| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
6.119 | 0.936 |
|
Retracted Output
|
-0.240 | 0.771 |
|
Institutional Self-Citation
|
-1.542 | 0.909 |
|
Discontinued Journals Output
|
-0.050 | 0.157 |
|
Hyperauthored Output
|
-0.863 | -1.105 |
|
Leadership Impact Gap
|
1.971 | 0.081 |
|
Hyperprolific Authors
|
-1.413 | -0.967 |
|
Institutional Journal Output
|
-0.268 | -0.268 |
|
Redundant Output
|
-1.186 | 0.966 |
With an overall integrity score of 0.281, the Universite de Tissemsilt presents a dual profile characterized by exceptional control in several key areas of research conduct, contrasted with critical vulnerabilities that require immediate strategic attention. The institution demonstrates remarkable strengths, with very low risk signals in Institutional Self-Citation, Hyperprolific Authorship, Redundant Output, and publication in its own journals. This foundation suggests robust internal policies that effectively curb academic endogamy and individual malpractice. However, this is offset by a significant risk in the Rate of Multiple Affiliations and a medium risk in the dependency on external collaborations for impact. Thematically, the institution shows notable positioning in Engineering and Physics and Astronomy, according to SCImago Institutions Rankings data. While the institution's specific mission was not available for this analysis, the identified risks—particularly those suggesting a pursuit of credit inflation and a reliance on external leadership—pose a direct challenge to the universal academic values of excellence, transparency, and sustainable development. To build a more resilient and reputable scientific profile, it is recommended that the university leverages its clear strengths in research integrity to develop and implement targeted policies that address affiliation strategies and foster greater intellectual leadership in its collaborations.
The institution exhibits a Z-score of 6.119 in this indicator, a value that represents a critical alert, particularly when compared to the national average of 0.936. This finding suggests that the university is not merely reflecting a national trend but is significantly amplifying a vulnerability present in the wider system. While multiple affiliations can be legitimate, such a disproportionately high rate signals a potential systemic issue. It raises concerns about strategic attempts to inflate institutional credit or practices of “affiliation shopping,” where researchers may be encouraged to list multiple affiliations to maximize visibility and rankings. This dynamic warrants an urgent internal review to ensure that affiliation policies are transparent and reflect substantive collaboration rather than metric-driven inflation.
With a Z-score of -0.240, the institution demonstrates a very low incidence of retracted publications, a positive signal that contrasts sharply with the medium-risk national average of 0.771. This discrepancy indicates a notable level of institutional resilience, suggesting that internal control mechanisms are effectively mitigating systemic risks prevalent in the country. A low rate of retractions points towards robust quality control and supervision processes prior to publication. Rather than facing systemic failures, the university appears to maintain a strong integrity culture that successfully prevents the kind of recurring malpractice or lack of methodological rigor that can lead to a high volume of retractions.
The institution's Z-score of -1.542 is exceptionally low, positioning it as a model of integrity against the national average of 0.909, which indicates a medium level of risk. This demonstrates a clear case of preventive isolation, where the university actively avoids the risk dynamics observed in its environment. A certain level of self-citation is natural, but the institution’s very low rate shows it is not operating within a scientific 'echo chamber.' This commitment to external validation is a significant strength, suggesting that the institution's academic influence is earned through genuine recognition by the global community rather than being inflated by endogamous or internal dynamics.
The university's Z-score of -0.050 is in the low-risk range, a favorable position compared to the national medium-risk average of 0.157. This difference highlights the institution's resilience and suggests its researchers exercise greater due diligence in selecting publication venues than their national peers. By avoiding journals that fail to meet international ethical or quality standards, the institution effectively protects its reputation and resources. This indicates that its researchers are better informed and less likely to fall prey to 'predatory' or low-quality publishing practices, safeguarding the long-term value of their scientific output.
The institution's Z-score for hyper-authorship is -0.863, which, while in the low-risk category, is slightly higher than the national average of -1.105. This subtle difference points to an incipient vulnerability that warrants monitoring. Although the overall risk is low and does not suggest widespread issues, the slight elevation compared to the national baseline indicates that some research areas may be approaching a threshold where author lists could become inflated. It serves as a signal to proactively review authorship guidelines to ensure they continue to promote transparency and individual accountability, clearly distinguishing between necessary large-scale collaboration and potentially 'honorary' authorship practices.
With a Z-score of 1.971, the institution shows a medium-risk signal that is significantly more pronounced than the national average of 0.081. This high exposure indicates that the university is particularly prone to a dependency on external collaborations for its scientific impact. The wide positive gap suggests that while the institution participates in high-impact research, its own intellectual leadership in these projects is limited. This creates a sustainability risk, as its scientific prestige appears to be largely exogenous and dependent on partners, rather than stemming from its own structural capacity. This finding invites a strategic reflection on how to cultivate more internal research leadership to ensure long-term academic sovereignty.
The institution's Z-score of -1.413 is in the very low-risk category and is notably lower than the already low national average of -0.967. This result signifies a state of total operational silence regarding this risk, indicating an exceptionally healthy research environment. The absence of hyperprolific authors suggests a strong institutional culture that prioritizes quality and meaningful intellectual contribution over sheer publication volume. This effectively prevents risks such as coercive authorship or the assignment of authorship without real participation, reinforcing the integrity of the scientific record and promoting a balanced approach to academic productivity.
The university's Z-score of -0.268 is identical to the national average, placing both in the very low-risk category. This perfect alignment demonstrates integrity synchrony, showing that the institution operates in full concert with a national environment of maximum scientific security in this regard. By avoiding excessive dependence on its own journals, the university mitigates potential conflicts of interest and ensures its scientific production undergoes independent external peer review. This practice enhances the global visibility and credibility of its research, confirming a commitment to competitive validation over the use of internal channels as potential 'fast tracks' for publication.
With a Z-score of -1.186, the institution shows a very low risk of redundant output, a result that stands in stark contrast to the medium-risk national average of 0.966. This clear divergence highlights a case of preventive isolation, where the university successfully insulates itself from a problematic national trend. The low score indicates that the institution's researchers are not engaging in 'salami slicing'—the practice of fragmenting a single study into multiple minimal publications to artificially inflate productivity. This commitment to publishing coherent, significant work demonstrates respect for the scientific record and the peer-review system, prioritizing the advancement of knowledge over metric inflation.