| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.068 | -0.565 |
|
Retracted Output
|
-0.371 | -0.149 |
|
Institutional Self-Citation
|
-0.386 | 0.169 |
|
Discontinued Journals Output
|
0.739 | -0.070 |
|
Hyperauthored Output
|
-1.117 | -0.127 |
|
Leadership Impact Gap
|
-0.705 | 0.479 |
|
Hyperprolific Authors
|
-0.752 | -0.701 |
|
Institutional Journal Output
|
-0.268 | 1.054 |
|
Redundant Output
|
0.006 | -0.016 |
With an overall integrity score of -0.282, the Instituto Tecnologico de Sonora demonstrates a robust and healthy research profile, characterized by very low risk in key areas of collaboration and publication ethics. The institution's primary strengths lie in its exceptional performance in avoiding academic endogamy, as seen in its minimal rates of output in institutional journals and institutional self-citation, which are significantly better than the national averages. This indicates a strong commitment to external validation and global scientific dialogue. However, this positive outlook is tempered by two areas of moderate concern: a tendency to publish in discontinued journals and signals of redundant output (salami slicing), which deviate from the national trend. These vulnerabilities, while not critical, require strategic attention to prevent them from undermining the institution's mission to form "upright and competent professionals." The Institute's recognized leadership in areas such as Environmental Science and Agricultural and Biological Sciences, as evidenced by SCImago Institutions Rankings data, is built on a foundation of sound research practices. To fully align its operational reality with its aspirational mission, the institution is encouraged to implement targeted training and review policies that address the identified weaknesses, thereby safeguarding its reputation and ensuring its contributions to sustainable development are both impactful and unimpeachable.
The institution exhibits a Z-score of -1.068, a figure that signals a very low risk and is notably more conservative than the national average of -0.565. This result suggests a clear and consistent policy regarding author affiliations, which aligns well with the low-risk environment observed nationally but demonstrates an even higher standard of transparency. While multiple affiliations can be legitimate, the institution's exceptionally low rate indicates an operational model that effectively avoids any ambiguity or strategic inflation of institutional credit through practices like “affiliation shopping,” ensuring that its collaborative footprint is represented with utmost clarity.
With a Z-score of -0.371, the institution maintains a lower risk profile for retracted publications compared to the national average of -0.149. This prudent positioning suggests that the institution's internal quality control and supervision mechanisms are more rigorous than the national standard. A low rate of retractions is a sign of a healthy integrity culture, indicating that potential methodological errors or ethical issues are effectively identified and corrected prior to publication, thus preventing the systemic failures that can lead to a high volume of post-publication corrections and safeguarding the reliability of its scientific record.
The institution demonstrates remarkable resilience against academic endogamy, with a low-risk Z-score of -0.386, in stark contrast to the medium-risk national average of 0.169. This divergence highlights the effectiveness of the institution's control mechanisms in mitigating a systemic risk present in the country. A certain level of self-citation is natural, but the institution successfully avoids the 'echo chambers' that can lead to inflated impact. This result indicates that its academic influence is genuinely recognized by the global community rather than being artificially propped up by internal validation dynamics.
A notable area for review is the institution's rate of publication in discontinued journals, with a medium-risk Z-score of 0.739, which represents a moderate deviation from the low-risk national average of -0.070. This greater sensitivity to risk factors compared to its peers constitutes a critical alert regarding due diligence in selecting dissemination channels. A high proportion of output in such journals indicates that a significant portion of scientific production may be channeled through media that fail to meet international ethical or quality standards. This exposes the institution to severe reputational risks and suggests an urgent need for enhanced information literacy to prevent the waste of resources on 'predatory' or low-quality practices.
The institution's Z-score of -1.117 is in the very low-risk category, positioning it well below the national average of -0.127. This demonstrates a consistent and low-profile approach to authorship that aligns with, and even exceeds, the national standard. This result strongly suggests that the institution's authorship practices are transparent and accountable, effectively distinguishing between necessary large-scale collaboration and the risk of 'honorary' or political authorship. The data indicates a culture where author lists accurately reflect meaningful intellectual contributions, reinforcing research integrity.
The institution shows significant scientific autonomy with a Z-score of -0.705, a low-risk value that contrasts sharply with the medium-risk national average of 0.479. This indicates a high degree of institutional resilience, as it avoids the dependency on external partners for impact that is more common at the national level. A low or negative gap suggests that the institution's scientific prestige is structural and derived from its own intellectual leadership, not merely from strategic participation in collaborations led by others. This is a strong indicator of a mature and sustainable internal research capacity.
With a Z-score of -0.752, the institution's rate of hyperprolific authors is statistically normal and aligns closely with the national average of -0.701. This low-risk level is what would be expected for an institution of its context and size. It suggests a healthy balance between productivity and quality, indicating that the institutional culture does not incentivize extreme publication volumes that could challenge the limits of meaningful intellectual contribution or lead to risks such as coercive authorship or the dilution of scientific rigor in favor of metrics.
The institution demonstrates a clear commitment to external validation, with a very low-risk Z-score of -0.268, which effectively isolates it from the medium-risk dynamics observed at the national level (1.054). This preventive stance is a significant strength, showing that the institution does not replicate a common national vulnerability. By avoiding excessive dependence on its own journals, it sidesteps potential conflicts of interest and academic endogamy, ensuring its scientific production undergoes independent external peer review. This practice enhances its global visibility and confirms its research is validated through standard competitive channels.
The institution's Z-score of 0.006 places it in the medium-risk category for redundant output, showing a greater sensitivity to this risk factor than the national average, which stands at a low-risk -0.016. This moderate deviation warrants attention, as it may indicate a tendency to fragment coherent studies into 'minimal publishable units' to artificially inflate productivity metrics. This practice not only overburdens the peer review system but also distorts the available scientific evidence. It is crucial to review the underlying causes to ensure that the institutional focus remains on generating significant new knowledge rather than prioritizing publication volume.
