Ecole Nationale d'Ingenieurs de Gabes

Region/Country

Africa
Tunisia
Universities and research institutions

Overall

-0.087

Integrity Risk

low

Indicators relating to the period 2020-2024

Indicator University Z-score Average country Z-score
Multi-affiliation
0.746 2.525
Retracted Output
-0.418 0.367
Institutional Self-Citation
-0.096 0.360
Discontinued Journals Output
0.437 0.499
Hyperauthored Output
-1.241 -1.066
Leadership Impact Gap
-0.108 -0.061
Hyperprolific Authors
-0.352 -0.892
Institutional Journal Output
-0.268 -0.268
Redundant Output
0.220 0.289
0 represents the global average
AI-generated summary report

EXECUTIVE SUMMARY AND STRATEGIC VISION

The Ecole Nationale d'Ingenieurs de Gabes presents a balanced scientific integrity profile, with an overall score of -0.087 indicating performance that is generally aligned with expected standards. The institution demonstrates significant strengths in core areas of research integrity, particularly in its exceptionally low rates of retracted output, hyper-authored publications, and output in its own journals, signaling robust quality control and a culture of transparency. However, areas of medium risk, such as the rates of multiple affiliations, redundant output, and publications in discontinued journals, reflect systemic vulnerabilities also present at the national level. According to SCImago Institutions Rankings data, the institution holds a strong national position, particularly in Agricultural and Biological Sciences where it ranks in the Top 10, complemented by solid rankings in Engineering and Computer Science. As the institution's specific mission was not available for this analysis, we connect these findings to the universal academic principles of excellence and responsibility. The identified medium-risk indicators, if left unaddressed, could undermine the institution's pursuit of excellence by associating its research with lower-quality dissemination channels or fragmented contributions. To build on its solid foundation, the institution is advised to develop targeted strategies to mitigate these systemic risks, thereby enhancing its scientific leadership and fully aligning its operational practices with its demonstrated thematic strengths.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution presents a Z-score of 0.746, which, while indicating a medium risk level, is considerably lower than the national average of 2.525. This suggests a pattern of differentiated management where the institution successfully moderates a risk that is more pronounced across the country. While multiple affiliations can be a legitimate outcome of collaboration, disproportionately high rates can signal strategic attempts to inflate institutional credit. The institution's ability to maintain a lower rate than its national peers indicates more controlled and potentially more transparent affiliation practices, reducing the risk of "affiliation shopping" and ensuring that institutional credit is claimed more judiciously.

Rate of Retracted Output

With a Z-score of -0.418, the institution demonstrates a very low risk in this area, standing in stark contrast to the medium-risk national average of 0.367. This reflects a state of preventive isolation, where the institution does not replicate the risk dynamics observed in its environment. Retractions can stem from honest errors, but a high rate often points to systemic failures in pre-publication quality control. The institution's excellent performance strongly suggests that its internal supervision and methodological rigor are effective, creating a protective barrier against the kinds of recurring malpractice or integrity vulnerabilities that may be more prevalent at the national level.

Rate of Institutional Self-Citation

The institution's Z-score of -0.096 (Low risk) is significantly healthier than the national average of 0.360 (Medium risk), demonstrating notable institutional resilience. This performance indicates that the institution's control mechanisms are effectively mitigating the systemic risks of academic insularity seen elsewhere in the country. A certain level of self-citation is natural, but high rates can create 'echo chambers' that inflate impact without external validation. By maintaining a low rate, the institution shows that its academic influence is more likely derived from genuine recognition by the global community rather than from endogamous internal dynamics.

Rate of Output in Discontinued Journals

The institution's Z-score for this indicator is 0.437, positioning it at a medium risk level, similar to the national average of 0.499. However, the institution's slightly lower score points to a degree of differentiated management, suggesting it moderates a risk that is common nationwide. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. While this remains an area of vulnerability for the institution, its performance indicates slightly better practices in avoiding predatory or low-quality media, though an urgent need for enhanced information literacy and stricter vetting of publication venues is still apparent.

Rate of Hyper-Authored Output

With a Z-score of -1.241, the institution shows a very low risk of hyper-authorship, performing even better than the low-risk national average of -1.066. This signals a low-profile consistency, where the complete absence of risk signals aligns with and improves upon the national standard. Outside of 'Big Science' contexts, extensive author lists can indicate inflation or a dilution of accountability. The institution's very low score is a strong positive indicator of transparent and merit-based authorship practices, effectively avoiding issues like 'honorary' authorships and ensuring individual contributions remain clear.

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

The institution's Z-score of -0.108 is very close to the national average of -0.061, with both falling into the low-risk category. This alignment reflects a state of statistical normality, where the risk level is as expected for its context. A wide positive gap can signal that an institution's prestige is overly dependent on external partners where it does not hold intellectual leadership. The low gap here is a healthy sign, suggesting that the institution's scientific impact is structurally sound and results from genuine internal capacity, a sustainable model that is consistent with the national pattern.

Rate of Hyperprolific Authors

The institution's Z-score of -0.352, while in the low-risk category, is notably higher than the national average of -0.892. This difference points to an incipient vulnerability, as the institution shows signals of risk that warrant review before they escalate. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may indicate imbalances between quantity and quality. This signal suggests a need to proactively monitor for potential risks such as coercive authorship or the assignment of authorship without real participation, ensuring that productivity metrics do not compromise the integrity of the scientific record.

Rate of Output in Institutional Journals

The institution's Z-score of -0.268 is identical to the national average, with both at a very low-risk level. This perfect alignment demonstrates integrity synchrony, reflecting a shared environment of maximum scientific security in this domain. Excessive dependence on in-house journals can create conflicts of interest and bypass essential external peer review. The institution's very low score confirms that it avoids academic endogamy, instead channeling its scientific production through standard competitive and externally validated journals, thereby ensuring its global visibility and credibility.

Rate of Redundant Output

With a Z-score of 0.220, the institution is at a medium risk level, but its performance is better than the national average of 0.289. This indicates differentiated management, where the institution is able to moderate a risk that appears common in the country. Massive bibliographic overlap between publications often indicates 'salami slicing'—the practice of fragmenting a study into minimal units to inflate productivity. While the medium risk level shows this is an area needing attention, the institution's lower score suggests a stronger commitment to publishing significant, coherent studies over prioritizing sheer volume, a positive distinction from the broader national trend.

This report was automatically generated using Google Gemini to provide a brief analysis of the university scores.
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