| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.784 | 0.043 |
|
Retracted Output
|
-0.090 | -0.174 |
|
Institutional Self-Citation
|
3.480 | 2.028 |
|
Discontinued Journals Output
|
1.341 | 1.078 |
|
Hyperauthored Output
|
-1.104 | -0.325 |
|
Leadership Impact Gap
|
-0.506 | -0.751 |
|
Hyperprolific Authors
|
-0.255 | -0.158 |
|
Institutional Journal Output
|
-0.268 | -0.268 |
|
Redundant Output
|
1.280 | 0.628 |
Universite Sidi Mohamed Ben Abdellah demonstrates a generally positive scientific integrity profile, marked by significant strengths in governance but also punctuated by critical vulnerabilities that require strategic attention. The institution exhibits robust control over authorship practices and affiliation management, effectively mitigating risks that are more prevalent at the national level. This operational diligence supports a strong academic reputation, evidenced by its high national and regional rankings in key thematic areas such as Biochemistry, Genetics and Molecular Biology; Business, Management and Accounting; Social Sciences; and Computer Science, according to SCImago Institutions Rankings data. However, this performance is contrasted by a significant-risk alert in Institutional Self-Citation and medium-level risks in publishing in Discontinued Journals and Redundant Output. These specific issues directly challenge the university's mission to foster "solid training" and "develop scientific and technological research" with global relevance. An over-reliance on internal validation and exposure to low-quality publication channels can create an academic echo chamber, undermining the goal of promoting "universal values" through international dialogue and compromising its contribution to societal development. By strategically addressing these specific integrity gaps, the University can ensure its operational practices fully align with its mission of excellence, thereby securing its leadership and enhancing its global impact.
The institution presents a Z-score of -0.784, a value indicating very low risk, particularly when compared to the national average of 0.043. This demonstrates notable institutional resilience, as the university’s control mechanisms appear to successfully mitigate systemic risks that are more common in its national environment. While multiple affiliations can be a legitimate outcome of collaboration, the university's low rate suggests effective governance that prevents strategic attempts to inflate institutional credit or engage in “affiliation shopping,” thereby maintaining a clear and transparent representation of its research contributions.
With a Z-score of -0.090, the institution's rate of retractions is low, though slightly higher than the national average of -0.174. This subtle difference points to an incipient vulnerability. Although the overall risk is minimal, the university shows signals that warrant a review before they potentially escalate. Retractions can be complex, sometimes reflecting responsible error correction. However, a rate that is even marginally above the national baseline suggests that pre-publication quality control mechanisms could be reinforced to prevent any potential systemic failures in methodological rigor or integrity culture.
The institution exhibits a Z-score of 3.480, a significant-risk value that sharply contrasts with the national medium-risk average of 2.028. This finding indicates a clear accentuation of risk, where the university amplifies a vulnerability already present in the national system. A certain level of self-citation is natural, but this disproportionately high rate signals a concerning level of scientific isolation or an 'echo chamber.' This practice creates a serious risk of endogamous impact inflation, suggesting the institution's academic influence may be oversized by internal dynamics rather than validated by the broader global scientific community, calling for an urgent review of its citation practices.
The university's Z-score for this indicator is 1.341, a medium-risk value that is notably higher than the national average of 1.078. This suggests a high level of exposure, indicating the institution is more prone than its national peers to publishing in questionable venues. A high proportion of output in journals that fail to meet international ethical or quality standards is a critical alert regarding due diligence in dissemination. This practice exposes the institution to severe reputational risks and suggests an urgent need to improve information literacy among its researchers to avoid channeling valuable scientific work into 'predatory' or low-impact outlets.
The institution shows a Z-score of -1.104, which is well within the low-risk category and significantly better than the national average of -0.325. This reflects a prudent profile, where the university manages its authorship processes with more rigor than the national standard. By maintaining a low rate of hyper-authorship, the institution effectively promotes individual accountability and transparency, successfully distinguishing between necessary, large-scale collaboration and potentially problematic 'honorary' or political authorship practices that can dilute the meaning of contributorship.
With a Z-score of -0.506, the institution's dependency on external leadership for impact is low, but it is slightly more pronounced than the national average of -0.751. This score signals an incipient vulnerability. While it is common for institutions to leverage external partnerships, a wider gap suggests that scientific prestige may be more dependent on collaborators than on internal capacity. This invites reflection on whether the institution's high-impact publications are the result of its own intellectual leadership or strategic positioning in collaborations led by others, highlighting a potential risk to long-term scientific sustainability.
The institution's Z-score of -0.255 is in the low-risk range and indicates a more controlled environment than the national average of -0.158. This prudent profile suggests the university manages its research processes with greater rigor than the national standard. By effectively curbing extreme individual publication volumes, the institution fosters a healthy balance between quantity and quality. This helps mitigate risks such as coercive authorship, data fragmentation, or the assignment of authorship without meaningful intellectual contribution, thereby protecting the integrity of its scientific record.
The institution's Z-score of -0.268 is identical to the national average, placing both in the very low-risk category. This reflects a perfect integrity synchrony and total alignment with an environment of maximum scientific security in this area. By avoiding dependence on its own journals, the university circumvents potential conflicts of interest and academic endogamy. This practice demonstrates a strong commitment to independent, external peer review, ensuring its scientific production is validated through standard competitive channels and enhancing its global visibility.
The institution has a Z-score of 1.280, a medium-risk value that indicates higher exposure compared to the national average of 0.628. This suggests that the university is more prone to publishing fragmented research than its peers. While citing previous work is essential, the high degree of bibliographic overlap detected here alerts to the potential practice of 'salami slicing'—dividing a single study into minimal publishable units to artificially inflate productivity. This dynamic not only overburdens the peer-review system but also distorts the scientific evidence base, prioritizing volume over the generation of significant new knowledge.