| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.085 | 0.920 |
|
Retracted Output
|
-0.165 | 0.637 |
|
Institutional Self-Citation
|
0.594 | 1.096 |
|
Discontinued Journals Output
|
3.063 | 3.894 |
|
Hyperauthored Output
|
-1.328 | -0.241 |
|
Leadership Impact Gap
|
-0.129 | 0.454 |
|
Hyperprolific Authors
|
-1.413 | -0.431 |
|
Institutional Journal Output
|
-0.268 | -0.153 |
|
Redundant Output
|
-1.186 | 0.074 |
The Universidad Tecnica de Cotopaxi demonstrates a robust and commendable scientific integrity profile, marked by a notable outperformance of national averages in key areas of research practice. With an overall risk score of 0.301, the institution exhibits significant strengths, particularly in its governance of authorship and publication originality, showing virtually no signs of hyper-authorship, hyper-prolificacy, redundant publication, or endogamous publishing. These strengths reflect a solid foundation of ethical research conduct. However, a critical vulnerability persists in the selection of publication venues, with a significant rate of output in discontinued journals, which, while lower than the national crisis level, poses a direct threat to the university's mission. This practice undermines the pursuit of "excellence" and the effective "transfer of knowledge" by risking reputational damage and channeling valuable research into low-impact outlets. The institution's strong academic positioning, evidenced by its SCImago Institutions Rankings in areas such as Agricultural and Biological Sciences, Computer Science, Environmental Science, and Mathematics, provides a powerful platform for growth. To fully align its practices with its mission of contributing to national transformation, the university should leverage its existing culture of integrity to implement stringent due diligence protocols for journal selection, thereby ensuring its scientific contributions achieve the global visibility and impact they deserve.
The institution presents a Z-score of 0.085, contrasting with the national average of 0.920. This indicates a differentiated management of collaborative practices. While the national context shows a medium level of risk, the university demonstrates significantly more control, suggesting its policies or researcher behaviors effectively moderate practices that could be used to inflate institutional credit. While multiple affiliations are often legitimate, the university's lower rate compared to its peers suggests a reduced exposure to the risk of "affiliation shopping," reflecting a more organic and less strategically inflated collaborative footprint.
With a Z-score of -0.165 against a national average of 0.637, the university showcases strong institutional resilience. In a national environment where retraction signals are moderately present, the institution's low-risk profile suggests that its internal quality control mechanisms are robust and effective. Retractions can signify responsible supervision, but a rate this far below the national average points toward successful pre-publication review processes. This indicates that potential methodological flaws or integrity issues are likely being identified and corrected internally, preventing the systemic failures that may be occurring elsewhere and safeguarding the institution's reputation.
The university's Z-score for this indicator is 0.594, which is notably lower than the national average of 1.096. This demonstrates a differentiated management approach where the institution successfully moderates a risk that is more pronounced across the country. A certain level of self-citation is natural, but the university's contained rate suggests it is less susceptible to creating scientific 'echo chambers' than its national counterparts. This healthier balance indicates that the institution's academic influence is less likely to be oversized by internal dynamics, relying more on broader recognition from the external scientific community.
The institution exhibits a Z-score of 3.063, a significant risk level that is nonetheless below the critical national average of 3.894. This constitutes an attenuated alert; while the university is a global outlier in this practice, it shows slightly more control than the national trend. This high proportion of publications in defunct journals is a critical vulnerability regarding due diligence in selecting dissemination channels. The Z-score urgently signals that a significant portion of 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 suggests an immediate need for enhanced information literacy and stricter policies to prevent the waste of research resources on 'predatory' or low-quality practices.
With a Z-score of -1.328 compared to the country's score of -0.241, the institution demonstrates low-profile consistency and an exemplary standard of authorship. The complete absence of risk signals at the university, which is even more pronounced than the low-risk national standard, points to a culture of clear accountability. This excellent result suggests that the institution successfully distinguishes between necessary large-scale collaboration and questionable practices like 'honorary' or political authorship, thereby ensuring that author lists accurately reflect meaningful intellectual contributions and individual responsibility is not diluted.
The university's Z-score of -0.129, in stark contrast to the national average of 0.454, signals exceptional institutional resilience and scientific autonomy. While the national trend suggests a reliance on external partners for impactful research, the university's score indicates that its scientific prestige is structural and internally driven. A negative gap demonstrates that the research led by the institution's own authors is highly impactful, perhaps even more so than its collaborative work. This is a sign of robust internal capacity and sustainable intellectual leadership, confirming that its excellence metrics are a result of genuine, home-grown scientific strength.
The institution's Z-score of -1.413 is significantly lower than the national score of -0.431, reflecting a consistent and responsible approach to academic productivity. This near-total absence of risk signals, well below the already low national benchmark, indicates a healthy institutional balance between quantity and quality. It suggests the university's environment does not encourage dynamics such as coercive authorship or the prioritization of metrics over the integrity of the scientific record. This focus on meaningful contribution over sheer volume is a hallmark of a mature and ethically sound research culture.
With a Z-score of -0.268, which is even lower than the country's very low average of -0.153, the institution demonstrates a state of total operational silence in this area. This result is a strong positive indicator of its commitment to global scientific standards. By avoiding reliance on in-house journals, the university effectively eliminates potential conflicts of interest and the risk of academic endogamy. This practice ensures its scientific production undergoes independent external peer review, maximizing its global visibility and validating its research through standard competitive channels rather than internal 'fast tracks'.
The university shows a Z-score of -1.186, marking a clear case of preventive isolation from a risk that is moderately present at the national level (Z-score of 0.074). This stark contrast indicates that the institution does not replicate the risk dynamics observed in its environment. The very low score signals a strong institutional culture that discourages the practice of dividing coherent studies into minimal publishable units. This commitment to publishing complete, significant findings protects the integrity of the scientific record and shows a prioritization of impactful new knowledge over the artificial inflation of productivity metrics.
