| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.222 | 0.802 |
|
Retracted Output
|
-0.550 | -0.255 |
|
Institutional Self-Citation
|
-0.860 | -0.192 |
|
Discontinued Journals Output
|
-0.545 | -0.435 |
|
Hyperauthored Output
|
0.424 | 0.220 |
|
Leadership Impact Gap
|
0.287 | -0.073 |
|
Hyperprolific Authors
|
-0.680 | -0.521 |
|
Institutional Journal Output
|
-0.268 | -0.242 |
|
Redundant Output
|
-0.175 | 0.052 |
The Norwegian School of Sport Sciences demonstrates a robust scientific integrity profile, with an overall risk score of -0.263 indicating performance that is significantly healthier than the global average. The institution's primary strengths lie in its exceptionally low rates of retracted output, institutional self-citation, and publication in discontinued journals, signaling strong quality control and engagement with the international scientific community. However, areas requiring strategic attention include a high rate of multiple affiliations, hyper-authored publications, and a notable gap between its overall research impact and the impact of work where it holds intellectual leadership. These medium-risk indicators suggest potential vulnerabilities in authorship practices and a dependency on external collaboration for prestige. According to SCImago Institutions Rankings data, the institution's academic strengths are particularly prominent in Medicine (ranked 9th in Norway), Biochemistry, Genetics and Molecular Biology (13th), and Psychology (15th). While the institution's specific mission statement was not available for this analysis, the identified risks, particularly those related to authorship and impact dependency, could challenge the universal academic goals of fostering genuine intellectual leadership and maintaining public trust. By proactively addressing these specific vulnerabilities, the Norwegian School of Sport Sciences can reinforce its commitment to research excellence and solidify its position as a leader in responsible scientific practice.
The institution presents a Z-score of 1.222 in this area, which is notably higher than the national average of 0.802. This result suggests that the institution is more exposed to the risks associated with this practice than its national peers, even within a context that already shows a medium level of activity. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this elevated rate warrants a review. It may signal strategic attempts to inflate institutional credit or "affiliation shopping," a practice that could dilute the institution's unique contribution and create ambiguity in academic attribution. A closer examination is recommended to ensure that all declared affiliations correspond to substantive and transparent collaborations.
With a Z-score of -0.550, the institution demonstrates an almost complete absence of risk signals related to retracted publications, a figure that is even more favorable than the already low national average of -0.255. This low-profile consistency indicates that the institution's quality control and supervision mechanisms are highly effective and align with the strong integrity standards observed across the country. The data suggests that systemic failures in pre-publication review are not a concern, reflecting a culture of methodological rigor and responsible research conduct that successfully prevents the types of errors or malpractice that typically lead to retractions.
The institution's Z-score of -0.860 is exceptionally low, positioning it well below the national average of -0.192. This result reflects a healthy pattern of external validation and integration within the global scientific community. The absence of risk signals in this area is consistent with the low-risk national environment, confirming that the institution avoids the "echo chambers" that can arise from excessive self-referencing. This demonstrates that the institution's academic influence is built on broad recognition rather than internal dynamics, effectively mitigating any risk of endogamous impact inflation and showcasing a commitment to objective, externally scrutinized research.
The institution exhibits a Z-score of -0.545, indicating a near-total absence of publications in journals that have been delisted for quality or ethical concerns. This performance is even stronger than the very low-risk national average of -0.435. This operational silence is a clear indicator of robust due diligence in the selection of publication venues. It confirms that the institution's researchers are effectively avoiding predatory or low-quality channels, thereby safeguarding its reputation and ensuring that its scientific output contributes to reliable and internationally recognized knowledge bases.
With a Z-score of 0.424, the institution shows a higher incidence of hyper-authored publications compared to the national average of 0.220. This finding suggests a high exposure to the potential risks of authorship inflation. While extensive author lists are legitimate in "Big Science," their prevalence here may indicate a need to review authorship policies. This pattern could signal a dilution of individual accountability or the presence of "honorary" authorships, which can obscure true intellectual contributions. It is advisable to analyze these cases to distinguish between necessary large-scale collaborations and practices that could compromise transparency.
The institution registers a Z-score of 0.287, indicating a moderate gap where its overall impact is significantly higher than the impact of research it leads. This moderately deviates from the national context, where the gap is minimal (Z-score of -0.073). This suggests a greater sensitivity to dependency on external partners for achieving high-impact results. Such a pattern can pose a sustainability risk, implying that the institution's scientific prestige may be more reliant on its role in collaborations led by others rather than on its own structural capacity for innovation. This invites a strategic reflection on how to foster more intellectual leadership and build endogenous research excellence.
The institution's Z-score for hyperprolific authors is -0.680, a value comfortably within the low-risk range and notably better than the national average of -0.521. This prudent profile suggests that the institution manages its research environment with more rigor than the national standard in this regard. The data indicates an absence of the extreme individual publication volumes that often challenge the credibility of meaningful intellectual contribution. This reflects a healthy balance between productivity and quality, mitigating risks such as coercive authorship or the prioritization of metrics over the integrity of the scientific record.
With a Z-score of -0.268, the institution shows virtually no reliance on its own journals for publication, a value that is in almost perfect alignment with the national average of -0.242. This integrity synchrony demonstrates a complete alignment with an environment of maximum scientific security. By channeling its research through external, independent venues, the institution avoids potential conflicts of interest and academic endogamy. This practice ensures that its scientific production undergoes standard competitive peer review, maximizing its global visibility and reinforcing its commitment to objective validation.
The institution displays a low-risk Z-score of -0.175, indicating minimal signs of redundant or fragmented publications. This performance is particularly strong when contrasted with the national context, which shows a medium-risk tendency towards this practice (Z-score of 0.052). This demonstrates institutional resilience, suggesting that internal control mechanisms are effectively mitigating a systemic risk present in the wider environment. The data confirms that the institution fosters a culture that prioritizes significant new knowledge over the artificial inflation of productivity through "salami slicing," thereby protecting the integrity of the scientific record.
