| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.239 | 0.043 |
|
Retracted Output
|
-0.362 | -0.174 |
|
Institutional Self-Citation
|
6.848 | 2.028 |
|
Discontinued Journals Output
|
1.653 | 1.078 |
|
Hyperauthored Output
|
-1.360 | -0.325 |
|
Leadership Impact Gap
|
-3.342 | -0.751 |
|
Hyperprolific Authors
|
0.818 | -0.158 |
|
Institutional Journal Output
|
-0.268 | -0.268 |
|
Redundant Output
|
1.335 | 0.628 |
The Ecole Normale Superieure de l’Enseignement Technique de Mohammedia presents a dual profile in scientific integrity, combining areas of exceptional governance with significant vulnerabilities that require strategic attention. With an overall integrity score of 0.327, the institution demonstrates robust control over authorship practices and collaborative transparency, as evidenced by very low risks in multiple affiliations, hyper-authorship, and reliance on institutional journals. However, this solid foundation is contrasted by a critical alert in institutional self-citation and medium-level risks related to hyperprolific authors, redundant output, and publication in discontinued journals. These weaknesses directly challenge the institution's mission to achieve "scientific and technical influence" and excellence, as they suggest that its impact may be partially inflated by endogamous dynamics rather than validated by the global scientific community. This is particularly relevant given the institution's leadership position according to SCImago Institutions Rankings data, where it ranks as the top institution in Morocco for Engineering and second for Mathematics. To fully align its operational reality with its stated mission, the institution is advised to leverage its clear strengths in governance to develop targeted policies that address these integrity vulnerabilities, thereby ensuring its national leadership is built upon a foundation of unimpeachable scientific quality and global recognition.
The institution demonstrates exceptional control in this area, with a Z-score of -1.239, positioning it in a state of preventive isolation from the national trend, where the country's average Z-score is 0.043. This result indicates that the institution does not replicate the risk dynamics observed in its environment. While multiple affiliations can be legitimate, the institution’s very low rate suggests a clear and well-governed policy on researcher affiliations, effectively avoiding practices like “affiliation shopping” or strategic attempts to artificially inflate institutional credit, which appear to be more common at the national level.
With a Z-score of -0.362, the institution maintains a prudent profile that is even more rigorous than the national standard (Z-score of -0.174). This low value suggests that the quality control and supervision mechanisms prior to publication are robust and effective. Retractions can sometimes signal responsible error correction, but a consistently low rate like this, below the country average, points towards a strong institutional culture of methodological rigor that successfully prevents the types of errors or malpractice that could lead to retractions, reinforcing its commitment to a reliable scientific record.
A critical alert is raised by the institution's Z-score of 6.848, which significantly amplifies a vulnerability already present in the national system (Z-score of 2.028). This severe discrepancy indicates that the institution's work may not be receiving sufficient external scrutiny, creating a scientific 'echo chamber'. A certain level of self-citation is natural, but this disproportionately high rate signals a profound risk of endogamous impact inflation. It suggests that the institution's academic influence may be oversized by internal dynamics rather than by recognition from the global community, a practice that undermines the credibility of its research contributions.
The institution shows high exposure to this risk, with a Z-score of 1.653 that is notably higher than the national average of 1.078. This pattern suggests the institution is more prone than its peers to channeling its research into outlets that fail to meet international ethical or quality standards. This constitutes a critical alert regarding due diligence in selecting dissemination channels. Such a practice exposes the institution to severe reputational risks and indicates an urgent need for enhanced information literacy among its researchers to avoid wasting resources on 'predatory' or low-quality publications.
The institution's Z-score of -1.360 is exceptionally low, reflecting low-profile consistency with the national standard (Z-score of -0.325). The complete absence of risk signals in this area is a sign of excellent governance in authorship. This indicates that authorship lists are managed with transparency and accountability, effectively distinguishing between necessary collaboration and questionable practices like 'honorary' or political authorship. This commitment to meaningful contribution from all listed authors strengthens the integrity of its research.
With a Z-score of -3.342, the institution shows an extremely positive and robust profile, far exceeding the national standard (Z-score of -0.751). This low-profile consistency, where the absence of risk signals aligns with the national standard, indicates that the institution's scientific prestige is structural and generated internally. The impact of research led by its own authors is strong and not dependent on external partners. This result is a powerful indicator of genuine internal capacity and intellectual leadership, suggesting its excellence metrics are sustainable and self-generated.
A moderate deviation from the national norm is observed, with the institution's Z-score at 0.818 compared to the country's low-risk score of -0.158. This indicates a greater sensitivity to risk factors than its peers, as the institution shows a higher concentration of authors with extreme publication volumes. This pattern warrants a review, as it can signal an imbalance between quantity and quality. It points to potential risks such as coercive authorship, data fragmentation, or the assignment of authorship without real participation—dynamics that prioritize metric inflation over the integrity of the scientific record.
The institution demonstrates integrity synchrony with its environment, showing a Z-score of -0.268 that is identical to the national average. This total alignment with an environment of maximum scientific security is a significant strength. By avoiding dependence on in-house journals, the institution ensures its scientific production bypasses potential conflicts of interest and undergoes independent external peer review. This practice enhances the global visibility and credibility of its research, confirming that it does not use internal channels as 'fast tracks' for publication.
The institution exhibits high exposure to this risk, with a Z-score of 1.335 that is considerably higher than the national average of 0.628. This suggests the institution is more prone than its environment to practices of data fragmentation, or 'salami slicing.' A high value alerts to the possibility that coherent studies are being divided into minimal publishable units to artificially inflate productivity metrics. This practice not only distorts the available scientific evidence but also overburdens the peer-review system, prioritizing publication volume over the generation of significant new knowledge.