| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.001 | 0.043 |
|
Retracted Output
|
-0.202 | -0.174 |
|
Institutional Self-Citation
|
2.038 | 2.028 |
|
Discontinued Journals Output
|
0.970 | 1.078 |
|
Hyperauthored Output
|
0.118 | -0.325 |
|
Leadership Impact Gap
|
-0.222 | -0.751 |
|
Hyperprolific Authors
|
0.479 | -0.158 |
|
Institutional Journal Output
|
-0.268 | -0.268 |
|
Redundant Output
|
0.707 | 0.628 |
With a favorable overall integrity score of 0.287, Université Mohammed V de Rabat demonstrates a solid foundation in research ethics and governance. The institution's primary strengths lie in its robust control over institutional publishing channels and a low rate of retractions, indicating effective quality assurance. However, a pattern of moderate risk emerges across several indicators related to authorship and citation practices, including institutional self-citation, hyper-authorship, hyper-prolificacy, and redundant output. These signals, while not critical, suggest a systemic tendency toward inflating productivity and impact metrics that warrants strategic attention. This operational profile supports a strong academic reputation, as evidenced by the SCImago Institutions Rankings data, where the University stands out as a national leader, ranking #1 in Morocco in key disciplines such as Arts and Humanities, Earth and Planetary Sciences, Psychology, and Social Sciences. The University's mission focuses on the "coordination of all pedagogical actions" and the "supervision of the academic information system." The detected risks directly challenge this supervisory role, as an academic information system's credibility depends on the trustworthiness of the data it contains. It is therefore recommended that the University leverage its clear disciplinary strengths to develop targeted policies on authorship and publication ethics, ensuring its research practices fully align with its mission of academic coordination and its demonstrated leadership in higher education.
The institution's rate of multiple affiliations (Z-score: 0.001) is nearly identical to the national average (Z-score: 0.043), suggesting its practices reflect a shared systemic pattern within the country. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this moderate-level trend across the national ecosystem warrants attention. It could indicate that strategic attempts to inflate institutional credit or "affiliation shopping" are common practices within the national research landscape, a dynamic the university currently mirrors.
The institution's rate of retracted output (Z-score: -0.202) is low and aligns closely with the national standard (Z-score: -0.174), indicating a statistically normal level of post-publication corrections for an institution of its size. This suggests that its quality control mechanisms are functioning as expected. The retractions observed are likely the result of honest corrections of unintentional errors, which is a sign of responsible supervision and a healthy scientific culture rather than a systemic failure in integrity.
With a rate of institutional self-citation (Z-score: 2.038) that is almost identical to the national average (Z-score: 2.028), the university's behavior reflects a systemic pattern present throughout the country's research landscape. A certain level of self-citation is natural, but this moderate value warns of a potential risk of endogamous impact inflation. This alignment suggests that the institution's academic influence, like that of its national peers, may be oversized by internal dynamics rather than validated by sufficient external scrutiny from the global scientific community.
The institution demonstrates more effective management of its publication channels than the national average, with a lower rate of output in discontinued journals (Z-score: 0.970) compared to the country's score (Z-score: 1.078). While the country shows a common tendency to publish in such venues, the university appears to moderate this risk, suggesting a more robust due diligence process. However, the presence of a medium-level signal, even if below the national trend, indicates a vulnerability. It highlights an ongoing need to improve information literacy among researchers to avoid channeling work through media that do not meet international standards, thereby preventing reputational damage and the waste of resources on 'predatory' practices.
The university displays a moderate deviation from the national norm regarding hyper-authorship, with a Z-score of 0.118 compared to the country's low-risk profile (Z-score: -0.325). This suggests that practices of author list inflation may be more prevalent within the institution than among its national peers. This indicator serves as a signal to distinguish between necessary massive collaboration, which is legitimate in certain fields, and 'honorary' or political authorship practices that dilute individual accountability and transparency.
The institution's profile (Z-score: -0.222) shows an incipient vulnerability compared to the national standard (Z-score: -0.751). While both profiles are positive—indicating that research with institutional leadership has a higher impact than the overall average—the university's advantage is smaller. This suggests its scientific prestige is slightly more dependent on external partners than its national peers. This warrants review to ensure that its excellence metrics are increasingly driven by genuine internal capacity and intellectual leadership, mitigating any long-term sustainability risk from relying on exogenous prestige.
A moderate deviation is observed in the rate of hyperprolific authors, where the institution presents a medium risk level (Z-score: 0.479) in contrast to the low-risk national environment (Z-score: -0.158). This suggests a concentration of extreme publication volumes within the university, a pattern not seen elsewhere in the country. Such high productivity alerts to potential imbalances between quantity and quality, pointing to risks such as coercive authorship or the assignment of authorship without real participation—dynamics that prioritize metrics over the integrity of the scientific record.
The institution demonstrates total alignment with the national environment in maintaining a very low rate of output in its own journals (Z-score: -0.268 for both). This integrity synchrony signifies a shared commitment to avoiding academic endogamy and potential conflicts of interest. By not depending on in-house journals, the university ensures its scientific production undergoes independent external peer review, which enhances its global visibility and validates its research through standard competitive channels.
The university shows a higher exposure to redundant publication practices than the national average, with a Z-score of 0.707 that is discernibly above its peers (Z-score: 0.628). This suggests the institution is more prone to the practice of dividing coherent studies into minimal publishable units to artificially inflate productivity. This dynamic, often called 'salami slicing,' alerts to a risk of distorting the available scientific evidence and overburdening the review system by prioritizing volume over the generation of significant new knowledge.
