| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.471 | 1.550 |
|
Retracted Output
|
-0.465 | -0.138 |
|
Institutional Self-Citation
|
-0.297 | -0.328 |
|
Discontinued Journals Output
|
-0.499 | -0.472 |
|
Hyperauthored Output
|
1.246 | 0.597 |
|
Leadership Impact Gap
|
0.174 | 0.020 |
|
Hyperprolific Authors
|
0.091 | -0.350 |
|
Institutional Journal Output
|
-0.268 | -0.262 |
|
Redundant Output
|
-0.369 | -0.362 |
Uppsala University presents a robust and well-balanced scientific integrity profile, with an overall risk score of -0.072 that indicates a performance closely aligned with global standards. The institution demonstrates exceptional strengths in areas of fundamental research ethics, showing very low risk in the rates of retracted output, publication in discontinued journals, and output in institutional journals. These results signal strong internal quality controls and a commitment to high-caliber dissemination channels. However, areas requiring strategic monitoring include a higher-than-average exposure to hyper-authorship, a notable gap between overall impact and the impact of institution-led research, and a moderate deviation in the rate of hyperprolific authors. According to SCImago Institutions Rankings data, these integrity metrics support a world-class research portfolio, with particular excellence in Arts and Humanities (ranked 87th globally), Pharmacology, Toxicology and Pharmaceutics (96th), and Biochemistry, Genetics and Molecular Biology (103rd). While a specific mission statement was not available for this analysis, any mission centered on research excellence and societal contribution is fundamentally supported by a strong integrity culture. The identified medium-risk indicators, if left unaddressed, could pose a long-term threat to the credibility and sustainability of this excellence. By proactively reviewing authorship and collaboration policies, Uppsala University can not only mitigate these risks but also reinforce its standing as a global leader in responsible and impactful research.
The institution's Z-score of 1.471 is slightly below the national average of 1.550, suggesting a more controlled approach to a risk that is common throughout the Swedish academic system. This indicates a differentiated management strategy, where the university effectively moderates practices that could otherwise lead to inflated institutional credit or strategic "affiliation shopping." While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the university's ability to maintain this rate below the national trend points to effective governance and clear policies regarding institutional representation.
With a Z-score of -0.465, significantly lower than the national score of -0.138, the university demonstrates an exceptionally low rate of retracted publications. This reflects a state of low-profile consistency, where the institution's robust quality control mechanisms align with, and even exceed, the national standard for scientific security. This near-absence of risk signals suggests that pre-publication supervision is highly effective. It indicates a strong integrity culture that successfully prevents the kind of systemic errors or potential malpractice that can lead to retractions, which, when they occur at high rates, suggest that quality control mechanisms may be failing.
The university's Z-score for institutional self-citation (-0.297) is nearly identical to the national average (-0.328), indicating a level of risk that is statistically normal for its context. This alignment suggests that the institution's practices are in sync with its peers. A certain level of self-citation is natural and reflects the continuity of established research lines. This score confirms that the university is not operating in a scientific "echo chamber" and its impact is not being unduly inflated by internal dynamics, thereby maintaining a healthy balance with external scrutiny from the global community.
The institution's Z-score of -0.499 is in lockstep with the national average of -0.472, demonstrating total alignment with an environment of maximum scientific security. This integrity synchrony shows that, like its national peers, the university exercises excellent due diligence in selecting publication venues. This extremely low rate confirms that its research output is not being channeled through media that fail to meet international ethical or quality standards, effectively mitigating the severe reputational risks associated with "predatory" or low-quality practices and ensuring resources are not wasted.
The university's Z-score of 1.246 is notably higher than the national average of 0.597, indicating a high exposure to this particular risk factor. The institution appears more prone than its national counterparts to producing publications with extensive author lists. While this is legitimate in "Big Science" disciplines, this elevated rate outside those contexts can signal potential author list inflation, which dilutes individual accountability and transparency. This serves as a signal to review authorship practices to distinguish between necessary massive collaboration and the risk of "honorary" or political attributions.
With a Z-score of 0.174, which is substantially higher than the national average of 0.020, the university shows a greater tendency than its peers to have a gap between its overall publication impact and the impact of work where it holds a leadership role. This high exposure suggests a potential sustainability risk, where scientific prestige may be more dependent on external partners than on internal capacity. This invites a strategic reflection on whether the institution's high-impact metrics are a result of its own structural excellence or its positioning in collaborations where it does not exercise primary intellectual leadership.
The university's Z-score of 0.091 marks a moderate deviation from the national average of -0.350, showing a greater sensitivity to this risk factor than its peers in Sweden. This suggests a higher prevalence of authors with extreme publication volumes that challenge the limits of human capacity for meaningful intellectual contribution. While high productivity can evidence leadership, this alert points to potential imbalances between quantity and quality. This warrants a review to ensure that such output does not stem from practices such as coercive authorship, "salami slicing," or the assignment of authorship without real participation, which prioritize metrics over scientific integrity.
The university's Z-score of -0.268 is virtually identical to the national average of -0.262, indicating complete alignment with a national environment of maximum scientific security. This integrity synchrony demonstrates that the institution does not excessively depend on its own journals for dissemination. By avoiding potential conflicts of interest where the institution is both judge and party, it ensures its research undergoes independent external peer review. This approach maximizes global visibility and upholds competitive validation standards, steering clear of using internal channels as potential "fast tracks" to inflate publication counts.
The university's Z-score of -0.369 is statistically indistinguishable from the national average of -0.362, reflecting a normal and expected level of this risk indicator for its context. This suggests that the institution's practices regarding bibliographic overlap are in line with national standards. The low score confirms that the university is effectively avoiding "salami slicing," the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity. This upholds the principle of contributing significant new knowledge over mere volume and prevents overburdening the scientific review system.