| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.462 | 0.920 |
|
Retracted Output
|
0.183 | 0.637 |
|
Institutional Self-Citation
|
1.328 | 1.096 |
|
Discontinued Journals Output
|
0.829 | 3.894 |
|
Hyperauthored Output
|
-0.790 | -0.241 |
|
Leadership Impact Gap
|
-0.667 | 0.454 |
|
Hyperprolific Authors
|
-1.009 | -0.431 |
|
Institutional Journal Output
|
-0.268 | -0.153 |
|
Redundant Output
|
-0.148 | 0.074 |
The Escuela Superior Politécnica del Litoral demonstrates a robust foundation in scientific integrity, reflected in a low overall risk score of 0.225. This performance is anchored by notable strengths in managing hyperprolific authorship, publication in institutional journals, and hyper-authorship, where the institution shows exemplary control. However, areas requiring strategic attention include the rates of multiple affiliations and institutional self-citation, which present a medium risk and are higher than the national average. These operational dynamics are particularly relevant given the institution's leadership position, as evidenced by its top national rankings in key SCImago Institutions Rankings thematic areas such as Social Sciences (#1), Business, Management and Accounting (#2), and Computer Science (#2). To fully realize its mission of promoting "sustainable and equitable development" through "research and innovation," it is crucial to address these integrity vulnerabilities. An inflated perception of collaboration or impact could undermine the trust required to effectively "cooperate with society." By proactively managing these specific risks, the institution can ensure its acclaimed academic excellence is built upon an unshakeable foundation of transparency and ethical practice, reinforcing its role as a national leader.
The institution's Z-score of 1.462 is higher than the national average of 0.920. This indicates a greater propensity for risk signals in this area compared to the national environment. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the institution's elevated rate suggests a high exposure to practices that could be interpreted as strategic attempts to inflate institutional credit or “affiliation shopping,” warranting a review of its collaboration and affiliation policies to ensure transparency.
With a Z-score of 0.183, the institution shows a significantly lower rate of retractions than the national average of 0.637. This demonstrates a differentiated and more effective management of publication quality. Retractions are complex events, and a rate significantly higher than average can alert to a vulnerability in an institution's integrity culture. However, this institution's ability to moderate this risk, which appears more common in the country, suggests that its pre-publication quality control mechanisms are more robust than its peers, successfully preventing systemic failures in methodological rigor or integrity.
The institution's Z-score of 1.328 is above the national average of 1.096, indicating a higher exposure to this risk. A certain level of self-citation is natural, reflecting the continuity of research lines. Nonetheless, this elevated rate warns of potential scientific isolation or 'echo chambers' where the institution validates its own work without sufficient external scrutiny. This dynamic could lead to an endogamous inflation of impact, suggesting the institution's academic influence may be oversized by internal dynamics rather than by broader recognition from the global community.
The institution presents a Z-score of 0.829, a figure that shows relative containment when compared to the critical national average of 3.894. Although some risk signals exist, the institution operates with significantly more order than its environment, effectively avoiding a widespread national issue. This performance indicates more rigorous due diligence in selecting dissemination channels, thereby protecting the institution from the severe reputational risks associated with channeling production through media that fail to meet international ethical or quality standards, often linked to 'predatory' practices.
The institution maintains a prudent profile with a Z-score of -0.790, which is well below the national average of -0.241. This result indicates that the institution manages its authorship processes with more rigor than the national standard. The low incidence of hyper-authorship suggests a healthy culture of accountability and transparency, effectively distinguishing legitimate large-scale collaboration from practices like 'honorary' or political authorship that can dilute individual responsibility.
The institution's Z-score of -0.667 contrasts sharply with the national average of 0.454, showcasing significant institutional resilience. This negative gap indicates that the research led by the institution has a higher impact than its overall collaborative output, a sign of strong internal capacity and intellectual leadership. This performance mitigates the systemic national risk of depending on external partners for prestige, demonstrating that the institution's excellence is structural and sustainable, not merely a result of strategic positioning in collaborations where it does not exercise intellectual leadership.
With a Z-score of -1.009, the institution shows an almost complete absence of risk signals, a level that aligns with the low-risk national standard (Z-score of -0.431). This low-profile consistency suggests that the institutional culture effectively balances productivity with quality. The lack of hyperprolific authors indicates a healthy research environment that discourages practices such as coercive authorship or assigning authorship without real participation, prioritizing the integrity of the scientific record over the simple inflation of publication metrics.
The institution's Z-score of -0.268 reflects a total operational silence in this area, performing even better than the already low national average of -0.153. This absence of risk signals, even below the national baseline, is exemplary. It demonstrates a firm commitment to external validation and global visibility, avoiding the conflicts of interest and academic endogamy that can arise from excessive dependence on in-house journals. This practice ensures that its scientific production undergoes independent external peer review, strengthening its credibility.
The institution's Z-score of -0.148 is significantly lower than the national average of 0.074, demonstrating institutional resilience against a common risk. This suggests that internal control mechanisms are effectively mitigating the national tendency towards data fragmentation. By maintaining a low rate of redundant output, the institution promotes the publication of significant new knowledge over artificially inflating productivity through 'salami slicing,' a practice which distorts available scientific evidence and overburdens the review system.
