| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.042 | 1.530 |
|
Retracted Output
|
-0.400 | -0.183 |
|
Institutional Self-Citation
|
-0.287 | -0.237 |
|
Discontinued Journals Output
|
-0.479 | -0.470 |
|
Hyperauthored Output
|
1.217 | 0.897 |
|
Leadership Impact Gap
|
1.201 | 1.263 |
|
Hyperprolific Authors
|
-0.773 | -0.444 |
|
Institutional Journal Output
|
-0.268 | -0.268 |
|
Redundant Output
|
-0.493 | 0.189 |
The University of Iceland demonstrates a robust and stable scientific integrity profile, with an overall risk score of -0.134, indicating performance that is well-aligned with international best practices. The institution's primary strengths lie in its rigorous quality control mechanisms, reflected by exceptionally low-risk indicators for Retracted Output, Output in Discontinued Journals, and Redundant Output (Salami Slicing). These results showcase a strong commitment to publication ethics and responsible research conduct. Areas requiring strategic attention include a moderate incidence of Hyper-Authored Output and a noticeable 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 academic leadership is undisputed within Iceland, holding top national rankings in key areas such as Earth and Planetary Sciences, Medicine, and Biochemistry, Genetics and Molecular Biology. This performance strongly supports its mission "to conduct academic research and education." However, the identified risks in authorship and impact dependency could subtly undermine the mission's emphasis on "continuous engagement of the diverse group of staff" if not addressed, as they may obscure true individual contributions and internal capacity. To build upon its solid foundation, the university is encouraged to refine its authorship guidelines and implement strategies that foster and showcase its internal research leadership, ensuring its reputation for excellence is both structurally sound and sustainable.
The institution presents a Z-score of 1.042, which is more moderate than the national average of 1.530. This suggests that while operating within a national context where multiple affiliations are a common practice, the University of Iceland demonstrates more controlled management of this dynamic. While multiple affiliations often arise from legitimate collaborations, disproportionately high rates can signal strategic attempts to inflate institutional credit. The university's ability to maintain a lower rate than its national peers indicates a differentiated approach that moderates the risks of "affiliation shopping," though the signal remains at a level that warrants continued observation.
With a Z-score of -0.400, the institution shows a near-total absence of risk signals, a figure that is even stronger than the country's already low average of -0.183. This low-profile consistency reflects an environment of high scientific security. Retractions can be complex, but a rate significantly below the norm is a powerful indicator of effective pre-publication quality control and responsible supervision. This result suggests that the institution's integrity culture and methodological rigor are robust, successfully preventing the systemic failures that can lead to recurring malpractice.
The institution's Z-score of -0.287 is slightly lower than the national average of -0.237, indicating a prudent and healthy citation profile. This demonstrates that the university manages its processes with more rigor than the national standard. A certain level of self-citation is natural, reflecting the continuity of research lines. However, this institution's controlled rate shows it successfully avoids the 'echo chambers' or endogamous impact inflation that can arise from excessive self-validation, favoring external scrutiny and recognition from the global scientific community.
The institution's Z-score of -0.479 is virtually identical to the national average of -0.470, demonstrating complete alignment with an environment of maximum scientific security. This integrity synchrony indicates that both the university and the country as a whole exercise excellent due diligence in selecting dissemination channels. This practice effectively mitigates severe reputational risks and ensures that research resources are not wasted on 'predatory' or low-quality publications that fail to meet international ethical standards.
The institution's Z-score of 1.217 is notably higher than the national average of 0.897, indicating a high exposure to this particular risk. This suggests the center is more prone to showing alert signals than its environment. While extensive author lists are legitimate in 'Big Science' contexts, a high Z-score outside these fields can indicate author list inflation, which dilutes individual accountability and transparency. This elevated signal warrants a review to distinguish between necessary massive collaboration and potential 'honorary' or political authorship practices that could compromise research integrity.
With a Z-score of 1.201, the institution shows a more moderate gap compared to the national average of 1.263. This reflects a differentiated management of a risk that appears common in the country. A wide positive gap signals a sustainability risk, suggesting that scientific prestige is dependent on external partners rather than being structurally generated from within. While the university still shows this dependency, its ability to moderate the gap more effectively than its national peers points to a growing internal capacity for intellectual leadership, though further development is needed to ensure long-term scientific autonomy.
The institution exhibits a Z-score of -0.773, significantly lower than the national average of -0.444. This prudent profile suggests the center manages its processes with more rigor than the national standard. While high productivity can be legitimate, extreme volumes often challenge the limits of meaningful intellectual contribution. The university's very low incidence of this phenomenon is a strong positive signal, indicating a healthy balance between quantity and quality and a reduced risk of coercive authorship or other practices that prioritize metrics over the integrity of the scientific record.
The institution's Z-score of -0.268 is identical to the national average, reflecting perfect integrity synchrony in this area. This shared commitment to avoiding excessive reliance on in-house journals is a sign of a mature academic environment. By not using internal channels as potential 'fast tracks' for publication, the university avoids conflicts of interest and academic endogamy. This practice ensures its scientific production undergoes independent external peer review, thereby strengthening its global visibility and competitive validation.
The institution demonstrates a Z-score of -0.493, indicating a near-complete absence of this practice, in stark contrast to the national average of 0.189, which signals a medium-level risk. This constitutes a state of preventive isolation, where the center does not replicate the risk dynamics observed in its environment. A high rate of redundant output, or 'salami slicing,' points to the fragmentation of studies to artificially inflate productivity. The university's outstanding performance here shows a strong institutional culture that prioritizes significant new knowledge over volume, setting a clear standard against practices that distort scientific evidence.