| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
3.945 | 2.525 |
|
Retracted Output
|
2.324 | 0.367 |
|
Institutional Self-Citation
|
0.537 | 0.360 |
|
Discontinued Journals Output
|
0.430 | 0.499 |
|
Hyperauthored Output
|
-1.203 | -1.066 |
|
Leadership Impact Gap
|
-0.721 | -0.061 |
|
Hyperprolific Authors
|
-1.413 | -0.892 |
|
Institutional Journal Output
|
-0.268 | -0.268 |
|
Redundant Output
|
0.858 | 0.289 |
The Ecole Nationale d'Ingenieurs de Tunis presents a dual-natured integrity profile, characterized by a commendable overall score of 0.983 that reflects exceptional performance in several key areas, yet is contrasted by significant risks in others. The institution's primary strengths lie in its responsible authorship practices, with very low risk signals for hyper-authored output, hyperprolific authors, and publication in institutional journals. This is further complemented by a strong indicator of intellectual leadership, suggesting robust internal research capacity. However, these strengths are offset by significant alerts in the rates of multiple affiliations and retracted output, which are notably higher than national averages and require immediate strategic attention. The institution's strong academic standing, evidenced by its SCImago Institutions Rankings as a national leader in areas such as Computer Science (Top 5), Mathematics (Top 5), and Physics and Astronomy (Top 6), provides a solid foundation for growth. To safeguard this reputation, it is crucial to address the identified vulnerabilities, as practices that compromise transparency and quality control directly undermine the principles of excellence and social responsibility inherent to any academic mission. By leveraging its proven strengths in governance to mitigate its weaknesses, the institution can foster a more uniform culture of integrity and secure its long-term scientific prestige.
The institution exhibits a Z-score of 3.945, a value that significantly exceeds the national average of 2.525. This result indicates that the institution not only participates in but actively amplifies a national vulnerability regarding affiliation practices. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this disproportionately high rate signals a critical need for review. Such a strong signal can be interpreted as a strategic attempt to inflate institutional credit or "affiliation shopping," a practice that poses a severe reputational risk by creating an ambiguous and potentially misleading representation of the institution's collaborative contributions.
With a Z-score of 2.324, the institution's rate of retractions is substantially higher than the national average of 0.367, pointing to an accentuation of a risk that is more moderate at the country level. Retractions are complex events, but a rate this far above the norm suggests that the institution's quality control mechanisms prior to publication may be failing systemically. This is a critical alert for a potential vulnerability in the institution's integrity culture, possibly indicating recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to prevent further damage to its scientific credibility.
The institution's Z-score for self-citation is 0.537, which is elevated compared to the national average of 0.360. Although both the institution and the country operate within a medium-risk context, the institution shows a higher exposure to this particular risk. A certain level of self-citation is natural, reflecting the continuity of research lines. However, this heightened rate can signal the formation of concerning scientific 'echo chambers' where work is validated without sufficient external scrutiny. It warns of a potential for 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 community.
The institution registers a Z-score of 0.430, which is slightly below the national average of 0.499. This indicates a degree of differentiated management, where the institution demonstrates better control in moderating a risk that is common throughout the country. While a medium-risk signal still calls for attention, this performance suggests more effective due diligence in selecting dissemination channels compared to its national peers. Continuing to strengthen information literacy is key to further reduce exposure to 'predatory' or low-quality publishing practices and protect institutional resources and reputation.
With a Z-score of -1.203, the institution demonstrates a very low risk in this area, performing even better than the already low-risk national average of -1.066. This result reflects a commendable consistency with a low-risk environment and stands as a significant institutional strength. The absence of signals for hyper-authorship indicates that author lists are likely managed with transparency, preserving individual accountability and effectively avoiding practices such as 'honorary' or political authorship that can dilute the meaning of scientific contribution.
The institution's Z-score of -0.721 is notably lower than the national average of -0.061, showcasing a prudent and robust profile in this indicator. This score suggests that the institution manages its research leadership with more rigor than the national standard. A negative value here is a positive sign, indicating that the impact of research led directly by the institution is strong and self-sufficient. This points to a high level of internal scientific capacity and structural excellence, demonstrating that its prestige is built on genuine intellectual leadership rather than being dependent on external collaborations.
The institution's Z-score of -1.413 is in the very low-risk category, well below the national average of -0.892. This demonstrates a low-profile consistency, where the complete absence of risk signals aligns with and improves upon the national standard. This is a clear indicator of a healthy research environment that prioritizes quality over sheer volume. It suggests that the institution successfully avoids the potential imbalances associated with extreme publication rates, such as coercive authorship or superficial contributions, thereby upholding the integrity of its scientific record.
With a Z-score of -0.268, the institution is in perfect alignment with the national average, which is also -0.268. This integrity synchrony reflects a shared environment of maximum scientific security in this domain. The very low score indicates that the institution does not rely on in-house journals, thus avoiding potential conflicts of interest and academic endogamy. By consistently seeking validation through independent external peer review, the institution ensures its scientific production achieves global visibility and meets competitive international standards.
The institution's Z-score of 0.858 is significantly higher than the national average of 0.289, indicating high exposure to this risk. While both operate in a medium-risk context, the institution is more prone to showing alert signals than its peers. Massive and recurring bibliographic overlap between publications often indicates data fragmentation or 'salami slicing.' This elevated value alerts to the potential practice of dividing coherent studies into minimal publishable units to artificially inflate productivity metrics, a behavior that can distort the scientific evidence base and overburden the peer review system.