| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
2.336 | 0.936 |
|
Retracted Output
|
-0.371 | 0.771 |
|
Institutional Self-Citation
|
0.480 | 0.909 |
|
Discontinued Journals Output
|
-0.316 | 0.157 |
|
Hyperauthored Output
|
-1.241 | -1.105 |
|
Leadership Impact Gap
|
0.883 | 0.081 |
|
Hyperprolific Authors
|
-1.413 | -0.967 |
|
Institutional Journal Output
|
-0.268 | -0.268 |
|
Redundant Output
|
-0.093 | 0.966 |
Universite de Ghardaia presents a robust yet nuanced scientific integrity profile, with an overall score of -0.108 indicating performance slightly above the global average. The institution demonstrates exceptional strengths in maintaining low-risk research practices, particularly in preventing hyperprolific authorship, honorary authorship, and excessive reliance on institutional journals. Furthermore, it shows remarkable resilience by effectively mitigating national trends related to retractions, publication in discontinued journals, and redundant output. These strengths provide a solid foundation for its recognized academic performance in key thematic areas such as Agricultural and Biological Sciences, Environmental Science, and Mathematics. However, this positive outlook is counterbalanced by significant vulnerabilities in the rates of multiple affiliations and a notable dependency on external collaborations for scientific impact, both of which exceed national averages. As the institution's specific mission statement was not available for this analysis, it is crucial to note that such risks could undermine any strategic goal centered on authentic academic excellence and sustainable leadership. An overemphasis on metrics can conflict with core values of integrity and social responsibility. The primary recommendation is to leverage the institution's clear governance strengths to address these specific vulnerabilities, thereby building a more autonomous and resilient research ecosystem that fully aligns its operational integrity with its thematic prowess.
The institution exhibits a Z-score of 2.336 in this area, a figure significantly higher than the national average of 0.936. This result suggests that while a medium level of multiple affiliations is a systemic pattern within the country, the university shows a particularly high exposure to this dynamic. While multiple affiliations can be a legitimate outcome of valuable partnerships, the institution's pronounced rate warrants a strategic review. Such a high value can signal that affiliations are being used strategically to inflate institutional credit or that researchers are engaging in “affiliation shopping,” a practice that could dilute the institution's unique brand and misrepresent its core research capacity.
With a Z-score of -0.371, the institution demonstrates a low rate of retracted publications, contrasting sharply with the medium-risk national average of 0.771. This indicates a high degree of institutional resilience, where internal control mechanisms appear to be successfully mitigating systemic risks present in the wider environment. A low rate of retractions suggests that the university's quality control and supervision processes prior to publication are robust and effective. This performance signifies a healthy culture of integrity and methodological rigor, preventing the kind of recurring errors or malpractice that can lead to a high volume of retractions elsewhere.
The university's Z-score for institutional self-citation is 0.480, placing it in the medium-risk category, yet this is notably lower than the national average of 0.909. This differential suggests a more controlled approach to a risk that is common throughout the country's research system. While a certain level of self-citation reflects the natural progression of research lines, the institution appears to be managing this practice more effectively than its peers, reducing the risk of creating scientific 'echo chambers'. This differentiated management helps ensure its work is validated by the broader scientific community, thereby avoiding the perception of endogamous impact inflation where influence is oversized by internal dynamics.
The institution maintains a low-risk Z-score of -0.316 for publications in discontinued journals, performing significantly better than the national medium-risk average of 0.157. This demonstrates strong institutional resilience and effective filtering of low-quality publication venues. This positive result indicates that the university's researchers exercise strong due diligence in selecting dissemination channels, successfully avoiding the reputational and resource-wasting risks associated with 'predatory' or substandard journals. This practice protects the institution's scientific record and suggests a high level of information literacy among its academic staff, a clear strength compared to the national context.
With a Z-score of -1.241, the institution shows a very low incidence of hyper-authored publications, a rate that is even more conservative than the country's already low-risk score of -1.105. This near-absence of risk signals is consistent with the national standard but demonstrates an even higher level of control. The data strongly suggests that, for the disciplines prevalent at the university, authorship practices are transparent and accountable. This low-profile consistency serves as a positive indicator that the institution effectively avoids the risks of author list inflation and honorary authorships, ensuring that credit is assigned appropriately and individual contributions remain clear.
The institution presents a Z-score of 0.883 in this indicator, a medium-risk value that is substantially higher than the national average of 0.081. This reveals a high degree of exposure to a critical sustainability risk. The wide positive gap suggests that while the university's overall scientific impact is significant, much of this prestige is dependent on external collaborations where its researchers do not hold intellectual leadership. This reliance on exogenous impact poses a long-term risk, raising questions about whether the institution's excellent metrics are a result of its own structural capacity or a strategic positioning in partnerships. It invites a deep reflection on building and showcasing endogenous research leadership.
The university's Z-score of -1.413 is exceptionally low, indicating a complete operational silence on this risk indicator and surpassing the country's already very low-risk benchmark of -0.967. This absence of signals, even below the strong national average, points to an exemplary research environment. It suggests a culture that prioritizes quality and meaningful intellectual contribution over sheer publication volume. This result effectively rules out concerns associated with hyper-prolificacy, such as coercive authorship or data fragmentation, and indicates a healthy balance between productivity and the integrity of the scientific record.
With a Z-score of -0.268, which is identical to the national average, the institution demonstrates perfect synchrony with a secure national environment regarding this indicator. This total alignment at a very low-risk level is a mark of integrity. It shows that the university avoids over-reliance on its in-house journals, thus mitigating potential conflicts of interest where an institution acts as both judge and party. By channeling its research through external, independent peer-review processes, the university ensures its scientific output is validated competitively, enhances its global visibility, and avoids any perception of academic endogamy.
The institution records a low-risk Z-score of -0.093 for redundant output, a figure that stands in positive contrast to the medium-risk national average of 0.966. This gap highlights the university's institutional resilience and its ability to curb practices that are more prevalent in its environment. The low score indicates that researchers are focused on producing coherent, significant studies rather than artificially inflating productivity by fragmenting a single body of work into 'minimal publishable units.' This commitment to substance over volume strengthens the reliability of the institution's scientific contributions and shows respect for the academic review system.