellence metrics stem from its own internal capacity or from a strategic positioning in collaborations where it does not exercise primary intellectual leadership.
With a Z-score of 1.607, the institution shows a medium-risk level, which represents a moderate deviation from the low-risk national environment (Z-score of -0.701). This indicates a greater sensitivity to this risk factor than its peers, suggesting a concentration of publications among a few authors that is unusual for the country. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution. This indicator alerts to potential imbalances between quantity and quality, pointing to risks such as coercive authorship or the assignment of authorship without real participation—dynamics that prioritize metrics over the integrity of the scientific record.
The institution shows a Z-score of -0.268, a very low-risk value that marks a preventive isolation from the risk dynamics observed at the national level, where the average is a medium-risk 1.054. This demonstrates a clear institutional policy of favoring external, independent review over internal publication channels. By not replicating the national trend, the university effectively avoids the conflicts of interest and academic endogamy that can arise when an institution acts as both judge and party to its own research. This commitment to external validation enhances the global visibility and credibility of its scientific output.
The institution's Z-score of -0.677 is firmly in the very low-risk category, outperforming the national average of -0.016. This result indicates a consistent and robust approach to ensuring the novelty and substance of its publications. The absence of signals related to this risk suggests that the university's research culture prioritizes significant new knowledge over artificially inflating productivity. This practice avoids data fragmentation or 'salami slicing,' where a single study is divided into minimal publishable units, thereby strengthening the integrity of the scientific evidence it produces and respecting the academic review system.
