| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.523 | 0.802 |
|
Retracted Output
|
-0.334 | -0.255 |
|
Institutional Self-Citation
|
0.152 | -0.192 |
|
Discontinued Journals Output
|
-0.477 | -0.435 |
|
Hyperauthored Output
|
-0.846 | 0.220 |
|
Leadership Impact Gap
|
-0.943 | -0.073 |
|
Hyperprolific Authors
|
-0.768 | -0.521 |
|
Institutional Journal Output
|
0.012 | -0.242 |
|
Redundant Output
|
1.583 | 0.052 |
The University of Stavanger presents a solid scientific integrity profile with an overall risk score of -0.222, indicating performance that is stronger than the global average. The institution demonstrates exceptional control in foundational areas, particularly in maintaining the sustainability of its scientific impact and exercising due diligence in the selection of publication venues, both of which register as very low-risk signals. However, strategic attention is required for certain publication practices, as indicators for Redundant Output, Output in Institutional Journals, and Institutional Self-Citation show medium risk levels that deviate from national norms, suggesting a potential for academic endogamy and a focus on productivity metrics. This is especially relevant given the University's strong national standing in key thematic areas such as Agricultural and Biological Sciences, Business, Management and Accounting, and Chemistry, according to SCImago Institutions Rankings data. To fully realize its mission to "challenge the well-known and explore the unknown," it is crucial that the institution's research is validated by the global scientific community, not just internal mechanisms. The identified risks, if unaddressed, could foster an 'echo chamber' that contradicts the mission's outward-looking and innovative spirit. A proactive review of authorship and publication policies will fortify the University's already strong foundation, ensuring its excellent research output is matched by unimpeachable scientific integrity and global recognition.
The University of Stavanger (Z-score: 0.523) demonstrates a more controlled approach to multiple affiliations compared to the national trend in Norway (Z-score: 0.802). This suggests a differentiated management strategy that effectively moderates a risk that appears more common across the country. While multiple affiliations often result from legitimate collaborations, the institution's ability to maintain a lower rate indicates a reduced exposure to the risk of strategic "affiliation shopping" or artificial inflation of institutional credit, reflecting a well-governed collaborative environment.
The institution exhibits a prudent profile in its quality control processes, with a Z-score for retracted output of -0.334, which is more rigorous than the national standard of -0.255. Retractions can be complex, but this low rate suggests that the University's pre-publication review and supervision mechanisms are robust. This performance indicates that systemic errors or potential malpractice are being effectively prevented, safeguarding the integrity of its scientific record and minimizing the need for post-publication corrections.
The University's rate of institutional self-citation (Z-score: 0.152) marks a moderate deviation from the national benchmark (Z-score: -0.192), indicating a greater sensitivity to this risk factor than its peers. While a certain level of self-citation is natural and reflects ongoing research lines, this elevated value warns of a potential for scientific isolation or "echo chambers." This dynamic could lead to an endogamous inflation of impact, where the institution's academic influence is oversized by internal validation rather than broader recognition from the global scientific community, a trend that warrants monitoring.
In its selection of publication venues, the institution demonstrates integrity synchrony, showing total alignment with a national environment of maximum scientific security. Its Z-score of -0.477 is nearly identical to the country's score of -0.435, reflecting a commendable and near-total absence of output in journals that have been discontinued for failing to meet international quality or ethical standards. This signals strong due diligence and effectively insulates the university from the severe reputational risks associated with predatory publishing.
The University of Stavanger shows notable institutional resilience, acting as an effective filter against the systemic national risk of hyper-authorship. While Norway registers a medium risk level (Z-score: 0.220), the institution maintains a very low rate (Z-score: -0.846), suggesting its internal governance and authorship policies successfully mitigate this trend. This strong performance indicates a culture where author lists are not inflated, thereby preserving individual accountability and transparency in research contributions.
The institution's performance shows low-profile consistency, with an almost complete absence of risk signals that aligns perfectly with the secure national standard. The Z-score of -0.943, compared to the country's -0.073, points to an exceptionally healthy balance between the impact of its overall research and the impact of work where it exercises direct intellectual leadership. This signals that the University's scientific prestige is built on strong, structural internal capacity and is not dependent on external partners, ensuring its long-term sustainability.
With a Z-score of -0.768, the University demonstrates a more prudent profile regarding author productivity than the national standard (-0.521). This indicates that its research environment is managed with greater rigor, discouraging the extreme publication volumes that can challenge the limits of meaningful intellectual contribution. This approach fosters a healthy balance between quantity and quality, effectively mitigating risks such as coercive authorship or credit assignment without real participation, thus protecting the integrity of its scientific record.
A monitoring alert is triggered by the University's rate of publication in its own journals, which is an unusual risk level for the national standard. The institution's Z-score of 0.012 stands in sharp contrast to the very low-risk national score of -0.242, requiring a review of the underlying causes. This high rate warns of potential academic endogamy and conflicts of interest, where scientific work might bypass rigorous, independent peer review. Such a practice could limit the global visibility of its research and may indicate the use of internal channels as "fast tracks" to inflate publication counts without standard competitive validation.
The institution shows high exposure to the risk of redundant publications, making it more prone to these alert signals than the national average. Its Z-score of 1.583 is significantly higher than the country's score of 0.052, representing a clear warning. This high value suggests a potential practice of "salami slicing," where a coherent study is fragmented into minimal publishable units to artificially inflate productivity metrics. This behavior not only overburdens the peer-review system but also distorts the scientific evidence base by prioritizing publication volume over the generation of significant new knowledge.
