| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.627 | 0.936 |
|
Retracted Output
|
0.136 | 0.771 |
|
Institutional Self-Citation
|
0.622 | 0.909 |
|
Discontinued Journals Output
|
-0.294 | 0.157 |
|
Hyperauthored Output
|
-1.167 | -1.105 |
|
Leadership Impact Gap
|
0.406 | 0.081 |
|
Hyperprolific Authors
|
-1.240 | -0.967 |
|
Institutional Journal Output
|
-0.268 | -0.268 |
|
Redundant Output
|
0.898 | 0.966 |
Universite de Bejaia presents a balanced scientific integrity profile, with an overall score of -0.068 indicating performance that is closely aligned with the expected global baseline. This stability provides a solid foundation for addressing specific areas of moderate risk while leveraging significant disciplinary strengths. According to SCImago Institutions Rankings data, the university demonstrates national leadership and excellence in several key fields, most notably ranking #1 in Algeria for Pharmacology, Toxicology and Pharmaceutics, #3 for Arts and Humanities, and holding Top 5 positions in Business, Management and Accounting, and Energy. While the institution's formal mission was not available for this analysis, these medium-risk signals—particularly concerning impact dependency and publication strategies—could challenge any mission centered on achieving sustainable academic excellence and upholding social responsibility through credible, high-quality research. By proactively addressing these vulnerabilities, the university can better safeguard its reputation, ensure its research contributions are robust and independently validated, and more effectively translate its clear thematic strengths into lasting, sovereign scientific impact.
The institution's Z-score for multiple affiliations is 0.627, a figure that, while indicating a medium level of activity, is notably lower than the national average of 0.936. This suggests a pattern of differentiated management where the university successfully moderates a risk that appears more common 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 university's more controlled rate indicates a healthier approach, suggesting its collaborative practices are less prone to "affiliation shopping" and are better governed than the national trend.
With a Z-score of 0.136, the university's rate of retracted publications is significantly lower than the national average of 0.771. This demonstrates a clear case of differentiated management, where the institution effectively mitigates a risk that is more pronounced in its environment. Retractions can sometimes reflect responsible error correction, but a high rate often points to systemic failures in pre-publication quality control. The university’s lower score suggests its integrity culture and methodological rigor are more robust than the national standard, indicating that its mechanisms for preventing malpractice or serious errors are functioning more effectively than those of its peers.
The university's rate of institutional self-citation corresponds to a Z-score of 0.622, which is considerably more moderate than the national average of 0.909. This points to effective management of a risk that is more prevalent nationally. A certain level of self-citation is natural, but high rates can create 'echo chambers' that inflate impact through endogamous validation. By maintaining a lower rate, the institution demonstrates a stronger orientation towards external scrutiny and global community recognition, successfully avoiding the degree of scientific isolation and potential impact inflation observed elsewhere in the country.
The institution shows a Z-score of -0.294 for publications in discontinued journals, a low-risk signal that contrasts sharply with the medium-risk national average of 0.157. This performance highlights strong institutional resilience, as its control mechanisms appear to successfully mitigate a systemic risk present in the country. A high proportion of output in such journals is a critical alert for poor due diligence in selecting dissemination channels. The university’s low score indicates that its researchers are effectively guided away from predatory or low-quality media, protecting its reputation and resources from unethical publishing practices.
With a Z-score of -1.167, the university shows a near-total absence of risk signals for hyper-authored publications, a profile that is even stronger than the low-risk national average of -1.105. This low-profile consistency reflects a well-governed academic environment. While extensive author lists are legitimate in 'Big Science,' their appearance elsewhere can indicate author list inflation that dilutes accountability. The university's excellent score confirms its authorship practices are transparent and aligned with international standards, effectively distinguishing necessary large-scale collaboration from honorary or unjustified attributions.
The institution's Z-score for this indicator is 0.406, revealing a significantly wider gap than the national average of 0.081. This suggests a high exposure to sustainability risks related to scientific prestige. A large positive gap, where overall impact is much higher than the impact of institution-led research, signals that academic influence may be overly dependent on external partners. This result invites strategic reflection on whether the university's excellence metrics stem from its own structural capacity or from a positioning in collaborations where it does not exercise primary intellectual leadership, a vulnerability more pronounced here than in the rest of the country.
The university demonstrates an exemplary Z-score of -1.240 in this area, indicating a total operational silence on this risk, a signal even stronger than the secure national average of -0.967. This complete absence of risk confirms that the institution is free from cases of extreme individual publication volumes that could challenge the limits of meaningful intellectual contribution. It points to a healthy research culture that prioritizes quality and scientific integrity over sheer quantity, effectively preventing practices such as coercive authorship or the assignment of credit without real participation.
With a Z-score of -0.268, identical to the national average, the university demonstrates perfect integrity synchrony with a secure national environment. This alignment shows a strong commitment to external, independent peer review for its scientific output. Excessive reliance on in-house journals can create conflicts of interest and academic endogamy. The university’s minimal rate confirms that its internal channels are not used as 'fast tracks' to inflate publication records, ensuring its research undergoes standard competitive validation and achieves global visibility.
The university's Z-score for redundant output is 0.898, a figure slightly below the national average of 0.966. This indicates a degree of differentiated management, where the institution moderates a practice that is a common, medium-level risk across the country. High bibliographic overlap between publications can signal 'salami slicing'—the fragmentation of a study into minimal units to artificially inflate productivity. While this risk is present, the university appears to manage this tendency with slightly more control than its national peers, suggesting a culture that better encourages the publication of complete, significant studies.
