| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.360 | 0.043 |
|
Retracted Output
|
-0.587 | -0.174 |
|
Institutional Self-Citation
|
2.159 | 2.028 |
|
Discontinued Journals Output
|
0.315 | 1.078 |
|
Hyperauthored Output
|
-1.183 | -0.325 |
|
Leadership Impact Gap
|
-2.467 | -0.751 |
|
Hyperprolific Authors
|
0.531 | -0.158 |
|
Institutional Journal Output
|
-0.268 | -0.268 |
|
Redundant Output
|
-0.433 | 0.628 |
The Ecole Nationale des Sciences Appliquees d'El Jadida (ENSAJ) presents a scientific integrity profile with an overall score of -0.147, indicating a solid foundation with specific areas requiring strategic attention. The institution demonstrates significant strengths in maintaining very low-risk levels for retracted output, hyper-authored publications, dependency on external leadership for impact, and use of institutional journals. These areas reflect robust internal quality controls and a commitment to research autonomy. However, medium-risk signals in institutional self-citation, multiple affiliations, and hyperprolific authorship suggest a need to reinforce policies that promote external validation and prioritize qualitative contributions over quantitative metrics. According to SCImago Institutions Rankings data, ENSAJ's key thematic strengths are concentrated in Physics and Astronomy, Chemistry, and Computer Science. The identified risks, particularly the trend towards insularity (self-citation) and metric-driven pressures (hyperprolificacy), could challenge the institution's mission "to breathe dynamism into scientific research" by potentially compromising the global relevance and rigor necessary to align with "international economic changes." To fully realize its mission, ENSAJ is encouraged to leverage its clear operational strengths to develop targeted guidelines that mitigate these vulnerabilities, thereby ensuring its research excellence is both dynamic and unimpeachable.
The institution's Z-score of 0.360 is notably higher than the national average of 0.043. Although both the institution and the country fall within a medium-risk band, this score indicates a high exposure to this particular risk factor. The institution is more prone than its national peers to practices that could be interpreted as strategic attempts to inflate institutional credit or "affiliation shopping." This heightened signal warrants a review to ensure that all affiliations are grounded in substantive, transparent collaborations rather than being primarily for credit maximization.
With a Z-score of -0.587, the institution demonstrates an exceptionally low rate of retractions, performing even better than the low-risk national average of -0.174. This low-profile consistency reflects a healthy scientific environment where the absence of risk signals aligns with a strong national standard. The data suggests that the institution's quality control mechanisms prior to publication are robust and effective, signifying a culture of responsible supervision and methodological rigor that successfully prevents the types of systemic failures or malpractice that often lead to retractions.
The institution registers a Z-score of 2.159, which is elevated and slightly exceeds the national average of 2.028. This positioning within a medium-risk context suggests a high exposure to insular research practices. The data points to a greater tendency toward forming 'echo chambers' where the institution validates its own work without sufficient external scrutiny. This high value warns of an increased risk of endogamous impact inflation, suggesting that the institution's academic influence may be disproportionately shaped by internal dynamics rather than by broader recognition from the global scientific community.
The institution's Z-score of 0.315, while indicating a medium-risk level, is significantly lower than the national average of 1.078. This reflects a differentiated management approach, where the institution successfully moderates a risk that appears more common across the country. This superior performance indicates that the institution exercises greater due diligence in selecting dissemination channels. By doing so, it more effectively avoids channeling its scientific production through media that fail to meet international ethical or quality standards, thereby mitigating severe reputational risks associated with 'predatory' practices.
With a Z-score of -1.183, the institution shows a near-total absence of hyper-authored publications, a figure that is considerably lower than the already low-risk national average of -0.325. This low-profile consistency demonstrates a strong adherence to conventional authorship norms. The result indicates that the institution's research culture promotes transparency and individual accountability, effectively avoiding the risk of author list inflation and ensuring that credit is assigned based on meaningful contributions.
The institution exhibits a Z-score of -2.467, which is exceptionally low and significantly better than the national average of -0.751. This result represents a low-profile consistency, where the absence of risk signals surpasses the already strong national standard. A very low score in this indicator is a powerful sign of scientific autonomy and structural strength. It suggests that the institution's scientific prestige is built upon genuine internal capacity and intellectual leadership, rather than being dependent on the impact generated by external partners in collaborative projects.
The institution presents a Z-score of 0.531, a medium-risk signal that marks a moderate deviation from the low-risk national standard of -0.158. This difference suggests the institution is more sensitive to risk factors that encourage extreme publication volumes than its national peers. This indicator alerts to potential imbalances between quantity and quality, pointing to risks such as coercive authorship or the assignment of authorship without real participation—dynamics that prioritize metrics over the integrity of the scientific record and warrant a review of internal evaluation criteria.
The institution's Z-score of -0.268 is identical to the national average, indicating a state of integrity synchrony. This perfect alignment with a very low-risk national environment shows a shared commitment to avoiding academic endogamy. By not depending on in-house journals, the institution ensures its scientific production is subjected to independent external peer review. This practice is crucial for limiting conflicts of interest and enhancing the global visibility and competitive validation of its research.
With a Z-score of -0.433, the institution maintains a low-risk profile for redundant publications, contrasting sharply with the medium-risk national average of 0.628. This demonstrates strong institutional resilience, as internal control mechanisms appear to effectively mitigate the systemic pressures that can lead to 'salami slicing.' By discouraging the practice of fragmenting a coherent study into minimal publishable units, the institution reinforces a culture that prioritizes the generation of significant new knowledge over the artificial inflation of productivity metrics.