| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.172 | 0.084 |
|
Retracted Output
|
-0.390 | -0.212 |
|
Institutional Self-Citation
|
-0.057 | -0.061 |
|
Discontinued Journals Output
|
-0.538 | -0.455 |
|
Hyperauthored Output
|
-0.133 | 0.994 |
|
Leadership Impact Gap
|
-0.370 | 0.275 |
|
Hyperprolific Authors
|
-0.886 | 0.454 |
|
Institutional Journal Output
|
-0.268 | -0.263 |
|
Redundant Output
|
-0.630 | 0.514 |
Universitat Konstanz demonstrates a robust and commendable scientific integrity profile, reflected in an overall risk score of -0.282. This positions the institution as a leader in responsible research practices, particularly through its exceptional performance in minimizing retracted output, publication in discontinued journals, and redundant publications. A key strength is the university's resilience, maintaining low-risk indicators for hyper-authorship, impact dependency, and hyperprolific authors, effectively insulating itself from vulnerabilities more prevalent at the national level. The only area requiring strategic attention is a higher-than-average rate of multiple affiliations. The institution's strong integrity framework underpins its academic excellence, evidenced by its high national standing in the SCImago Institutions Rankings, particularly in key areas such as Pharmacology, Toxicology and Pharmaceutics (ranked 9th in Germany), Social Sciences (26th), Arts and Humanities (29th), and Earth and Planetary Sciences (30th). This commitment to ethical conduct directly fulfills the university's mission to provide "high-quality research," exercise "responsibility to society," and engage in "ethical reflection." By ensuring its research practices are transparent and rigorous, the university safeguards its reputation and the societal value of its work. We recommend leveraging this outstanding integrity profile as a core component of the university's identity, while undertaking a proactive review of affiliation policies to ensure they fully align with its exemplary standards of independence and transparency.
The institution presents a Z-score of 1.172, which is notably higher than the national average of 0.084. Although both the university and the country fall within a medium-risk context, the institution shows a greater propensity for this specific risk factor. This suggests that the university is more exposed to practices that can lead to alert signals compared to its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the elevated rate here warrants a closer look. It is crucial to ensure that these affiliations are substantive and not strategic attempts to inflate institutional credit or a sign of “affiliation shopping,” thereby safeguarding the transparency of institutional contributions.
With a Z-score of -0.390, the institution demonstrates an exceptionally low rate of retracted publications, performing favorably against the already low-risk national average of -0.212. This near-absence of risk signals is consistent with the secure national environment and points to highly effective internal governance. Retractions can be complex, but such a low rate strongly suggests that the university's quality control mechanisms prior to publication are functioning systemically. This performance is a hallmark of a mature integrity culture, where potential issues are addressed proactively, reinforcing the institution's commitment to methodological rigor and responsible supervision.
The institution's Z-score for self-citation is -0.057, which is in almost perfect alignment with the national average of -0.061. This indicates a level of risk that is statistically normal and entirely expected for an institution of its context and size. A certain degree of self-citation is natural and reflects the continuity of established research lines. The observed rate confirms that the university's practices are well within this norm, showing no signs of concerning scientific isolation or 'echo chambers' that could artificially inflate its impact through endogamous validation rather than broader recognition from the global scientific community.
The university exhibits an exemplary Z-score of -0.538, indicating a near-total absence of publications in discontinued journals and surpassing the already strong national benchmark of -0.455. This operational silence on a critical risk indicator demonstrates an outstanding commitment to quality. This result signifies that the institution exercises exceptional due diligence in selecting dissemination channels for its research. By effectively avoiding media that fail to meet international ethical or quality standards, the university protects itself from severe reputational risks and ensures its resources are not wasted on 'predatory' or low-quality practices.
With a Z-score of -0.133, the institution maintains a low-risk profile in a category where the national average shows moderate risk (0.994). This demonstrates significant institutional resilience, as internal control mechanisms appear to be successfully mitigating a systemic risk present in the wider environment. This low rate suggests that the university effectively distinguishes between necessary massive collaboration in "Big Science" contexts and practices of author list inflation. By doing so, the institution upholds the principles of individual accountability and transparency in authorship, preventing the dilution of meaningful contributions.
The institution records a Z-score of -0.370, indicating a very low and healthy dependency on external collaboration for its impact, in contrast to the national average of 0.275, which signals a medium-level risk. This showcases the university's institutional resilience and robust internal capacity. The narrow gap suggests that the institution's scientific prestige is structural and sustainable, driven by research where it exercises direct intellectual leadership. This is a strong indicator that its high-impact performance results from genuine internal capabilities rather than a strategic positioning in collaborations where it plays a secondary role.
The university's Z-score of -0.886 is exceptionally low, especially when compared to the national average of 0.454, which falls into the medium-risk category. This stark contrast highlights the institution's resilience and effective governance in promoting a healthy research culture. The data suggests a strong institutional focus on balancing productivity with quality, successfully avoiding the risks associated with extreme publication volumes. This low incidence of hyperprolificacy indicates an environment that discourages dynamics like coercive authorship or the assignment of credit without real participation, prioritizing the integrity of the scientific record over sheer metrics.
The institution's Z-score of -0.268 is in lockstep with the national average of -0.263, demonstrating perfect synchrony with a national environment of maximum scientific security in this area. This alignment reflects a shared commitment to global standards of publication and peer review. By minimizing its reliance on in-house journals, the university avoids potential conflicts of interest where it would act as both judge and party. This practice reinforces its commitment to independent external validation, enhances the global visibility of its research, and prevents the use of internal channels as 'fast tracks' that bypass standard competitive scrutiny.
Universitat Konstanz shows a Z-score of -0.630, a clear signal of very low risk that effectively isolates it from the medium-risk dynamics observed at the national level (0.514). This preventive isolation is a significant achievement, indicating that the institution's research culture does not replicate the national trend toward publication fragmentation. A low rate of redundant output demonstrates a focus on producing coherent, significant studies rather than artificially inflating productivity by dividing research into 'minimal publishable units.' This commitment to substance over volume strengthens the scientific record and underscores the university's dedication to generating meaningful new knowledge.
