| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.551 | -0.565 |
|
Retracted Output
|
-0.447 | -0.149 |
|
Institutional Self-Citation
|
-0.240 | 0.169 |
|
Discontinued Journals Output
|
-0.061 | -0.070 |
|
Hyperauthored Output
|
-0.923 | -0.127 |
|
Leadership Impact Gap
|
1.653 | 0.479 |
|
Hyperprolific Authors
|
-1.301 | -0.701 |
|
Institutional Journal Output
|
0.229 | 1.054 |
|
Redundant Output
|
-0.014 | -0.016 |
The Universidad Autonoma Metropolitana demonstrates a robust and healthy scientific integrity profile, with an overall risk score of -0.285 that indicates strong internal governance and responsible research practices. The institution's primary strengths lie in its exceptionally low rates of retracted output and hyperprolific authors, signaling effective quality control and a culture that prioritizes substance over sheer volume. However, areas requiring strategic attention include a significant dependency on external collaborations for scientific impact and a moderate, though well-managed, use of institutional journals. These findings are contextualized by the university's outstanding performance in several key disciplines, as evidenced by SCImago Institutions Rankings data, where it holds top national positions in Dentistry (2nd), Veterinary (2nd), Arts and Humanities (4th), and Economics, Econometrics and Finance (4th). To fully align with its mission of providing "solid academic work of excellence" and being a primary "source of relevant knowledge," it is crucial to address the identified dependency on external leadership. Fostering greater internal research capacity will ensure that the institution's recognized excellence is sustainable and structurally embedded, reinforcing its commitment to serving society with sovereign intellectual leadership. By leveraging its clear operational strengths, the university is well-positioned to mitigate these strategic vulnerabilities and further solidify its role as a national leader.
The institution presents a Z-score of -0.551, a low value that is slightly higher than the national average of -0.565. This minimal difference suggests an incipient vulnerability that warrants observation. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this slight elevation compared to the national baseline could indicate an emerging trend. It is advisable to monitor this indicator to ensure that affiliation practices remain aligned with genuine collaboration rather than evolving into strategic attempts to inflate institutional credit or "affiliation shopping."
With a Z-score of -0.447, the institution demonstrates an exceptionally low rate of retracted publications, positioning it favorably against the national Z-score of -0.149. This low-profile consistency reflects a strong and reliable research environment. The absence of significant risk signals in this area suggests that the institution's quality control mechanisms prior to publication are functioning effectively. This performance indicates a mature integrity culture where responsible supervision and methodological rigor successfully prevent the systemic failures that can lead to retractions, reinforcing the credibility of its scientific output.
The institution exhibits notable resilience with a low Z-score of -0.240, contrasting sharply with the medium-risk national average of 0.169. This indicates that the university's control mechanisms successfully mitigate a systemic risk prevalent in the country. A certain level of self-citation is natural, but the institution avoids the disproportionately high rates that can signal scientific isolation or 'echo chambers.' This result suggests that the institution's academic influence is validated by the global community rather than being inflated by endogamous internal dynamics, demonstrating healthy integration with external scientific discourse.
The institution's Z-score of -0.061 is slightly higher than the national average of -0.070, pointing to an incipient vulnerability despite both values being in the low-risk range. This subtle deviation suggests that, compared to its national peers, the institution's researchers may have a slightly greater tendency to publish in channels that do not meet international quality standards. While the overall rate is low, this signal highlights the need to reinforce information literacy and due diligence in selecting dissemination channels to prevent the waste of resources and protect the institution from the reputational risks associated with 'predatory' or low-quality publishing practices.
The institution maintains a prudent profile with a Z-score of -0.923, significantly lower and healthier than the national average of -0.127. This demonstrates that the university manages its authorship attribution processes with greater rigor than the national standard. This strong performance indicates a clear distinction between necessary massive collaboration in "Big Science" contexts and potentially problematic practices like author list inflation. By keeping this rate low, the institution reinforces individual accountability and transparency in its research contributions.
With a Z-score of 1.653, the institution shows high exposure to this risk, a level considerably more pronounced than the national average of 0.479. This wide positive gap signals a critical sustainability risk, suggesting that the institution's scientific prestige is heavily dependent on external partners and is more exogenous than structural. This finding invites deep reflection on whether the university's high-impact metrics result from its own internal capacity or from strategic positioning in collaborations where it does not exercise primary intellectual leadership. Addressing this imbalance is key to building a more resilient and sovereign research ecosystem.
The institution's Z-score of -1.301 is exceptionally low, indicating a near-total absence of this risk and performing significantly better than the national average of -0.701. This low-profile consistency is a clear strength, demonstrating a healthy balance between quantity and quality in its scientific production. The lack of hyperprolific authors suggests that the institutional culture effectively discourages practices such as coercive authorship or metric-chasing, thereby protecting the integrity of its scientific record and ensuring that authorship reflects meaningful intellectual contribution.
The institution demonstrates differentiated management in this area, with a medium-risk Z-score of 0.229 that is substantially lower than the national average of 1.054. This indicates that the university successfully moderates a risk that is far more common across the country. While in-house journals can present conflicts of interest, the institution appears to maintain a healthier balance, avoiding the excessive academic endogamy seen elsewhere. This controlled use suggests that internal channels are not being systematically used as 'fast tracks' to inflate CVs, preserving a commitment to independent external peer review for a larger portion of its output.
The institution's Z-score of -0.014, while low, is marginally higher than the national average of -0.016, signaling an incipient vulnerability. This subtle difference suggests a very slight, yet detectable, tendency toward bibliographic overlap that could indicate data fragmentation or 'salami slicing.' Although the risk is currently minimal, it warrants monitoring. If this pattern were to grow, it could lead to the artificial inflation of productivity metrics at the expense of generating significant new knowledge, a practice that distorts the scientific evidence base.
