| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.485 | -0.615 |
|
Retracted Output
|
0.831 | 0.777 |
|
Institutional Self-Citation
|
-0.552 | -0.262 |
|
Discontinued Journals Output
|
-0.088 | 0.094 |
|
Hyperauthored Output
|
-1.340 | -0.952 |
|
Leadership Impact Gap
|
-0.473 | 0.445 |
|
Hyperprolific Authors
|
-1.413 | -0.247 |
|
Institutional Journal Output
|
-0.268 | 1.432 |
|
Redundant Output
|
0.066 | -0.390 |
The Technical and Vocational University presents a balanced overall risk profile (Z-score: -0.100), indicating a performance that is generally aligned with global integrity standards. The institution demonstrates significant strengths and effective governance in several key areas, particularly in its very low rates of hyper-authored output, hyperprolific authors, and publication in institutional journals. Furthermore, it shows notable resilience by maintaining low-risk levels in areas where national trends suggest higher vulnerability, such as publishing in discontinued journals and dependency on external collaborations for impact. The primary areas requiring strategic attention are the medium-risk indicators for retracted output and redundant output, which are slightly elevated compared to the national average and suggest a need for enhanced pre-publication quality control. According to SCImago Institutions Rankings data, the university's research is most prominent in the fields of Computer Science, Energy, Agricultural and Biological Sciences, and Engineering. While a specific mission statement was not available, the identified risks in retractions and data fragmentation could challenge the universal academic mission of pursuing excellence and social responsibility, as they can impact the reliability and integrity of the scientific record. By leveraging its clear strengths in research governance, the university is well-positioned to address these specific vulnerabilities, thereby reinforcing its commitment to producing high-quality, impactful, and ethically sound research.
The institution's Z-score of -0.485 is slightly higher than the national average of -0.615, though both fall within a low-risk range. This subtle difference suggests the emergence of a minor vulnerability that warrants observation before it escalates. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the institution's slightly higher rate compared to its national peers could be an early signal of strategic attempts to inflate institutional credit. It is advisable to monitor this trend to ensure that collaborative practices remain focused on genuine scientific partnership rather than "affiliation shopping."
With a Z-score of 0.831, the institution shows a higher propensity for retractions than the national average of 0.777, placing both in a medium-risk category. This indicates a high level of exposure to the underlying causes of publication withdrawal. A rate significantly higher than the average alerts to a potential vulnerability in the institution's integrity culture. This suggests that quality control mechanisms prior to publication may be failing more frequently than at peer institutions, pointing to possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to protect the university's scientific reputation.
The institution demonstrates a prudent profile with a Z-score of -0.552, which is notably lower than the national average of -0.262. This indicates that the university manages its citation practices with more rigor than the national standard. A certain level of self-citation is natural, but the institution's lower rate suggests it successfully avoids the 'echo chambers' that can arise from excessive self-validation. This commitment to external scrutiny reinforces the credibility of its research, indicating that its academic influence is driven by recognition from the global community rather than being inflated by internal dynamics.
The institution displays strong institutional resilience, with a Z-score of -0.088 (low risk) in stark contrast to the country's medium-risk average of 0.094. This performance shows that the university's control mechanisms are effectively mitigating a systemic risk prevalent at the national level. A high proportion of publications in such journals constitutes a critical alert regarding due diligence, and the university's low rate indicates that its researchers are successfully channeling their work through media that meet international ethical and quality standards. This protects the institution from severe reputational risks and demonstrates a high level of information literacy.
With a Z-score of -1.340, the institution's activity in this area is virtually non-existent, placing it in the very low-risk category and below the already low national average of -0.952. This low-profile consistency demonstrates an operational environment where authorship practices appear transparent and well-governed. The complete absence of risk signals aligns with a healthy national standard, confirming that the institution is not engaging in author list inflation. This reflects a culture where individual accountability is maintained, distinguishing its collaborative work from practices involving 'honorary' or political authorship.
The institution exhibits notable resilience with a Z-score of -0.473 (low risk), contrasting sharply with the national medium-risk average of 0.445. This suggests that internal control mechanisms are successfully mitigating a systemic national trend of dependency on external partners for impact. A wide positive gap signals a sustainability risk where prestige is exogenous, not structural. The university's low score indicates that its scientific prestige is rooted in real internal capacity and intellectual leadership, reflecting a sustainable model for building and maintaining academic excellence.
The institution's Z-score of -1.413 is in the very low-risk category, significantly below the national low-risk average of -0.247. This low-profile consistency and absence of risk signals align with a healthy national standard. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution. The university's lack of such cases indicates a healthy balance between quantity and quality, suggesting an environment free from risks like coercive authorship or the assignment of authorship without real participation, thereby prioritizing the integrity of the scientific record over inflated metrics.
The university demonstrates a clear case of preventive isolation, with a Z-score of -0.268 (very low risk) compared to the country's medium-risk average of 1.432. This shows the institution does not replicate the risk dynamics commonly observed in its environment. By avoiding excessive dependence on its own journals, the university sidesteps potential conflicts of interest and academic endogamy. This practice ensures its scientific production undergoes independent external peer review, which enhances its global visibility and confirms its commitment to competitive validation rather than using internal channels as 'fast tracks' to inflate publication counts.
The institution's Z-score of 0.066 places it in the medium-risk category, representing a moderate deviation from the national low-risk average of -0.390. This suggests the university shows a greater sensitivity to risk factors associated with data fragmentation than its peers. This practice, often used to artificially inflate productivity, involves dividing a coherent study into minimal publishable units. The university's higher-than-average score alerts to a potential trend that could distort the available scientific evidence and overburden the review system, indicating a need to reinforce publication ethics that prioritize significant new knowledge over volume.
