| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.513 | 0.275 |
|
Retracted Output
|
-0.146 | -0.080 |
|
Institutional Self-Citation
|
-1.546 | 0.381 |
|
Discontinued Journals Output
|
0.036 | 0.314 |
|
Hyperauthored Output
|
0.131 | -0.002 |
|
Leadership Impact Gap
|
3.626 | 1.641 |
|
Hyperprolific Authors
|
-1.413 | -0.303 |
|
Institutional Journal Output
|
-0.268 | 0.148 |
|
Redundant Output
|
0.677 | -0.248 |
The University of San Carlos presents a balanced integrity profile, with an overall risk score of -0.009 that indicates general alignment with expected scientific conduct. The institution demonstrates significant strengths in maintaining very low levels of institutional self-citation, hyperprolific authorship, and publication in its own journals, showcasing a commendable commitment to external validation and quality over quantity. However, a critical vulnerability emerges in the significant gap between its overall research impact and the impact of work where it holds intellectual leadership. This, coupled with medium-level risks in areas like multiple affiliations and redundant output, suggests that while foundational integrity is strong, strategic dependencies and pressures for productivity could challenge its mission. The University's notable rankings in Agricultural and Biological Sciences, Environmental Science, and Social Sciences, as per SCImago Institutions Rankings data, are a testament to its research capacity. To fully align with its mission of fostering "excellence" and "socially responsible professionals," it is crucial to address the identified dependency on external leadership for impact, as this threatens the long-term sustainability of its reputation. By focusing on cultivating internal research leadership, the University can ensure its recognized excellence is both structural and self-sufficient, solidifying its role as a transformative academic leader.
The institution's Z-score of 0.513 is notably higher than the national average of 0.275. This indicates that the University is more exposed to the risks associated with this practice than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the institution's higher rate suggests a greater propensity for dynamics that warrant review. This elevated signal could reflect strategic attempts to inflate institutional credit or "affiliation shopping," and a closer examination of its collaboration and affiliation policies is recommended to ensure they align with principles of transparency and fair credit attribution.
With a Z-score of -0.146, the institution demonstrates a more prudent profile than the national standard, which stands at -0.080. This suggests that the University's quality control and supervision mechanisms are managed with greater rigor than the national average, even within a low-risk environment. Retractions can result from the honest correction of errors, and this institution's lower-than-average rate points towards effective pre-publication review processes that successfully uphold its integrity culture and methodological standards.
The institution exhibits a Z-score of -1.546, a figure that signals preventive isolation from a risk dynamic observed at the national level, where the average is 0.381. This is a significant strength, demonstrating that the University does not replicate the concerning trend of scientific isolation seen elsewhere in the country. A certain level of self-citation is natural, but the institution's extremely low rate confirms that it actively avoids "echo chambers" and instead seeks robust external scrutiny. This practice ensures its academic influence is validated by the global community rather than being inflated by internal dynamics.
The institution's Z-score of 0.036 reflects differentiated management compared to the national average of 0.314. Although this risk is common in the country, the University successfully moderates its exposure, indicating superior due diligence in selecting dissemination channels. A high proportion of publications in discontinued journals can pose severe reputational risks by associating the institution with media that fail to meet international ethical or quality standards. The University's ability to contain this practice more effectively than its peers suggests a stronger commitment to information literacy and protecting its research from low-quality or predatory venues.
With a Z-score of 0.131, the institution shows a moderate deviation from the national standard of -0.002, indicating a greater sensitivity to this risk factor than its peers. This divergence warrants attention, as a high rate of hyper-authored output outside of "Big Science" contexts can be a sign of author list inflation, which dilutes individual accountability. The University should analyze these instances to distinguish between necessary massive collaborations and potential "honorary" authorship practices that could compromise transparency.
The institution's Z-score of 3.626 is a critical signal that accentuates a vulnerability already present in the national system, which has a score of 1.641. This extremely wide positive gap indicates that the institution's scientific prestige is highly dependent on external partners and may not be structural. A high value suggests that its strong excellence metrics could result more from strategic positioning in collaborations where it does not exercise intellectual leadership, rather than from its own internal capacity. This poses a significant sustainability risk, inviting urgent reflection on strategies to build and showcase its own research leadership.
The institution's Z-score of -1.413 demonstrates a low-profile consistency, as the complete absence of risk signals in this area aligns with the low-risk national standard of -0.303. This result is highly positive, indicating that the University fosters a research environment free from the pressures that can lead to hyperprolificacy. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution, so this absence alerts to a healthy balance between quantity and quality, pointing away from risks like coercive authorship or the assignment of authorship without real participation.
With a Z-score of -0.268, the institution demonstrates a clear preventive isolation from a risk prevalent at the national level, where the average is 0.148. This indicates that the University does not replicate the national tendency to rely on in-house journals. By avoiding this practice, the institution effectively sidesteps potential conflicts of interest and academic endogamy, ensuring its scientific production undergoes independent external peer review. This commitment to external validation enhances its global visibility and confirms that it does not use internal channels as "fast tracks" to inflate productivity without standard competitive scrutiny.
The institution's Z-score of 0.677 represents a moderate deviation from the national average of -0.248, showing a greater sensitivity to this risk factor than its peers. This higher value alerts to the potential practice of dividing coherent studies into minimal publishable units to artificially inflate productivity metrics. Such data fragmentation, or "salami slicing," can distort the scientific evidence and overburden the review system. This signal suggests a need to reinforce a culture that prioritizes the publication of significant new knowledge over sheer volume.
