| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
2.431 | 1.931 |
|
Retracted Output
|
0.465 | -0.112 |
|
Institutional Self-Citation
|
0.041 | 0.134 |
|
Discontinued Journals Output
|
0.112 | -0.113 |
|
Hyperauthored Output
|
-0.728 | -0.083 |
|
Leadership Impact Gap
|
-0.249 | -0.004 |
|
Hyperprolific Authors
|
0.534 | 0.111 |
|
Institutional Journal Output
|
-0.094 | 0.290 |
|
Redundant Output
|
-0.043 | 0.073 |
The Universidade da Beira Interior presents a moderate overall integrity profile with a score of 0.400, characterized by a mix of exceptional strengths and specific areas requiring strategic attention. The institution demonstrates outstanding performance in avoiding academic endogamy, with a very low rate of publication in its own journals, and shows commendable control over hyper-authorship, impact dependency, and redundant publications, outperforming national averages in these areas. However, medium-risk signals in the rates of multiple affiliations, retracted output, discontinued journal publications, and hyperprolific authors suggest vulnerabilities that could challenge its mission to promote "high-level qualification" and the "critique and dissemination of knowledge." These risks, if unaddressed, could undermine the credibility of its strong academic standing, particularly in its nationally prominent fields such as Mathematics (ranked 4th in Portugal), Computer Science (7th), Economics, Econometrics and Finance (7th), and Energy (7th), according to SCImago Institutions Rankings data. By leveraging this diagnostic as a strategic tool, the University can reinforce its governance mechanisms, ensuring its operational practices fully align with its stated commitment to scientific excellence and social responsibility, thereby transforming current vulnerabilities into future institutional strengths.
The institution's Z-score is 2.431, which is higher than the national average of 1.931. This suggests that while operating within a shared medium-risk context, the university is more prone to exhibiting signals related to multiple affiliations than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, disproportionately high rates can signal strategic attempts to inflate institutional credit. This elevated exposure warrants a review to ensure that all affiliations are a product of genuine scientific collaboration rather than "affiliation shopping," which could dilute the institution's distinct academic identity.
The institution presents a Z-score of 0.465, a moderate deviation from the national Z-score of -0.112. This difference indicates that the university shows a greater sensitivity to this risk factor than the national standard. A rate of retractions 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 elsewhere in the country, indicating that recurring malpractice or a lack of methodological rigor may require immediate qualitative verification by management to safeguard scientific credibility.
The institution's Z-score of 0.041 is notably lower than the national average of 0.134, despite both falling within a medium-risk category. This demonstrates a differentiated management approach, where the university effectively moderates a risk that appears more common at the national level. A certain level of self-citation is natural; however, the institution's lower rate indicates a reduced risk of operating in scientific isolation or 'echo chambers.' This prudent profile suggests that the institution's academic influence is less likely to be oversized by internal dynamics and more reliant on broader recognition from the global scientific community.
With a Z-score of 0.112, the institution shows a moderate deviation from the national average of -0.113. This discrepancy highlights a greater institutional sensitivity to publishing in questionable outlets compared to its peers. A high proportion of publications in discontinued journals constitutes a critical alert regarding due diligence in selecting dissemination channels. This Z-score indicates that a portion of the university's scientific production is being channeled through media that may not meet international ethical or quality standards, exposing the institution to reputational risks and suggesting an urgent need for enhanced information literacy among its researchers.
The institution's Z-score of -0.728 is significantly lower than the national average of -0.083, reflecting a prudent and rigorous profile. This demonstrates that the university manages its authorship processes with more stringency than the national standard. This low score is a positive signal, indicating a reduced risk of author list inflation and a stronger culture of individual accountability and transparency. It suggests that authorship practices at the institution are well-aligned with legitimate collaborative needs rather than 'honorary' or political attributions.
The institution's Z-score of -0.249 is considerably lower than the national Z-score of -0.004. This reflects a prudent profile, indicating that the university's processes are managed with more rigor than the national standard in ensuring its own intellectual leadership translates to impact. A low, negative score is a sign of health, suggesting that the institution's scientific prestige is structural and not overly dependent on external partners. This result indicates that its excellence metrics are derived from genuine internal capacity, reinforcing its sustainability and scientific autonomy.
The institution's Z-score of 0.534 is substantially higher than the national average of 0.111, indicating high exposure to this risk. This suggests the university is more prone to hosting authors with extreme publication volumes than the national average. While high productivity can be legitimate, this indicator alerts to potential imbalances between quantity and quality. It points to risks such as coercive authorship, 'salami slicing,' or the assignment of authorship without real participation—dynamics that prioritize metrics over the integrity of the scientific record and warrant closer examination.
With a Z-score of -0.094, the institution demonstrates a state of preventive isolation from a risk that is more prevalent nationally (country Z-score: 0.290). The university does not replicate the risk dynamics observed in its environment, showing a clear commitment to external validation. This very low score is a significant strength, as it mitigates conflicts of interest where an institution acts as both judge and party. By avoiding dependence on in-house journals, the university ensures its scientific production bypasses potential 'fast tracks' and undergoes independent external peer review, enhancing its global visibility and credibility.
The institution's Z-score of -0.043 contrasts with the national Z-score of 0.073, showcasing its institutional resilience. This indicates that internal control mechanisms appear to be successfully mitigating a systemic risk present in the country. A low value in this indicator is a positive sign, suggesting that the university effectively discourages the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity. This commitment to publishing significant new knowledge over sheer volume strengthens the scientific record and reflects a culture of research integrity.
