| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.045 | 0.043 |
|
Retracted Output
|
-0.268 | -0.174 |
|
Institutional Self-Citation
|
2.021 | 2.028 |
|
Discontinued Journals Output
|
0.703 | 1.078 |
|
Hyperauthored Output
|
-1.186 | -0.325 |
|
Leadership Impact Gap
|
-1.209 | -0.751 |
|
Hyperprolific Authors
|
-0.436 | -0.158 |
|
Institutional Journal Output
|
-0.268 | -0.268 |
|
Redundant Output
|
0.990 | 0.628 |
Universite Moulay Ismail demonstrates a robust scientific integrity profile, reflected in an overall risk score of 0.025. The institution exhibits exceptional strengths in maintaining intellectual leadership, with a minimal gap between its overall impact and that of its self-led research, and shows exemplary control over authorship practices, with very low rates of hyper-authorship and hyper-prolificacy. However, areas requiring strategic attention include a medium-risk exposure to institutional self-citation and redundant output, which slightly exceeds the national average. These integrity metrics are crucial for sustaining the university's recognized leadership in key thematic areas, as evidenced by its high national rankings in fields such as Environmental Science (1st in Morocco), Earth and Planetary Sciences (6th), Medicine (6th), and Computer Science (7th), according to SCImago Institutions Rankings data. To fully align with its mission of contributing to national development and promoting universal values, it is essential that these identified risks are managed proactively. Addressing practices like redundant publication will ensure that the university's significant research output translates into credible, high-impact knowledge that genuinely supports societal progress and reinforces its commitment to global ethical standards. A focus on enhancing external validation and promoting substantive contributions over sheer volume will solidify its position as a leading institution committed to both excellence and integrity.
The institution presents a Z-score of 0.045, which is virtually identical to the national average of 0.043. This alignment suggests that the university's approach to multiple affiliations reflects a systemic pattern common throughout the Moroccan academic landscape rather than an isolated institutional practice. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, their prevalence at this level across the country points to a shared structural dynamic. For the institution, this means its practices are standard for its environment, but it remains an area to monitor to ensure these affiliations consistently represent substantive collaboration and do not strategically inflate institutional credit through "affiliation shopping."
With a Z-score of -0.268, the institution demonstrates a prudent profile, performing better than the national average of -0.174. This lower incidence of retractions indicates that the university manages its quality control processes with more rigor than the national standard. Retractions are complex events, but a rate significantly below the norm suggests that the institution's pre-publication review and supervision mechanisms are effective in preventing systemic errors or potential malpractice. This reflects a responsible culture of integrity and a commitment to ensuring the reliability of its scientific record before it reaches the public domain.
The institution's Z-score for self-citation is 2.021, closely mirroring the national average of 2.028. This indicates that the observed medium-risk level is a systemic pattern, reflecting shared practices within the national research ecosystem. A certain level of self-citation is natural, but disproportionately high rates can signal concerning scientific isolation or 'echo chambers.' The alignment with the national trend suggests that the risk of endogamous impact inflation—whereby academic influence is oversized by internal dynamics rather than external validation—is a widespread challenge in the country, and the university's behavior is consistent with its context.
The university shows a Z-score of 0.703 in this indicator, which, while in the medium-risk category, is notably lower than the national average of 1.078. This points to a differentiated management approach, where the institution successfully moderates a risk that is more pronounced across the country. A high proportion of publications in discontinued journals can signal a failure in due diligence when selecting dissemination channels. The university's better performance suggests it has more effective mechanisms to guide its researchers away from media that fail to meet international ethical or quality standards, thereby mitigating severe reputational risks and better protecting its research investments from predatory practices.
With a Z-score of -1.186, the institution demonstrates an exceptionally low-risk profile, well below the already low national average of -0.325. This signals a complete absence of risk related to author list inflation, aligning with and even exceeding the national standard for good practice. This result indicates a healthy and transparent authorship culture, where extensive author lists are likely reserved for legitimate "Big Science" collaborations. The institution effectively avoids practices like 'honorary' or political authorship, ensuring that credit is assigned appropriately and individual accountability is maintained.
The institution's Z-score of -1.209 is in the very low-risk range, significantly better than the national average of -0.751. This excellent result shows a near-total absence of risk signals related to impact dependency, consistent with a low-risk national environment. A minimal gap indicates that the university's scientific prestige is structural and sustainable, driven by strong internal capacity rather than being reliant on external partners for impact. This demonstrates that the institution exercises true intellectual leadership in its collaborations, and its high-impact research is a direct result of its own capabilities.
The institution has a Z-score of -0.436, indicating a prudent profile with a lower risk level than the national average of -0.158. This suggests that the university manages its authorship and productivity expectations with more rigor than the national standard. A low rate of hyperprolific authors is a positive sign of a healthy balance between quantity and quality. It indicates that the institution fosters an environment that discourages practices such as coercive authorship or assigning credit without meaningful intellectual contribution, prioritizing the integrity of the scientific record over the inflation of publication metrics.
With a Z-score of -0.268, which is identical to the national average, the institution demonstrates integrity synchrony with its environment. This perfect alignment in the very low-risk category signifies a shared commitment to maximum scientific security in this area. By avoiding over-reliance on its own journals, the university mitigates potential conflicts of interest and academic endogamy. This practice ensures that its scientific production undergoes independent external peer review, enhancing its global visibility and validating its research through standard competitive channels rather than internal 'fast tracks.'
The institution's Z-score of 0.990 indicates high exposure to this risk, as it is notably higher than the national average of 0.628, even though both fall within the medium-risk category. This suggests the university is more prone to this practice than its national peers. A high value alerts to the potential for 'salami slicing,' where a single coherent study is fragmented into minimal publishable units to artificially inflate productivity metrics. This practice is concerning as it can distort the available scientific evidence and overburden the peer review system, prioritizing publication volume over the generation of significant new knowledge. This area warrants a review of institutional policies on publication ethics.