| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.202 | 0.428 |
|
Retracted Output
|
-0.024 | -0.199 |
|
Institutional Self-Citation
|
-0.863 | -0.197 |
|
Discontinued Journals Output
|
-0.545 | -0.476 |
|
Hyperauthored Output
|
-0.730 | 0.325 |
|
Leadership Impact Gap
|
0.700 | 0.241 |
|
Hyperprolific Authors
|
-1.413 | 0.213 |
|
Institutional Journal Output
|
-0.231 | -0.178 |
|
Redundant Output
|
-0.818 | -0.244 |
Roskilde University presents an outstanding scientific integrity profile, with an overall risk score of -0.386 that reflects robust governance and a commitment to high-quality research practices. The institution demonstrates exceptional strength in minimizing risks associated with hyperprolific authorship, institutional self-citation, and redundant publications, consistently outperforming national averages. This solid ethical foundation supports its strong academic standing, particularly in thematic areas such as Pharmacology, Toxicology and Pharmaceutics (Top 5 in Denmark), as well as Biochemistry, Genetics and Molecular Biology, Environmental Science, and Medicine, all ranked in the Top 10 nationally according to SCImago Institutions Rankings data. This commitment to integrity directly aligns with the university's mission to foster "experimental, innovative forms of research... that contribute to society's development," as trustworthy science is the bedrock of meaningful societal contribution. The only area requiring strategic attention is the moderate gap between its overall research impact and the impact of work where it holds intellectual leadership, which could challenge the "innovative" aspect of its mission if not addressed. By leveraging its excellent integrity framework, Roskilde University is perfectly positioned to reinforce its research leadership and continue delivering on its promise of innovation with social responsibility.
With a Z-score of -0.202, Roskilde University demonstrates a low rate of multiple affiliations, contrasting with the moderate national trend in Denmark (Z-score: 0.428). This indicates a high degree of institutional resilience, suggesting that the university’s internal control mechanisms effectively mitigate the systemic risks observed elsewhere in the country. While multiple affiliations can be a legitimate outcome of collaboration, the university's controlled rate suggests it successfully avoids strategic "affiliation shopping" to artificially inflate institutional credit, thereby maintaining clear and transparent attributions of its scientific output.
The institution's Z-score for retracted output is -0.024, a low value that is statistically similar to the national average of -0.199. However, the slightly higher institutional score points to an incipient vulnerability that warrants monitoring. Retractions can be complex events, sometimes reflecting responsible supervision and the correction of honest errors. In this context, the minor elevation compared to national peers serves as a precautionary signal to ensure that pre-publication quality control mechanisms remain robust, safeguarding the university's integrity culture against any potential systemic weaknesses before they escalate.
Roskilde University exhibits an exceptionally low rate of institutional self-citation, with a Z-score of -0.863, which is significantly below Denmark's already low-risk national average (-0.197). This demonstrates a consistent and exemplary low-risk profile. A certain level of self-citation is natural, but the university’s very low score confirms it is not operating within a scientific "echo chamber." This result strongly suggests that the institution's academic influence is validated by the broader global community rather than being inflated by internal dynamics, reflecting a healthy integration into international scientific discourse.
The university shows a complete absence of risk signals related to publishing in discontinued journals, with a Z-score of -0.545 that is even lower than the country's very low average (-0.476). This operational silence in a low-risk area points to exceptional due diligence in the selection of dissemination channels. It indicates that the institution's researchers are effectively avoiding media that fail to meet international ethical or quality standards, thereby protecting the university from severe reputational risks and ensuring that research efforts are not wasted on "predatory" or low-quality practices.
With a Z-score of -0.730, the university maintains a low-risk profile for hyper-authored publications, effectively resisting the moderate-risk trend observed at the national level (Z-score: 0.325). This showcases strong institutional resilience and governance. While extensive author lists are legitimate in "Big Science," the university's low rate outside these contexts suggests a culture that values transparency and individual accountability. This serves as a clear signal that the institution successfully distinguishes between necessary massive collaboration and "honorary" or political authorship practices.
This indicator presents the main area for strategic review, with the university showing a medium-risk Z-score of 0.700, which is notably higher than the national average of 0.241. This high exposure suggests that the institution is more prone to this vulnerability than its peers. The wide positive gap indicates that the university's scientific prestige may be significantly dependent on collaborations where it does not exercise intellectual leadership. This signals a potential sustainability risk, inviting reflection on whether its high-impact metrics result from genuine internal capacity or from strategic positioning in partnerships led by external entities.
Roskilde University demonstrates a clear preventive isolation from national risk dynamics in this area, with an extremely low Z-score of -1.413 compared to Denmark's moderate-risk average of 0.213. This result indicates that the institution does not replicate the risk patterns observed in its environment. The near-total absence of hyperprolific authors suggests a healthy balance between productivity and quality, effectively preventing risks such as coercive authorship or the assignment of credit without meaningful participation, thereby prioritizing the integrity of the scientific record over the inflation of metrics.
The institution displays a complete absence of risk signals regarding publication in its own journals, with a Z-score of -0.231 that is even more favorable than the country's very low average (-0.178). This total operational silence indicates that the university avoids any potential conflicts of interest or academic endogamy by not relying on in-house journals. This practice ensures that its scientific production consistently undergoes independent external peer review, which maximizes global visibility and confirms that its research is validated through standard competitive channels.
With a Z-score of -0.818, the university shows a very low rate of redundant output, performing significantly better than the low-risk national standard (-0.244). This low-profile consistency highlights a strong commitment to research quality. The exceptionally low score indicates that the institution actively discourages "salami slicing," the practice of fragmenting a coherent study into minimal publishable units to artificially inflate productivity. This approach demonstrates a culture that prioritizes the generation of significant new knowledge over the pursuit of volume, thereby respecting the scientific evidence base.