| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.622 | 1.550 |
|
Retracted Output
|
-0.061 | -0.138 |
|
Institutional Self-Citation
|
-0.727 | -0.328 |
|
Discontinued Journals Output
|
-0.473 | -0.472 |
|
Hyperauthored Output
|
-0.996 | 0.597 |
|
Leadership Impact Gap
|
-0.818 | 0.020 |
|
Hyperprolific Authors
|
-1.413 | -0.350 |
|
Institutional Journal Output
|
-0.268 | -0.262 |
|
Redundant Output
|
-0.078 | -0.362 |
Södertörn University demonstrates a robust scientific integrity profile, reflected in an excellent overall risk score of -0.350. The institution's primary strengths lie in its capacity for intellectual leadership and its commitment to external validation, evidenced by exceptionally low-risk indicators for the impact gap from led research, hyper-authorship, and institutional self-citation—all of which are significantly better than the national average. While the overall performance is strong, the rate of multiple affiliations presents a medium-level risk that requires strategic oversight, and minor vulnerabilities are noted in the rates of retracted output and redundant publications, which warrant proactive monitoring. These findings are contextualized by the university's strong academic positioning, particularly in Arts and Humanities, Social Sciences, and Economics, Econometrics and Finance, as per SCImago Institutions Rankings data. This solid integrity foundation directly supports the university's mission to foster "reflective thinking" and address "contemporary challenges," as research credibility is paramount. To fully align practice with purpose, it is recommended that the university leverage its clear governance strengths while implementing targeted reviews in the identified areas of moderate risk, thereby ensuring its pursuit of knowledge remains synonymous with the highest standards of academic excellence and responsibility.
The university presents a Z-score of 0.622, which is notably lower than the national average of 1.550. Although this indicator is at a medium risk level for both the institution and the country, the university's lower score suggests a more controlled approach to a practice that is common within its national environment. This indicates a differentiated management style that moderates the potential for risk. While multiple affiliations are often legitimate, this signal warrants attention to ensure that institutional policies effectively prevent strategic "affiliation shopping" designed to artificially inflate institutional credit, thereby safeguarding the authenticity of its collaborative footprint.
With an institutional Z-score of -0.061 compared to the national score of -0.138, the university shows a low-risk profile that is, however, slightly more pronounced than the country's baseline. This subtle difference points to an incipient vulnerability. While retractions can signify responsible supervision and the honest correction of errors, a rate that edges above the national norm suggests that quality control mechanisms prior to publication may be facing systemic stress. This signal is not an alarm but a call for a qualitative review to ensure that potential recurring malpractice or a lack of methodological rigor are identified and addressed before they escalate.
The university demonstrates a prudent and rigorous profile with a Z-score of -0.727, significantly lower than the national average of -0.328. This strong performance indicates that the institution manages its citation practices with more rigor than the national standard. A certain level of self-citation is natural, but the university's very low rate is a positive sign of robust external validation and a safeguard against scientific isolation. This result suggests that the institution's academic influence is genuinely recognized by the global community, effectively avoiding the risk of creating 'echo chambers' or inflating its impact through endogamous dynamics.
The university's Z-score of -0.473 is virtually identical to the national average of -0.472, placing both in the very low-risk category. This reflects a complete alignment with an environment of maximum scientific security regarding publication venues. This integrity synchrony demonstrates that the institution exercises excellent due diligence in selecting dissemination channels. Such a result confirms that its scientific production is not being channeled through media that fail to meet international ethical or quality standards, thereby protecting the university from severe reputational risks associated with 'predatory' practices.
With a Z-score of -0.996, the university exhibits a low-risk profile that contrasts sharply with the country's medium-risk average of 0.597. This demonstrates strong institutional resilience, as internal control mechanisms appear to be successfully mitigating a systemic risk prevalent at the national level. While extensive author lists are legitimate in 'Big Science' contexts, the university's low score suggests it has effective policies to prevent author list inflation in other fields. This acts as a filter, ensuring that authorship reflects genuine contribution and that individual accountability and transparency are maintained.
The university shows a Z-score of -0.818, a very low-risk value that stands in stark contrast to the national medium-risk score of 0.020. This signifies a state of preventive isolation, where the institution does not replicate the risk dynamics observed in its environment. A wide positive gap can signal that prestige is dependent on external partners, but the university's negative score indicates the opposite: its scientific excellence is structural and results from real internal capacity. This confirms that the institution exercises intellectual leadership in its collaborations, building a sustainable and authentic scientific impact.
The institution's Z-score of -1.413 is in the very low-risk category, well below the country's already low-risk score of -0.350. This demonstrates a low-profile consistency, where the complete absence of risk signals aligns with and even exceeds the national standard for responsible productivity. This indicator suggests a healthy institutional balance between quantity and quality, effectively avoiding the risks associated with hyperprolificacy, such as coercive authorship or the assignment of credit without real participation. It reinforces a culture where meaningful intellectual contribution is prioritized over the inflation of metrics.
With a Z-score of -0.268, the university's performance is in perfect synchrony with the national average of -0.262, both reflecting a very low-risk environment. This total alignment indicates a shared commitment to avoiding academic endogamy. By not depending on in-house journals, the institution ensures its scientific production undergoes independent external peer review, which is essential for objective validation and global visibility. This practice mitigates potential conflicts of interest and prevents the use of internal channels as 'fast tracks' to inflate publication counts without standard competitive scrutiny.
The university's Z-score of -0.078, while in the low-risk category, is higher than the national average of -0.362. This gap suggests an incipient vulnerability, where the institution shows early signals of a practice that warrants review before it escalates. Massive bibliographic overlap between publications can indicate 'salami slicing'—the fragmentation of a coherent study into minimal units to artificially inflate productivity. This slight elevation relative to the national norm serves as a monitoring point to ensure that the university's research output continues to represent significant new knowledge rather than distorted evidence.
