| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.426 | 0.936 |
|
Retracted Output
|
-0.240 | 0.771 |
|
Institutional Self-Citation
|
-1.222 | 0.909 |
|
Discontinued Journals Output
|
0.335 | 0.157 |
|
Hyperauthored Output
|
-1.237 | -1.105 |
|
Leadership Impact Gap
|
0.804 | 0.081 |
|
Hyperprolific Authors
|
-1.413 | -0.967 |
|
Institutional Journal Output
|
-0.268 | -0.268 |
|
Redundant Output
|
-0.341 | 0.966 |
The Ecole Nationale Superieure d'Informatique presents a balanced scientific integrity profile, with an overall risk score of -0.230 that indicates a general alignment with sound research practices, albeit with specific areas requiring strategic attention. The institution demonstrates exceptional strengths in maintaining very low-risk levels for Institutional Self-Citation, Hyper-Authored Output, Hyperprolific Authors, and Output in Institutional Journals, signaling a robust culture of external validation and individual accountability. However, medium-risk signals in the Rate of Output in Discontinued Journals and the Gap in Impact with Leadership-led research highlight key vulnerabilities. These areas of concern are particularly relevant given the institution's prominent national standing, as evidenced by its SCImago Institutions Rankings data, which places it 4th in Algeria for Computer Science and 7th for Mathematics. While the institution's formal mission was not available for this analysis, any pursuit of academic excellence and social responsibility is undermined by practices that suggest dependency on external leadership for impact or channeling research into low-quality publication venues. Addressing these integrity risks is crucial for transforming its strong national reputation into sustainable, autonomous global leadership. A strategic focus on enhancing intellectual sovereignty and reinforcing publication due diligence will ensure its research practices fully reflect its high academic caliber.
The institution presents a Z-score of 0.426, which, while indicating a medium level of risk, is notably lower than the national average of 0.936. This suggests a pattern of differentiated management where the center successfully moderates a risk that is more pronounced across the country. Although the rate is elevated, the institution demonstrates better control over this dynamic than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this medium-level signal warrants a review to ensure these practices are driven by genuine collaboration rather than strategic attempts to inflate institutional credit or engage in “affiliation shopping.” The institution's relative moderation of this national trend is a positive sign of internal governance.
With a Z-score of -0.240, the institution maintains a low risk of retracted publications, contrasting sharply with the medium-risk national average of 0.771. This demonstrates significant institutional resilience, where internal control mechanisms appear to effectively mitigate systemic risks present in the wider environment. A high rate of retractions can suggest that quality control mechanisms prior to publication may be failing. Therefore, the institution’s low score is a strong indicator of a healthy integrity culture and robust methodological rigor, acting as a firewall against the vulnerabilities observed at the national level and suggesting that its pre-publication supervision is functioning responsibly.
The institution exhibits an exceptionally low Z-score of -1.222 in institutional self-citation, a clear strength when compared to the country's medium-risk average of 0.909. This demonstrates a case of preventive isolation, where the center actively avoids the risk dynamics observed in its national environment. Disproportionately high rates of self-citation can signal concerning scientific isolation or 'echo chambers.' The institution’s very low score indicates that its academic influence is validated by the global community rather than through internal dynamics, successfully avoiding the risk of endogamous impact inflation and showcasing a commitment to broad, external scientific dialogue.
The institution's Z-score for output in discontinued journals is 0.335, placing it in the medium-risk category and slightly above the national average of 0.157. This indicates a high exposure to this particular risk, suggesting the center is more prone than its national peers to channeling publications through questionable venues. A high proportion of output in such journals is a critical alert regarding due diligence in selecting dissemination channels. This score indicates that a significant portion of its scientific production may be directed to media that do not meet international ethical or quality standards, exposing the institution to severe reputational risks and signaling an urgent need for improved information literacy to avoid wasting resources on 'predatory' or low-quality practices.
With a Z-score of -1.237, the institution shows a very low incidence of hyper-authored publications, performing even better than the low-risk national average of -1.105. This low-profile consistency reflects an absence of risk signals that aligns with, and improves upon, the national standard. Outside of 'Big Science' contexts, a high rate in this indicator can signal author list inflation, which dilutes individual accountability. The institution's very low score suggests that its authorship practices are transparent and appropriately reflect genuine contributions, effectively avoiding the risks of 'honorary' or political authorship.
The institution registers a Z-score of 0.804 in this indicator, a medium-risk signal that is substantially higher than the national average of 0.081. This high exposure suggests the center is more prone than its peers to a dependency on external collaboration for its scientific impact. A wide positive gap, as seen here, signals a sustainability risk where scientific prestige is largely dependent and exogenous, not structural. This result invites critical reflection on whether the institution's excellence metrics stem from its own internal capacity or from strategic positioning in collaborations where it does not exercise intellectual leadership, a crucial consideration for its long-term scientific autonomy.
The institution demonstrates an exemplary Z-score of -1.413, indicating a very low risk of hyperprolific authorship that is even more favorable than the country's already low-risk average of -0.967. This represents a state of total operational silence, with an absence of risk signals that is even below the national baseline. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to risks such as coercive authorship or 'salami slicing.' The institution's exceptionally low score indicates a healthy academic environment where a balance between quantity and quality is maintained, safeguarding the integrity of the scientific record.
The institution's Z-score of -0.268 is identical to the national average, placing both in the very low-risk category. This reflects a perfect integrity synchrony and total alignment with a national environment of maximum scientific security in this area. Excessive dependence on in-house journals can raise conflicts of interest and lead to academic endogamy by bypassing independent external peer review. The institution's very low score demonstrates a clear commitment to global visibility and competitive validation, ensuring its research is scrutinized through standard, independent channels rather than potentially biased internal ones.
With a Z-score of -0.341, the institution maintains a low risk of redundant output, a positive result that stands in contrast to the medium-risk national average of 0.966. This performance highlights the institution's resilience, as its internal controls appear to successfully mitigate a systemic risk prevalent in the country. A high rate of redundant output, or 'salami slicing,' indicates a practice of dividing studies into minimal units to artificially inflate productivity. The institution's low score suggests a culture that prioritizes significant new knowledge over volume, effectively controlling for practices that distort scientific evidence and overburden the peer-review system.
