Ecole Normale Superieure de Fes

EXECUTIVE SUMMARY AND STRATEGIC VISION

The Ecole Normale Superieure de Fes demonstrates a robust scientific integrity profile, with an overall risk score of -0.249 indicating a performance well above the baseline. The institution's primary strengths lie in its exceptionally low rates of multiple affiliations, retracted publications, hyperprolific authorship, and dependence on institutional journals, showcasing a culture of transparency and responsible research conduct. However, areas requiring strategic attention include a medium-level exposure to publishing in discontinued journals, institutional self-citation, and redundant output. These findings are particularly relevant given the institution's recognized standing in Computer Science and Mathematics, as per SCImago Institutions Rankings data. The mission to train high-quality educators is directly linked to the integrity of the scientific knowledge produced and disseminated; therefore, addressing the identified medium-risk indicators is crucial to ensure that the principles of excellence and responsibility are fully embodied, safeguarding the institution's role as a trusted source of academic leadership. By focusing on enhancing publication channel selection and promoting originality, the Ecole Normale Superieure de Fes can further solidify its commitment to scientific integrity and its core educational mission.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution presents a Z-score of -1.612, a signal of very low risk that stands in stark contrast to the national average of 0.043, which falls into the medium-risk category. This significant difference suggests a successful preventive isolation, where the institution does not replicate the risk dynamics observed in its national environment. While multiple affiliations can be legitimate, the institution's exceptionally low rate indicates a clear and transparent approach to authorship credit, effectively avoiding any perception of strategic "affiliation shopping" to artificially inflate its standing and maintaining a governance model independent of broader trends.

Rate of Retracted Output

With a Z-score of -0.550, the institution shows a near-total absence of risk signals related to retracted publications, aligning well with the low-risk national profile (Z-score: -0.174). This low-profile consistency demonstrates that the institution's pre-publication quality control mechanisms are robust and effective. The data suggests that instances of malpractice or significant methodological error are not a systemic issue, reflecting a healthy culture of integrity and responsible supervision that is in sync with the national standard for scientific security.

Rate of Institutional Self-Citation

The institution's Z-score of 0.595 places it in the medium-risk category, though it is notably lower than the national average of 2.028. This indicates a differentiated management approach, where the center successfully moderates a risk that appears more pronounced across the country. A certain level of self-citation is natural, reflecting ongoing research lines. However, the medium-level score serves as a reminder to ensure that the institution avoids becoming an 'echo chamber.' By maintaining a lower rate than its peers, the institution demonstrates better control over potential endogamous impact inflation, but continued monitoring is advised to ensure its academic influence is validated by the global community, not just internal dynamics.

Rate of Output in Discontinued Journals

The institution's Z-score of 1.265 is in the medium-risk range and is slightly higher than the national average of 1.078. This suggests a high exposure to this particular risk, indicating the center is more prone than its national peers to publishing in questionable venues. This is a critical alert regarding the due diligence applied in selecting dissemination channels. A significant presence in journals that fail to meet international ethical or quality standards exposes the institution to severe reputational damage and suggests an urgent need for enhanced information literacy to prevent the waste of resources on 'predatory' or low-quality practices.

Rate of Hyper-Authored Output

With a Z-score of -0.980, the institution maintains a low-risk, prudent profile that is significantly more rigorous than the national standard (Z-score: -0.325). This result indicates that the institution effectively manages authorship practices, distinguishing clearly between necessary large-scale collaboration and potential author list inflation. The data suggests that the principles of individual accountability and transparency in authorship are well-established, avoiding the risk of 'honorary' or political authorship practices that can dilute the meaning of scientific contribution.

Gap between Impact of total output and the impact of output with leadership

The institution's Z-score of -1.094 signifies a very low risk, consistent with the low-risk national environment (Z-score: -0.751). This excellent result demonstrates that the institution's scientific prestige is built on a foundation of internal capacity and intellectual leadership. The minimal gap between its overall impact and the impact of its self-led research indicates a high degree of scientific autonomy and sustainability. Unlike institutions that may depend heavily on external partners for prestige, these results confirm that excellence is structural and generated from within.

Rate of Hyperprolific Authors

The institution exhibits a Z-score of -1.413, indicating a very low risk in this area and aligning with the low-risk national context (Z-score: -0.158). This low-profile consistency suggests that the institution fosters a research environment where quality is prioritized over sheer quantity. The absence of hyperprolific authors—individuals with publication volumes challenging the limits of meaningful contribution—indicates that risks such as coercive or honorary authorship are not prevalent. This reflects a balanced and healthy approach to productivity that upholds the integrity of the scientific record.

Rate of Output in Institutional Journals

With a Z-score of -0.268, the institution demonstrates a complete absence of risk in this indicator, perfectly matching the national average. This reflects an integrity synchrony and total alignment with an environment of maximum scientific security. The data confirms that the institution does not rely on its own journals for publication, thereby avoiding potential conflicts of interest and academic endogamy. This practice ensures that its scientific output is subjected to independent external peer review, maximizing its global visibility and validating its quality through standard competitive channels.

Rate of Redundant Output

The institution's Z-score of 1.318 places it at a medium-risk level, showing a higher exposure compared to the national average of 0.628. This suggests the institution is more prone than its peers to practices that may indicate data fragmentation or 'salami slicing.' A high value here is an alert for the potential practice of dividing a single coherent study into minimal publishable units to artificially inflate productivity metrics. This behavior can distort the scientific evidence base and overburden the peer-review system, prioritizing volume over the generation of significant new knowledge, and warrants a review of publication guidelines.