| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.292 | 0.043 |
|
Retracted Output
|
-0.315 | -0.174 |
|
Institutional Self-Citation
|
1.333 | 2.028 |
|
Discontinued Journals Output
|
1.049 | 1.078 |
|
Hyperauthored Output
|
-1.346 | -0.325 |
|
Leadership Impact Gap
|
0.163 | -0.751 |
|
Hyperprolific Authors
|
-1.413 | -0.158 |
|
Institutional Journal Output
|
-0.268 | -0.268 |
|
Redundant Output
|
2.209 | 0.628 |
The Ecole Nationale des Sciences Appliquees de Kenitra presents a balanced scientific integrity profile, with an overall risk score of -0.064 that indicates a general alignment with expected standards. The institution demonstrates significant strengths in maintaining low-risk practices, particularly in the Rate of Multiple Affiliations, Hyper-Authored Output, and Hyperprolific Authors, suggesting robust governance and a culture that prioritizes accountability. However, this is contrasted by areas requiring strategic attention, namely a high exposure to Redundant Output (Salami Slicing) and a moderate dependency on external collaborations for scientific impact. According to SCImago Institutions Rankings data, these integrity metrics underpin a strong thematic performance, with the institution ranking prominently within Morocco in key areas such as Energy (1st), Engineering (4th), and Mathematics (6th). While the institution's specific mission was not available for this analysis, the identified risks could challenge any commitment to academic excellence and social responsibility. A high rate of redundant publications and a reliance on external leadership for impact may undermine the perceived originality and sustainability of its research. To secure its leadership position, the institution is encouraged to leverage its clear strengths in authorship and affiliation policies to develop targeted interventions that enhance the originality of its output and foster greater intellectual autonomy.
The institution exhibits a Z-score of -1.292, a stark contrast to the national average of 0.043. This result indicates a case of preventive isolation, where the center successfully avoids risk dynamics that are present in its national environment. While multiple affiliations can be legitimate, the institution’s very low rate suggests strong internal governance and clear policies that prevent strategic "affiliation shopping" or the artificial inflation of institutional credit. This operational discipline sets it apart from national trends and reinforces its commitment to transparent and unambiguous research collaboration.
With a Z-score of -0.315, which is lower than the national average of -0.174, the institution demonstrates a prudent profile in managing its published record. This suggests that its internal processes for quality control are more rigorous than the national standard. Retractions can be complex, but a rate significantly below the norm points towards effective pre-publication review and a strong integrity culture. This low signal indicates that potential methodological flaws or malpractice are being successfully filtered out before they can damage the institution's reputation, reflecting a systemic commitment to quality assurance.
The institution's Z-score of 1.333 is notably lower than the national average of 2.028, indicating differentiated management of a risk that is common in the country. Although the rate is in the medium-risk range, the institution is effectively moderating the national tendency towards high self-citation. A certain level of self-citation is natural, but the institution's relative control helps mitigate the risk of creating scientific 'echo chambers' or endogamous impact inflation. This suggests that while internal research lines are being built upon, there is a healthier balance of external validation compared to its national peers.
The institution's Z-score of 1.049 is nearly identical to the national average of 1.078, pointing to a systemic pattern. This alignment suggests that the risk level reflects shared practices or challenges at a national level regarding the selection of publication venues. A medium-risk score constitutes a critical alert about due diligence, indicating that a portion of scientific output is being channeled through media that may not meet international ethical or quality standards. This shared vulnerability exposes both the institution and the country to reputational risks and highlights an urgent, widespread need for improved information literacy to avoid predatory or low-quality publishing practices.
The institution's Z-score of -1.346 is significantly lower than the national average of -0.325, demonstrating low-profile consistency. This near-total absence of risk signals, even when compared to a low-risk national environment, is a clear strength. It indicates that the institution's authorship practices are well-regulated and transparent, effectively distinguishing between necessary collaboration and the dilutive effects of 'honorary' or political authorship. This reinforces a culture of individual accountability and ensures that credit is assigned appropriately.
The institution presents a Z-score of 0.163, a moderate deviation from the national average of -0.751. This discrepancy indicates a greater sensitivity to risk factors than its peers, as the institution shows a medium-risk gap while the country average is low. This positive gap signals a potential sustainability risk, suggesting that the institution's scientific prestige may be overly dependent on external partners. It invites reflection on whether its high-impact metrics result from genuine internal capacity or from strategic positioning in collaborations where it does not exercise primary intellectual leadership, making its perceived excellence potentially exogenous and less structural.
With a Z-score of -1.413, far below the national average of -0.158, the institution shows an exemplary low-profile consistency. This absence of risk signals aligns with and improves upon the national standard, indicating a healthy balance between productivity and quality. The data suggests the institution is effectively avoiding the risks associated with extreme publication volumes, such as coercive authorship or the assignment of credit without meaningful intellectual contribution. This focus on substantive work over sheer volume reinforces the integrity of its scientific record.
The institution's Z-score of -0.268 is identical to the national average, reflecting perfect integrity synchrony. This total alignment with an environment of maximum scientific security is a significant strength. It demonstrates a clear commitment to seeking external, independent peer review rather than relying on internal channels. By avoiding the potential conflicts of interest and academic endogamy associated with in-house journals, the institution ensures its research undergoes standard competitive validation, thereby enhancing its global visibility and credibility.
The institution's Z-score of 2.209 reveals high exposure to this risk, standing significantly above the national average of 0.628. This indicates that the center is more prone to showing alert signals for this practice than its environment. A high value warns of potential 'salami slicing,' where a coherent study is fragmented 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, suggesting an urgent need to reinforce policies that prioritize the publication of significant new knowledge over publication volume.
