| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
2.692 | 0.920 |
|
Retracted Output
|
-0.428 | 0.637 |
|
Institutional Self-Citation
|
-0.444 | 1.096 |
|
Discontinued Journals Output
|
2.999 | 3.894 |
|
Hyperauthored Output
|
-1.096 | -0.241 |
|
Leadership Impact Gap
|
1.919 | 0.454 |
|
Hyperprolific Authors
|
2.543 | -0.431 |
|
Institutional Journal Output
|
-0.268 | -0.153 |
|
Redundant Output
|
-1.186 | 0.074 |
With an overall integrity score of 0.928, Universidad Tecnológica ECOTEC demonstrates a robust performance, characterized by significant strengths in procedural integrity and specific, identifiable areas for strategic improvement. The institution exhibits exemplary control over risks such as retracted output, redundant publications, and the use of institutional journals, indicating a strong foundation of quality control and ethical oversight. However, critical challenges emerge in the areas of publication in discontinued journals and the prevalence of hyperprolific authors, which require immediate attention. These findings are contextualized by the institution's notable academic positioning, with strong national rankings in key thematic areas according to SCImago Institutions Rankings data, including Economics, Econometrics and Finance (Top 7), Pharmacology, Toxicology and Pharmaceutics (Top 7), and Chemistry (Top 9). The identified risks, particularly those related to publication quality and authorship practices, directly challenge the core of the university's mission to provide "quality research" with "social responsibility." Addressing these vulnerabilities is crucial to ensure that institutional practices fully align with its stated commitment to excellence and its contribution to national development, thereby transforming these challenges into opportunities for reinforcing its leadership and integrity.
The institution presents a Z-score of 2.692, which is notably higher than the national average of 0.920. Although both the university and the country operate within a context of medium risk for this indicator, the institution's score suggests it is more exposed to the underlying drivers of this phenomenon. While multiple affiliations are often a legitimate result of collaboration, the university's higher rate indicates a greater susceptibility to practices that could be perceived as "affiliation shopping" or strategic attempts to inflate institutional credit. This elevated exposure warrants a review of affiliation policies to ensure they consistently reflect substantive collaborative contributions.
With a Z-score of -0.428, the institution demonstrates an outstanding record in comparison to the national average of 0.637, which indicates a medium level of risk. This result suggests a clear operational disconnection from the risk dynamics observed in the broader national environment. The institution’s very low rate of retractions is a strong signal that its quality control mechanisms prior to publication are functioning effectively. This preventive isolation from national trends points to a mature and responsible integrity culture, successfully mitigating the risk of systemic failures or recurring malpractice that can lead to retractions.
The institution's Z-score of -0.444 places it in a low-risk category, contrasting favorably with the national average of 1.096, which falls into a medium-risk zone. This demonstrates significant institutional resilience, as internal control mechanisms appear to be successfully mitigating the systemic risks of academic insularity present in the country. A certain level of self-citation is natural, but the country's higher rate could signal a tendency toward 'echo chambers.' By maintaining a low rate, the university avoids the risk of endogamous impact inflation, ensuring its academic influence is validated by the broader global community rather than being oversized by internal dynamics.
The institution registers a Z-score of 2.999, a significant risk level that is, however, slightly more controlled than the critical national average of 3.894. This attenuated alert indicates that while the university is a global outlier in this practice, it shows slightly more restraint than its national peers. Nonetheless, a high Z-score remains a critical issue, indicating that a significant portion of its scientific production is being channeled through media that do not meet international ethical or quality standards. This exposes the institution to severe reputational risks and signals an urgent need for enhanced information literacy and due diligence policies to prevent the waste of resources on 'predatory' or low-quality publication channels.
With a Z-score of -1.096, the institution exhibits a more prudent profile than the national standard, which has a Z-score of -0.241. Within a national context already characterized by low risk, the university demonstrates even greater rigor in managing authorship. This conservative approach suggests a well-regulated academic environment where authorship lists are carefully considered, effectively mitigating the risk of inflation through 'honorary' or political practices. This reinforces a culture of individual accountability and transparency in collaborative research.
The institution shows a Z-score of 1.919 in this indicator, significantly higher than the national average of 0.454, even though both are classified as medium risk. This high exposure suggests that the institution is more prone to depending on external collaborations for its high-impact research than its national counterparts. A wide positive gap signals a potential sustainability risk, where scientific prestige may be more exogenous and dependent than structural. This finding invites a strategic reflection on whether the institution's excellence metrics are the result of genuine internal capacity or a successful positioning in collaborations where it does not exercise primary intellectual leadership.
A severe discrepancy is observed in this indicator, with the institution showing a significant-risk Z-score of 2.543, in stark contrast to the country's low-risk average of -0.431. This atypical risk activity is an anomaly within the national context and requires a deep integrity assessment. Extreme individual publication volumes challenge the limits of meaningful intellectual contribution and can signal an imbalance between quantity and quality. This high indicator alerts to potential risks such as coercive authorship, data fragmentation, or the assignment of authorship without real participation—dynamics that prioritize metrics over the integrity of the scientific record and demand urgent review.
The institution's Z-score of -0.268 reflects a total absence of risk signals, performing even better than the already very low national average of -0.153. This demonstrates an exemplary commitment to external validation and global integration. By avoiding reliance on in-house journals, the university effectively sidesteps potential conflicts of interest and academic endogamy, where production might bypass independent peer review. This practice ensures its research is subjected to standard competitive validation, thereby maximizing its international visibility and credibility.
The institution shows a Z-score of -1.186, indicating a complete absence of this risk, which isolates it from the national context where this practice is a medium-level concern (Z-score of 0.074). This preventive isolation highlights the university's strong editorial oversight and ethical standards. A very low value in this indicator demonstrates a commitment to producing significant new knowledge rather than artificially inflating productivity metrics. By avoiding data fragmentation or 'salami slicing,' the institution upholds the integrity of the scientific record and contributes to a more robust and efficient research ecosystem.
