| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.998 | 0.043 |
|
Retracted Output
|
-0.165 | -0.174 |
|
Institutional Self-Citation
|
2.730 | 2.028 |
|
Discontinued Journals Output
|
2.347 | 1.078 |
|
Hyperauthored Output
|
1.646 | -0.325 |
|
Leadership Impact Gap
|
0.581 | -0.751 |
|
Hyperprolific Authors
|
0.855 | -0.158 |
|
Institutional Journal Output
|
-0.268 | -0.268 |
|
Redundant Output
|
0.468 | 0.628 |
Universite Mohammed Premier Oujda presents a profile of notable strengths and specific vulnerabilities, reflected in an overall integrity score of 0.650. The institution demonstrates exemplary control in areas such as the Rate of Multiple Affiliations and Output in Institutional Journals, indicating robust governance and a commitment to external validation. However, significant risks are identified in the Rate of Institutional Self-Citation and Hyper-Authored Output, alongside medium-level alerts in several other indicators. These vulnerabilities require strategic attention as they could potentially undermine the credibility of the university's strong thematic performance, particularly in its top-ranked fields of Physics and Astronomy, Medicine, and Pharmacology, Toxicology and Pharmaceutics, as per SCImago Institutions Rankings data. While the institution's specific mission was not available for this analysis, any pursuit of academic excellence and social responsibility is inherently threatened by practices that could be perceived as inflating impact or diluting accountability. A proactive and targeted approach to mitigating these identified risks will be crucial for consolidating its scientific leadership and ensuring its research practices are as robust as its academic achievements.
The institution exhibits a Z-score of -0.998, a figure that signals an exceptionally low risk, particularly when contrasted with the national average Z-score of 0.043. This demonstrates a case of preventive isolation, where the university’s internal governance and affiliation policies appear to successfully insulate it from the risk dynamics observed more broadly across the country. By maintaining this low rate, the institution effectively avoids any suspicion of strategic "affiliation shopping" designed to artificially inflate institutional credit, thereby ensuring its collaborative footprint is transparent and legitimate.
With a Z-score of -0.165, the institution's performance is in close alignment with the national average of -0.174, indicating a state of statistical normality. This low-risk level is consistent with its context and suggests that its quality control and pre-publication review mechanisms are functioning effectively. While retractions can sometimes be a sign of responsible scientific correction, the current stable and low rate indicates the absence of systemic failures or recurring malpractice, reflecting a healthy research integrity culture.
The institution's Z-score of 2.730 is at a significant risk level and notably higher than the national average of 2.028, indicating an accentuation of a vulnerability already present in the national system. A certain level of self-citation is natural, but this disproportionately high rate warns of potential scientific isolation or an academic 'echo chamber.' This practice poses a serious risk of endogamous impact inflation, suggesting that the institution's perceived academic influence may be oversized by internal citation dynamics rather than by genuine recognition from the global scientific community.
The university registers a Z-score of 2.347, showing a higher exposure to this risk compared to the national average of 1.078, even though both fall within a medium-risk category. This elevated rate constitutes a critical alert regarding the due diligence applied in selecting publication venues. It indicates that a concerning portion of the institution's scientific output is being channeled through media that fail to meet international ethical or quality standards, which can lead to severe reputational damage and suggests an urgent need to enhance information literacy to prevent the use of 'predatory' outlets.
A Z-score of 1.646 places the institution at a significant risk level, creating a severe discrepancy with the low-risk national environment (Z-score: -0.325). This atypical level of activity warrants a deep integrity assessment. In fields outside of 'Big Science' where massive author lists are standard, such a high rate can be a strong indicator of author list inflation, a practice that dilutes individual accountability and transparency. It is crucial to investigate these patterns to distinguish between legitimate large-scale collaborations and potential 'honorary' or political authorship.
The institution's Z-score of 0.581 represents a moderate deviation from the national average of -0.751, showing a greater sensitivity to this particular risk. This positive gap suggests that while the university's overall impact in collaborations is high, the impact generated by research where it exercises intellectual leadership is comparatively low. This pattern signals a potential sustainability risk, as it implies that its scientific prestige may be overly dependent and exogenous. It invites a strategic reflection on strengthening internal capacities to ensure that excellence metrics are a result of its own structural capabilities.
With a Z-score of 0.855, the institution displays a moderate deviation and greater sensitivity to this risk compared to the national standard (-0.158). The presence of authors with extreme publication volumes alerts to a potential imbalance between quantity and quality, as such output often challenges the limits of meaningful intellectual contribution. This indicator points to underlying risks such as coercive authorship, data fragmentation, or the assignment of authorship without substantive participation—dynamics that prioritize metric inflation over the integrity of the scientific record.
The institution's Z-score of -0.268 is identical to the national average, reflecting a state of integrity synchrony in a very low-risk environment. This performance demonstrates a commendable commitment to external validation and global scientific dialogue. By avoiding over-reliance on its own journals, the university effectively mitigates potential conflicts of interest and ensures its research undergoes independent, external peer review, which strengthens the credibility and visibility of its scientific contributions.
The institution's Z-score of 0.468 is lower than the national average of 0.628, showcasing a differentiated management of this risk. Although operating within a national context where this practice is a medium-level concern, the university appears to moderate the risk more effectively than its peers. This suggests a conscious effort to discourage 'salami slicing'—the practice of fragmenting a single study into multiple minimal publications to inflate output. By doing so, the institution promotes the generation of more significant, coherent knowledge and reduces the burden on the peer-review system.
