| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
3.292 | 1.550 |
|
Retracted Output
|
-0.381 | -0.138 |
|
Institutional Self-Citation
|
-0.906 | -0.328 |
|
Discontinued Journals Output
|
-0.111 | -0.472 |
|
Hyperauthored Output
|
-0.230 | 0.597 |
|
Leadership Impact Gap
|
0.441 | 0.020 |
|
Hyperprolific Authors
|
-1.413 | -0.350 |
|
Institutional Journal Output
|
-0.179 | -0.262 |
|
Redundant Output
|
-0.761 | -0.362 |
Hogskola i Skovde presents a balanced integrity profile, with an overall risk score of -0.039 indicating general alignment with expected scientific conduct. The institution demonstrates exceptional strengths and a robust integrity core, evidenced by very low-risk indicators in Retracted Output, Institutional Self-Citation, Hyperprolific Authors, and Redundant Output. These results point to a culture that prioritizes quality, external validation, and responsible authorship. However, this solid foundation is contrasted by a critical alert in the Rate of Multiple Affiliations, which significantly exceeds the national average, and a medium-risk concern regarding the Gap between its total impact and the impact of its led research, suggesting a potential dependency on external collaborations for prestige. According to SCImago Institutions Rankings data, the institution's key thematic strengths are concentrated in areas such as Mathematics (ranked 11th in Sweden), Computer Science (16th), and Engineering (20th). While the institution's specific mission was not available for this analysis, the identified risks, particularly those related to affiliation strategies and impact dependency, could challenge universal academic goals of fostering genuine, self-sustaining excellence and leadership. To fully leverage its strong integrity base and research peaks, it is recommended that the institution urgently investigates the drivers of its multiple affiliation patterns and develops strategies to bolster its independent research impact.
The institution's Z-score of 3.292 is significantly elevated compared to the country's Z-score of 1.550. This finding suggests that the center is not merely reflecting a national trend but is actively amplifying a vulnerability present in the system. While multiple affiliations can be legitimate, such a disproportionately high rate constitutes a critical alert. It may signal strategic attempts to inflate institutional credit or "affiliation shopping," a practice that can distort rankings and misrepresent the institution's core research capacity. An urgent review of affiliation policies and researcher practices is necessary to ensure transparency and protect the institution's reputation.
With a Z-score of -0.381, which is well below the national average of -0.138, the institution demonstrates an exemplary record in research quality control. This absence of risk signals, particularly in an environment with some low-level activity, indicates that the institution's pre-publication review and supervision mechanisms are highly effective. Retractions can be complex events, but such a low rate strongly suggests that the institutional culture promotes methodological rigor and responsible conduct, successfully preventing the systemic failures that can lead to recurring malpractice.
The institution's Z-score of -0.906 is substantially lower than the national Z-score of -0.328, reflecting a very healthy pattern of external scientific engagement. This performance indicates that the institution successfully avoids the formation of scientific 'echo chambers' where work is validated primarily by internal peers. A low rate of self-citation is a positive sign that the institution's academic influence is robustly validated by the broader global community, rather than being inflated by endogamous dynamics, thereby confirming the external relevance and recognition of its research.
A slight divergence from the national standard is observed in this indicator, with the institution's Z-score at -0.111 while the country's is at a very low -0.472. This shows that the center exhibits minor signals of risk activity that are largely absent in the rest of the country. A high proportion of output in such journals is a critical alert, but even this low-level signal warrants attention. It indicates that a small portion of scientific production may be channeled through media that do not meet international ethical or quality standards, exposing the institution to reputational risks and suggesting a need for improved information literacy among researchers to avoid predatory or low-quality outlets.
The institution demonstrates notable resilience, with a Z-score of -0.230 in a national context that shows a medium-risk score of 0.597. This suggests that internal governance and control mechanisms are effectively mitigating systemic risks that may be prevalent in the country. The institution appears to successfully distinguish between necessary massive collaboration, common in 'Big Science', and questionable practices like 'honorary' or political authorship. This control helps maintain individual accountability and transparency in the attribution of scientific credit.
Although both the institution (Z-score: 0.441) and the country (Z-score: 0.020) register a medium risk level, the institution's score is markedly higher, indicating greater exposure to this specific vulnerability. A wide positive gap, where overall impact is significantly higher than the impact of research led by the institution, signals a potential sustainability risk. This suggests that the institution's scientific prestige may be dependent and exogenous, stemming from participation in collaborations rather than from its own intellectual leadership. This finding invites a strategic reflection on whether its excellence metrics result from genuine internal capacity or from a supporting role in external projects.
The institution presents an exceptionally low Z-score of -1.413 compared to the national average of -0.350. This clear absence of risk signals points to an academic culture that maintains a healthy balance between productivity and quality. By avoiding extreme individual publication volumes, the institution mitigates risks such as coercive authorship, data fragmentation, or the assignment of authorship without meaningful intellectual contribution. This focus ensures that productivity metrics do not compromise the integrity of the scientific record.
Both the institution (Z-score: -0.179) and the country (Z-score: -0.262) operate in a very low-risk environment for this indicator. However, the institution's score is slightly higher than the national baseline, representing a form of residual noise in an otherwise inert context. While the risk is minimal, this signal indicates a marginally greater use of in-house journals compared to the national average. It is not a current concern, but it highlights the importance of ensuring that any such internal channels continue to adhere to rigorous, independent peer review to avoid potential conflicts of interest or academic endogamy.
The institution's Z-score of -0.761 is significantly lower than the national average of -0.362, demonstrating a robust defense against the practice of 'salami slicing'. This very low rate of bibliographic overlap between publications indicates a strong institutional focus on publishing complete and significant studies. By discouraging the fragmentation of data into minimal publishable units, the institution promotes research that provides substantial new knowledge, thereby strengthening the scientific evidence base and respecting the resources of the peer-review system.
