| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.186 | 1.550 |
|
Retracted Output
|
-0.324 | -0.138 |
|
Institutional Self-Citation
|
0.064 | -0.328 |
|
Discontinued Journals Output
|
-0.457 | -0.472 |
|
Hyperauthored Output
|
-0.204 | 0.597 |
|
Leadership Impact Gap
|
-1.598 | 0.020 |
|
Hyperprolific Authors
|
-1.413 | -0.350 |
|
Institutional Journal Output
|
-0.268 | -0.262 |
|
Redundant Output
|
0.111 | -0.362 |
University West presents a robust scientific integrity profile, with an overall risk score of -0.320 indicating performance that is stronger than the global average. The institution demonstrates exceptional control in key areas of research governance, particularly in maintaining intellectual leadership (evidenced by a very low impact gap), avoiding hyper-prolific authorship, and exercising due diligence in journal selection. These strengths form a solid foundation for its academic activities. However, areas requiring strategic attention include a moderate tendency towards institutional self-citation and redundant output (salami slicing), which suggest a potential focus on publication volume that could be refined. Thematically, the university shows its strongest national rankings in Social Sciences, Mathematics, and Psychology, according to SCImago Institutions Rankings data. While the institution's specific mission was not available for this analysis, the identified risks, though moderate, could challenge any mission centered on achieving global excellence and social responsibility through transparent and impactful research. By leveraging its clear strengths in research integrity to address these vulnerabilities, University West is well-positioned to enhance its reputation and ensure its scientific contributions are both significant and sustainable.
The institution's Z-score for multiple affiliations is 1.186, while the national average for Sweden is 1.550. Both the university and the country exhibit a medium-level tendency for this practice, but the institution's slightly lower score suggests a more moderated approach than its national peers. This indicates a differentiated management of a common systemic pattern. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this indicator signals that the institution is successfully navigating this landscape, managing to benefit from collaboration without reaching levels that might suggest strategic attempts to inflate institutional credit or "affiliation shopping."
With a Z-score of -0.324, significantly lower than the national average of -0.138, the institution demonstrates a prudent profile regarding retracted publications. This superior performance within an already low-risk national context suggests that the university's quality control mechanisms prior to publication are particularly effective. Retractions can be complex, but such a low rate, well below the national standard, points to a strong and healthy integrity culture where methodological rigor is prioritized, systemically preventing the types of errors or malpractice that often lead to retractions.
The university shows a Z-score of 0.064 for institutional self-citation, which represents a moderate deviation from Sweden's low-risk national average of -0.328. This difference suggests the center has a greater sensitivity to this risk factor than its peers. A certain level of self-citation is natural, reflecting the continuity of research lines. However, this elevated rate warns of a potential for scientific isolation or 'echo chambers' where work is validated internally without sufficient external scrutiny. This dynamic could lead to an endogamous inflation of impact, and a review of citation patterns is advisable to ensure the institution's influence is recognized by the global community.
The institution's Z-score of -0.457 is almost identical to the national average of -0.472, demonstrating integrity synchrony with an environment of maximum scientific security. This alignment indicates that the university's researchers exercise excellent due diligence in selecting dissemination channels. This practice is critical, as it prevents the institution's scientific production from being channeled through media that fail to meet international ethical or quality standards, thereby protecting it from severe reputational risks and the waste of resources associated with 'predatory' publishing.
With a Z-score of -0.204, the institution maintains a low rate of hyper-authored publications, contrasting with the medium-level national trend (0.597). This demonstrates strong institutional resilience, as internal control mechanisms appear to be successfully mitigating a systemic risk present in the country. This effective filtering suggests the university is adept at distinguishing between necessary massive collaboration in 'Big Science' and practices like 'honorary' authorship, thereby preserving individual accountability and transparency in its research attributions.
The university exhibits a Z-score of -1.598, a result that signals exceptional strength and contrasts sharply with the national average of 0.020. This reflects a state of preventive isolation, where the institution does not replicate the risk dynamics observed in its environment. A negative gap indicates that the impact of research led by the institution is very high, suggesting that its scientific prestige is built on genuine internal capacity and intellectual leadership rather than being dependent on external partners. This is a clear indicator of sustainable, structural excellence.
The institution's Z-score of -1.413 is exceptionally low, aligning perfectly with the low-risk national standard in Sweden (-0.350). This low-profile consistency, where the absence of risk signals matches the national norm, is a positive sign. It indicates that the university fosters an environment where the balance between quantity and quality is well-maintained. The lack of extreme individual publication volumes suggests a culture that prioritizes meaningful intellectual contribution over metrics, effectively avoiding the risks of coercive authorship or authorship assigned without real participation.
With a Z-score of -0.268, the university's rate of publication in its own journals is virtually identical to the national average of -0.262. This reflects a state of integrity synchrony, showing total alignment with a national environment that favors external validation. By avoiding dependence on in-house journals, the institution mitigates potential conflicts of interest and the risk of academic endogamy. This commitment to independent, external peer review enhances the global visibility and credibility of its research, ensuring its work is validated through standard competitive channels.
The institution's Z-score for redundant output is 0.111, a moderate deviation from the low-risk national average of -0.362. This score indicates that the university shows a greater sensitivity to this risk factor than its peers. While citing previous work is essential, this value alerts to a potential tendency to fragment coherent studies into minimal publishable units to artificially inflate productivity metrics. This practice, known as 'salami slicing,' can distort the scientific record and warrants a review to ensure that the primary focus remains on producing significant new knowledge rather than simply increasing publication volume.
