| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
2.042 | 1.185 |
|
Retracted Output
|
-0.277 | -0.211 |
|
Institutional Self-Citation
|
-0.093 | -0.264 |
|
Discontinued Journals Output
|
-0.376 | -0.486 |
|
Hyperauthored Output
|
1.149 | 0.904 |
|
Leadership Impact Gap
|
0.090 | -0.140 |
|
Hyperprolific Authors
|
-0.296 | -0.051 |
|
Institutional Journal Output
|
-0.268 | -0.266 |
|
Redundant Output
|
-0.386 | -0.269 |
The Universite de Fribourg demonstrates a robust scientific integrity profile, reflected in an overall risk score of 0.027, which indicates a very low probability of systemic questionable research practices. The institution exhibits exceptional control in several key areas, including a minimal rate of retractions, prudent management of author productivity, and a strong commitment to publishing in reputable, externally-validated journals. However, areas requiring strategic attention include a tendency towards multiple affiliations and hyper-authorship, as well as a moderate gap between its overall research impact and the impact of work where it holds intellectual leadership. According to SCImago Institutions Rankings data, the university's thematic strengths are particularly notable in Pharmacology, Toxicology and Pharmaceutics (ranked 4th nationally), Energy (6th), and Chemistry (8th). While the overall performance strongly aligns with its mission to promote "quality" and "responsibility," the identified medium-risk indicators could subtly undermine these values by suggesting a focus on collaborative volume over sustainable, internally-led excellence. To fully embody its mission, the university is encouraged to analyze the drivers behind these moderate risks, ensuring that its collaborative strategies enhance, rather than dilute, its core scientific autonomy and leadership.
The institution presents a Z-score of 2.042, which is notably higher than the national average of 1.185. This indicates that the university has a high exposure to this risk factor, showing more pronounced signals than its national peers, even within a context where this practice is somewhat common. While multiple affiliations can be a legitimate outcome of researcher mobility or partnerships, this elevated rate suggests a potential strategic over-reliance on this practice. It serves as a warning to review affiliation patterns to ensure they reflect genuine collaboration rather than attempts to inflate institutional credit or engage in “affiliation shopping,” thereby safeguarding the transparency of institutional contributions.
With a Z-score of -0.277, the institution demonstrates a more prudent profile than the national standard, which stands at -0.211. This superior performance suggests that the university's internal processes are managed with exceptional rigor. A low rate of retractions is a strong indicator of effective pre-publication quality control and responsible supervision. This result signifies a healthy integrity culture where methodological robustness is prioritized, minimizing the incidence of both unintentional errors and potential malpractice, and reinforcing the institution's commitment to producing reliable science.
The institution's Z-score of -0.093, while in the low-risk category, is higher than the national average of -0.264, signaling an incipient vulnerability. Although the current level does not indicate a significant issue, this slight upward deviation from the national baseline warrants a review. A certain degree of self-citation is natural, but it is crucial to monitor this trend to prevent the formation of scientific 'echo chambers'. An unchecked increase could risk creating an impression of endogamous impact inflation, where the institution's influence is perceived as being sustained by internal dynamics rather than validated by the broader global scientific community.
The institution's Z-score of -0.376 is slightly higher than the country's score of -0.486, both of which are in the very low-risk range. This minimal signal can be interpreted as residual noise in an otherwise inert and secure environment. The university's performance demonstrates excellent due diligence in selecting dissemination channels, effectively avoiding predatory or low-quality publishing practices. This commitment to publishing in stable, recognized journals protects the institution from reputational risk and ensures its research contributes to the permanent scientific record.
With a Z-score of 1.149 compared to the national average of 0.904, the institution shows a higher exposure to the risks associated with hyper-authorship. This suggests the university is more prone to this practice than its peers. While extensive author lists are legitimate in "Big Science" fields, a high rate outside these contexts can be a red flag for author list inflation or the inclusion of 'honorary' authorships. This dynamic dilutes individual accountability and transparency, and the university should ensure that authorship criteria are rigorously applied to reflect genuine intellectual contributions.
The institution exhibits a moderate deviation from the national trend, with a Z-score of 0.090 against a country average of -0.140. This positive gap indicates that the university is more sensitive to this risk factor than its peers, suggesting that its overall scientific prestige may be significantly dependent on external collaborations. A high value warns of a sustainability risk, where excellence metrics could be resulting from strategic positioning in partnerships where the institution does not exercise primary intellectual leadership. This invites a strategic reflection on how to bolster internal capacity to ensure that its high impact is structural and self-generated, not merely exogenous.
The institution's Z-score of -0.296 is significantly lower than the national average of -0.051, indicating a prudent profile in managing author productivity. This demonstrates that the university's processes are applied with more rigor than the national standard. By avoiding extreme individual publication volumes, the institution effectively mitigates the risks of prioritizing quantity over quality, such as coercive authorship or assigning credit without meaningful participation. This result reflects a healthy academic environment where the integrity of the scientific record is valued over the inflation of metrics.
With a Z-score of -0.268, the institution is in perfect integrity synchrony with the national environment, which has a score of -0.266. This total alignment in a very low-risk area signifies maximum scientific security and a strong commitment to external validation. By not relying on in-house journals, the university avoids potential conflicts of interest and academic endogamy. This practice ensures that its scientific production undergoes independent, competitive peer review, thereby enhancing its global visibility and credibility.
The institution's Z-score of -0.386 is well below the national average of -0.269, demonstrating a prudent profile and more rigorous management of publication ethics. This low rate of bibliographic overlap between publications indicates a strong institutional culture that values significant, coherent contributions to knowledge over artificially inflating productivity. By discouraging data fragmentation or 'salami slicing,' the university upholds the integrity of the scientific evidence base and respects the resources of the peer-review system.
