| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.316 | 0.936 |
|
Retracted Output
|
3.789 | 0.771 |
|
Institutional Self-Citation
|
-0.236 | 0.909 |
|
Discontinued Journals Output
|
-0.324 | 0.157 |
|
Hyperauthored Output
|
-1.195 | -1.105 |
|
Leadership Impact Gap
|
0.430 | 0.081 |
|
Hyperprolific Authors
|
-1.413 | -0.967 |
|
Institutional Journal Output
|
-0.268 | -0.268 |
|
Redundant Output
|
-1.186 | 0.966 |
The Université de Khemis Miliana demonstrates a commendable overall integrity profile, reflected in its score of 0.826. The institution exhibits significant strengths in maintaining responsible authorship and publication practices, with very low risk signals in hyperprolific authorship, redundant output (salami slicing), and publication in institutional journals. However, this solid foundation is critically challenged by a significant risk level in the rate of retracted output, which far exceeds the national average and requires immediate attention. Areas of medium risk, including the rate of multiple affiliations and the gap in impact leadership, also warrant strategic review. According to SCImago Institutions Rankings data, the university's thematic strengths are concentrated in Agricultural and Biological Sciences, Environmental Science, and Mathematics. While the institution's specific mission was not available for this analysis, any commitment to academic excellence and social responsibility is fundamentally undermined by high rates of retractions, which erode trust and scientific validity. To secure its reputation and build upon its strengths, the university is advised to leverage its robust control over authorship integrity to implement rigorous pre-publication quality assurance mechanisms, thereby addressing its primary vulnerability and ensuring its research output is both impactful and reliable.
The institution presents a Z-score of 0.316, which is notably lower than the national average of 0.936. This indicates a more controlled approach to a risk factor that is common within the country. The university appears to have effective differentiated management that moderates the tendency toward multiple affiliations. While such affiliations can be a legitimate result of collaboration, disproportionately high rates can signal strategic attempts to inflate institutional credit. The institution’s more conservative profile suggests a reduced exposure to "affiliation shopping," reflecting a healthier and more transparent representation of its collaborative footprint compared to the national trend.
With a Z-score of 3.789, the institution displays a critical alert, significantly amplifying the vulnerability observed at the national level (0.771). This severe discrepancy suggests that the institution's pre-publication quality control mechanisms may be failing systemically. Retractions are complex, but a rate this far above the average points towards a potential vulnerability in the institutional integrity culture. This is not merely about isolated errors but could indicate recurring malpractice or a lack of methodological rigor that requires immediate and thorough qualitative verification by management to protect the university's scientific reputation.
The institution's Z-score of -0.236 contrasts sharply with the national average of 0.909, demonstrating strong institutional resilience. While the national context shows a tendency towards internal citation, the university effectively mitigates this risk. A certain level of self-citation is natural, but the institution's low rate indicates that its research is validated by the broader scientific community, avoiding the "echo chambers" that can lead to endogamous impact inflation. This reflects a commitment to external scrutiny and ensures its academic influence is based on global recognition rather than internal dynamics.
The institution shows a Z-score of -0.324, a low-risk signal that stands in positive contrast to the national average of 0.157. This demonstrates effective institutional resilience and filtering mechanisms. The university successfully avoids the systemic risk, more common in its environment, of publishing in journals that fail to meet international standards. This prudent selection of dissemination channels is a critical strength, as it protects the institution from the severe reputational damage and wasted resources associated with 'predatory' or low-quality practices, indicating strong information literacy among its researchers.
With a Z-score of -1.195, the institution shows a very low risk level, consistent with the low-risk national standard (-1.105). This alignment demonstrates low-profile consistency, where the absence of risk signals matches the national environment. This indicates that the institution maintains transparent and accountable authorship practices. The data suggests that cases of author list inflation or the inclusion of 'honorary' authors are not a concern, reinforcing a culture where individual contributions are clearly and appropriately credited.
The institution's Z-score of 0.430 is higher than the national average of 0.081, indicating a high exposure to this particular risk, even though both operate within a medium-risk context. This wider gap suggests that the institution's scientific prestige may be more dependent on external collaborations where it does not exercise intellectual leadership. A high value here signals a potential sustainability risk, inviting reflection on whether its strong impact metrics are derived from genuine internal capacity or from strategic positioning in partnerships. Strengthening internal research leadership would be key to ensuring long-term, structural excellence.
The institution's Z-score of -1.413 is exceptionally low, falling even below the very low-risk national average of -0.967. This signals a state of total operational silence regarding this risk indicator. The data strongly suggests a healthy balance between quantity and quality in research production. By avoiding extreme individual publication volumes, the institution effectively mitigates risks such as coercive authorship or the assignment of credit without meaningful participation, thereby upholding the integrity of its scientific record and fostering a sustainable research environment.
The institution's Z-score of -0.268 is identical to the national average, placing both in the very low-risk category. This reflects perfect integrity synchrony and a shared commitment to avoiding potential conflicts of interest. By not relying on in-house journals, the institution ensures its research undergoes independent external peer review, which is essential for global visibility and competitive validation. This practice demonstrates a mature publication strategy that prioritizes international standards over internal 'fast tracks' that could inflate productivity without rigorous scrutiny.
With a Z-score of -1.186, the institution demonstrates a state of preventive isolation from a risk that is moderately present at the national level (0.966). This is a significant strength, indicating that the university does not replicate the risk dynamics observed in its environment. The very low score suggests a strong institutional culture that values substantive, coherent studies over the artificial inflation of productivity through data fragmentation. This commitment to publishing significant new knowledge, rather than minimal publishable units, protects the integrity of the scientific record and the efficiency of the peer-review system.
