| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.184 | 1.185 |
|
Retracted Output
|
-0.324 | -0.211 |
|
Institutional Self-Citation
|
-0.525 | -0.264 |
|
Discontinued Journals Output
|
-0.435 | -0.486 |
|
Hyperauthored Output
|
-0.031 | 0.904 |
|
Leadership Impact Gap
|
-0.074 | -0.140 |
|
Hyperprolific Authors
|
-1.306 | -0.051 |
|
Institutional Journal Output
|
-0.268 | -0.266 |
|
Redundant Output
|
-0.255 | -0.269 |
The Zurich University of Applied Sciences demonstrates a robust and commendable scientific integrity profile, with an overall risk score of -0.268 indicating a performance well within the parameters of responsible research conduct. The institution's primary strength lies in its exceptional control over authorship practices, showing a near-total absence of hyperprolific authors and effectively filtering national tendencies towards hyper-authorship. This foundation of integrity strongly supports its thematic leadership, as evidenced by its high national rankings in the SCImago Institutions Rankings, particularly in Agricultural and Biological Sciences, Arts and Humanities, and Earth and Planetary Sciences, where it ranks 9th in Switzerland. The institution's mission to move beyond "standard processes" to find novel solutions is directly enabled by this low-risk environment; a culture of integrity is the bedrock upon which genuine, non-standard innovation can be built. The only notable risk signal, a medium rate of multiple affiliations, mirrors a national systemic pattern and does not suggest an isolated institutional issue. By continuing to leverage this strong ethical framework, the University is well-positioned to advance its mission, ensuring that its pursuit of innovative solutions is synonymous with the highest standards of scientific excellence and social responsibility.
The institution's Z-score of 1.184 is virtually identical to the national average of 1.185, indicating that its approach to multiple affiliations aligns perfectly with a systemic pattern observed across Switzerland. This suggests that the medium risk level is not an institutional anomaly but rather reflects shared collaborative practices or regulations at a national level. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, their prevalence here reflects a broader national dynamic. The key for the institution is to ensure that these affiliations, while common, are managed transparently to avoid strategic "affiliation shopping" and accurately represent genuine collaborative contributions.
With a Z-score of -0.324, the institution demonstrates a more favorable profile than the national average of -0.211. This prudent performance suggests that the institution's internal processes are managed with greater rigor than the national standard. Retractions can be complex, but a rate significantly lower than its peers indicates that quality control mechanisms prior to publication are functioning effectively. This strong performance signals a healthy integrity culture, where potential methodological flaws or errors are identified and corrected internally, minimizing the need for post-publication corrections and reinforcing the reliability of its scientific output.
The institution exhibits a Z-score of -0.525, which is considerably lower than the Swiss average of -0.264. This prudent profile indicates that the institution manages its citation practices with more rigor than the national standard, actively avoiding scientific isolation. A certain level of self-citation is natural, but this notably low rate demonstrates a strong reliance on external validation and integration within the global scientific community. It suggests that the institution's academic influence is genuinely earned through widespread recognition rather than being inflated by internal "echo chambers," confirming the external relevance of its research lines.
The institution's Z-score of -0.435 is slightly higher than the country's near-zero baseline of -0.486, both of which are in the very low-risk category. This minimal signal can be interpreted as residual noise in an otherwise inert and healthy environment. While the risk is negligible, it does indicate that the institution is marginally more likely than the national average to have output in such journals. This serves as a reminder to maintain vigilance and ensure researchers are equipped with the information literacy needed to select high-quality, reputable dissemination channels, thereby avoiding any potential reputational risk, however small.
A significant strength is visible in this indicator, where the institution's low-risk Z-score of -0.031 contrasts sharply with the country's medium-risk score of 0.904. This demonstrates remarkable institutional resilience, as internal control mechanisms appear to be successfully mitigating a systemic risk prevalent at the national level. While extensive author lists are legitimate in "Big Science," the institution effectively acts as a firewall against the broader national trend, preventing practices like author list inflation or honorary authorships. This commitment to meaningful attribution reinforces individual accountability and the transparency of its collaborative research.
The institution's Z-score of -0.074, while in the low-risk category, points to an incipient vulnerability when compared to the national average of -0.140. This suggests that while the institution is not overly dependent on external partners for its impact, there is a slightly greater reliance on collaborative impact than is typical for its peers. This signal warrants review to ensure that the institution is not only a valuable partner but is also developing its own structural capacity for intellectual leadership. Strengthening the impact of research led internally is key to ensuring long-term scientific prestige is sustainable and not overly reliant on exogenous factors.
With a Z-score of -1.306, the institution demonstrates an almost complete absence of hyperprolific authors, a result that is significantly stronger than the already low-risk national average of -0.051. This low-profile consistency underscores a culture that prioritizes quality and meaningful intellectual contribution over sheer volume. By avoiding the extreme publication outputs that challenge the limits of human capacity, the institution effectively sidesteps risks such as coercive authorship or "salami slicing." This exceptional result aligns with an environment of maximum scientific security, where the integrity of the scientific record is paramount.
The institution's Z-score of -0.268 is in perfect synchrony with the national average of -0.266, both indicating a very low risk. This total alignment with a secure national environment confirms that the institution prioritizes independent, external peer review over internal publication channels. By avoiding excessive dependence on its own journals, the institution mitigates potential conflicts of interest and the risk of academic endogamy. This practice ensures its scientific production is validated through standard competitive mechanisms, enhancing its global visibility and credibility.
The institution's Z-score of -0.255 signals an incipient vulnerability, as it is slightly higher than the national average of -0.269, even though both are in the low-risk band. This suggests that while the issue is not widespread, the institution shows signals that warrant review before they escalate. A higher tendency towards bibliographic overlap compared to its peers could indicate early signs of data fragmentation or "salami slicing," where studies are divided into minimal units to inflate productivity. A proactive review of publication strategies is recommended to ensure the focus remains on producing significant, coherent contributions to the scientific record.