| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.502 | 1.185 |
|
Retracted Output
|
-0.334 | -0.211 |
|
Institutional Self-Citation
|
-0.078 | -0.264 |
|
Discontinued Journals Output
|
-0.410 | -0.486 |
|
Hyperauthored Output
|
-0.420 | 0.904 |
|
Leadership Impact Gap
|
-0.676 | -0.140 |
|
Hyperprolific Authors
|
-1.413 | -0.051 |
|
Institutional Journal Output
|
-0.268 | -0.266 |
|
Redundant Output
|
0.935 | -0.269 |
The University of Applied Sciences and Arts of Southern Switzerland demonstrates a robust and commendable scientific integrity profile, reflected in an overall risk score of -0.312. The institution's strengths are particularly evident in its near-total absence of hyperprolific authorship, publication in discontinued journals, and reliance on institutional journals, indicating a strong culture of quality control and external validation. However, areas requiring strategic attention include a moderate rate of multiple affiliations and, more significantly, a tendency towards redundant publications. According to SCImago Institutions Rankings data, the university excels in key thematic areas, ranking among the top institutions in Switzerland for Energy (5th), Mathematics (6th), and Computer Science (7th). This strong performance aligns with its mission to provide "innovative and rapidly applicable" solutions. Nevertheless, the identified risk of redundant output could potentially undermine this mission by prioritizing publication volume over the substantive, high-impact research needed to genuinely improve quality of life and business competitiveness. To fully align its operational practices with its aspirational goals, the university is encouraged to review its publication incentives and reinforce guidelines that promote significant, coherent contributions to the scientific record, thereby securing its reputation for excellence and social responsibility.
The institution presents a Z-score of 0.502, which is notably lower than the national average of 1.185. This suggests a pattern of differentiated management where the university successfully moderates a risk that appears more common across the country. While multiple affiliations often arise from legitimate collaborations, the institution's ability to maintain a lower rate than its national peers indicates effective governance that mitigates the potential for strategic "affiliation shopping" or artificial inflation of institutional credit, a vulnerability more pronounced in the broader Swiss academic system.
With a Z-score of -0.334, the institution demonstrates a more favorable position compared to the national average of -0.211. This prudent profile suggests that the university's internal quality control mechanisms are managed with greater rigor than the national standard. Retractions can sometimes signify responsible supervision, but a lower-than-average rate points towards robust pre-publication review processes that effectively prevent systemic errors or methodological flaws, reinforcing the integrity of its scientific output from the outset.
The institution's Z-score for this indicator is -0.078, which, while low, is higher than the national average of -0.264. This points to an incipient vulnerability, as the university shows slightly more internal citation activity than is typical for its context. A certain level of self-citation is natural for developing research lines; however, this subtle deviation warrants review to ensure that the institution is not fostering "echo chambers" where work is validated without sufficient external scrutiny. Proactive monitoring can prevent this from escalating into a risk of endogamous impact inflation, where academic influence is oversized by internal dynamics rather than global recognition.
The institution's Z-score of -0.410 is exceptionally low, though slightly above the national average of -0.486. This indicates the presence of residual noise in an otherwise inert environment. In a country where publishing in discontinued journals is virtually non-existent, the university shows a minuscule signal of this activity. While the risk is minimal, it highlights that even in a context of maximum security, isolated instances can occur, suggesting an opportunity to perfect information literacy and due diligence in selecting dissemination channels to achieve total operational silence on this front.
The university exhibits a Z-score of -0.420, a stark contrast to the national average of 0.904. This demonstrates significant institutional resilience, as internal control mechanisms appear to successfully mitigate a systemic risk prevalent at the country level. While extensive author lists can be legitimate in "Big Science," the national trend suggests a broader vulnerability to author list inflation. The institution's low score indicates it acts as an effective filter, upholding standards of individual accountability and transparency and successfully distinguishing between necessary massive collaboration and questionable honorary authorship practices.
With a Z-score of -0.676, the institution shows a much smaller gap than the national average of -0.140. This prudent profile indicates that the university manages its research strategy with more rigor than the national standard, ensuring its scientific prestige is structural and sustainable. A smaller gap suggests that its high-impact research is a result of its own intellectual leadership, not merely a dependency on external partners. This reflects a strong internal capacity for generating excellence, a key differentiator from the broader national context where prestige may be more reliant on exogenous collaborations.
The institution's Z-score of -1.413 is significantly lower than the national average of -0.051, indicating a complete absence of this risk signal. This low-profile consistency aligns with the secure national standard but demonstrates an even stronger commitment to research quality. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution. The university's data confirms a healthy balance between quantity and quality, effectively avoiding risks such as coercive authorship or the assignment of credit without real participation, thereby protecting the integrity of its scientific record.
The institution's Z-score of -0.268 is virtually identical to the national average of -0.266. This reflects a state of integrity synchrony, showing total alignment with a national environment of maximum scientific security. By avoiding excessive dependence on in-house journals, the university effectively sidesteps potential conflicts of interest and academic endogamy. This practice ensures that its scientific production undergoes independent external peer review, guaranteeing competitive validation and global visibility in line with the best practices observed throughout the country.
The university's Z-score of 0.935 marks a moderate deviation from the national average of -0.269. This indicates that the institution shows a greater sensitivity to this risk factor than its peers. The data suggests a tendency to fragment coherent studies into minimal publishable units, a practice known as "salami slicing," which can artificially inflate productivity metrics. This trend warrants attention, as it not only overburdens the peer-review system but also distorts the available scientific evidence, prioritizing volume over the generation of significant new knowledge.