| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
2.069 | 0.043 |
|
Retracted Output
|
-0.409 | -0.174 |
|
Institutional Self-Citation
|
-0.682 | 2.028 |
|
Discontinued Journals Output
|
0.043 | 1.078 |
|
Hyperauthored Output
|
-0.938 | -0.325 |
|
Leadership Impact Gap
|
-0.158 | -0.751 |
|
Hyperprolific Authors
|
-1.413 | -0.158 |
|
Institutional Journal Output
|
-0.268 | -0.268 |
|
Redundant Output
|
0.570 | 0.628 |
The Universite Internationale de Rabat presents a balanced scientific integrity profile, with an overall Z-score of -0.136 indicating performance that is broadly consistent with international standards. The institution demonstrates significant strengths and robust controls in critical areas, including a very low incidence of retracted publications and hyperprolific authors, and shows commendable resilience against the national trend of high institutional self-citation. However, strategic attention is required for specific vulnerabilities, notably a high exposure to risks associated with multiple affiliations and a moderate incidence of redundant publications. These findings are contextualized by the university's leadership position within Morocco, as evidenced by SCImago Institutions Rankings data, where it ranks first in the nation in key areas such as Business, Management and Accounting and Economics, Econometrics and Finance, and third in Energy. The institution's mission to train "responsible citizens" through "excellent academic training" is well-supported by its strong quality controls. Nevertheless, the identified risks in affiliation and publication strategies could challenge the core values of transparency and responsibility integral to this mission. To fully realize its vision and solidify its leadership, the university should leverage its proven strengths to develop targeted policies that address these vulnerabilities, ensuring its continued growth is both excellent and ethically sound.
The institution's Z-score of 2.069 is significantly higher than the national average of 0.043, indicating a much greater propensity for this risk compared to its national peers. This suggests a high exposure to practices that could be interpreted as strategic attempts to inflate institutional credit. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this elevated rate points to a need to review affiliation policies to ensure they consistently reflect genuine, substantive collaboration rather than "affiliation shopping," thereby safeguarding the institution's reputational integrity.
With a Z-score of -0.409, the institution demonstrates a very low rate of retracted publications, which is consistent with the low-risk national environment (Z-score: -0.174). This absence of risk signals is a positive indicator of robust pre-publication quality control mechanisms. The data suggests that the institution's integrity culture is effective in preventing the kind of systemic errors or malpractice that often lead to retractions, reflecting a responsible and diligent approach to scientific supervision and research conduct.
The institution exhibits strong institutional resilience, with a low Z-score of -0.682 in stark contrast to the country's medium-risk average of 2.028. This demonstrates that the university's internal control mechanisms are effectively mitigating a systemic risk prevalent at the national level. By successfully avoiding the "echo chambers" and endogamous impact inflation seen elsewhere, the institution ensures its academic influence is validated by the broader global community rather than being oversized by internal dynamics.
The institution shows evidence of differentiated management in its selection of publication venues. Its Z-score of 0.043 is significantly lower than the national average of 1.078, indicating that it successfully moderates a risk that is more common across the country. A high proportion of output in such journals constitutes a critical alert, but the university's performance suggests a more effective due diligence process. This proactive approach helps protect its research from being associated with low-quality or "predatory" media, thereby safeguarding its reputation and resources.
The institution maintains a prudent profile regarding authorship practices, with a Z-score of -0.938 that is notably lower than the national standard of -0.325. This indicates that the university manages its processes with more rigor than its peers. The data suggests a healthy authorship culture that effectively distinguishes between necessary large-scale collaboration and the risk of author list inflation, thereby promoting individual accountability and transparency in its scientific contributions.
The institution's Z-score of -0.158, while still in the low-risk range, is higher than the national average of -0.751, signaling an incipient vulnerability that warrants review. A wide positive gap can suggest that scientific prestige is dependent on external partners rather than being structurally generated from within. This value invites a strategic reflection on whether the institution's impact metrics are a result of its own intellectual leadership or its positioning in collaborations, highlighting a potential risk to long-term scientific sustainability and autonomy.
With a very low Z-score of -1.413, the institution shows a near-complete absence of hyperprolific authors, a finding that aligns with the generally low-risk national standard (Z-score: -0.158). This result strongly suggests a healthy balance between productivity and quality. The absence of extreme individual publication volumes indicates that the institution is not exposed to risks such as coercive or honorary authorship, reinforcing a culture that prioritizes the integrity of the scientific record over sheer metrics.
The institution's Z-score of -0.268 is identical to the national average, demonstrating perfect integrity synchrony in this area. This total alignment with an environment of maximum scientific security indicates that the university does not rely excessively on its own journals for publication. By avoiding the potential conflicts of interest and academic endogamy associated with high rates of in-house publishing, the institution ensures its research undergoes independent external peer review, thereby enhancing its global visibility and credibility.
The institution demonstrates differentiated management of publication practices, with a Z-score of 0.570 that is slightly below the national average of 0.628. This suggests the university is better at moderating the risk of redundant output, or "salami slicing," than its national peers. A high value in this indicator alerts to the practice of dividing a study into minimal publishable units to artificially inflate productivity. While the medium-risk level indicates this is an area for attention, the institution's relative control helps mitigate this risk, thereby better preserving the significance of its contributions to the scientific record.
