| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.119 | 0.936 |
|
Retracted Output
|
-0.324 | 0.771 |
|
Institutional Self-Citation
|
2.017 | 0.909 |
|
Discontinued Journals Output
|
0.289 | 0.157 |
|
Hyperauthored Output
|
-1.059 | -1.105 |
|
Leadership Impact Gap
|
-1.061 | 0.081 |
|
Hyperprolific Authors
|
-1.043 | -0.967 |
|
Institutional Journal Output
|
-0.268 | -0.268 |
|
Redundant Output
|
-0.011 | 0.966 |
Universite Mohamed Boudiaf - M'sila presents a balanced integrity profile, with an overall score of -0.064 that indicates general alignment with global scientific standards. The institution demonstrates significant strengths in maintaining intellectual autonomy and individual accountability, evidenced by very low risk signals in the impact gap of its research, the rate of hyperprolific authors, and publication in its own journals. However, this solid foundation is contrasted by areas of medium risk, specifically in the rates of multiple affiliations, institutional self-citation, and publication in discontinued journals, where the university shows higher exposure than the national average. These vulnerabilities require strategic attention to safeguard the reputation built upon its recognized thematic strengths. According to SCImago Institutions Rankings data, the university holds prominent national positions in key areas such as Environmental Science (ranked 5th in Algeria), Energy (6th), Physics and Astronomy (7th), and Social Sciences (9th). While a formal mission statement was not available for this analysis, any institutional goal centered on excellence and social responsibility is directly threatened by risks that could suggest academic endogamy or a lack of due diligence in publication channels. To fully leverage its thematic leadership, it is recommended that the university focuses on strengthening its internal governance and quality assurance mechanisms to mitigate these specific risks, thereby ensuring its contributions are not only nationally relevant but also globally validated and impactful.
The institution's Z-score for the Rate of Multiple Affiliations is 1.119, which is notably higher than the national average of 0.936. This suggests that the university is more susceptible to this particular risk dynamic than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this elevated rate warrants a closer look as it can signal strategic attempts to inflate institutional credit or “affiliation shopping.” This practice could dilute the university's distinct academic identity and create ambiguity in research attribution. A review of affiliation policies is recommended to ensure they promote genuine collaboration without incentivizing the artificial inflation of institutional metrics.
With a Z-score of -0.324, the institution demonstrates a low-risk profile in retracted publications, a positive sign when compared to the country's medium-risk average of 0.771. This suggests the presence of effective institutional resilience, where internal control mechanisms appear to successfully mitigate the systemic risks observed at the national level. Retractions are complex events, and a low rate indicates that the university's pre-publication quality control and supervision mechanisms are likely functioning well, preventing the kind of recurring malpractice or lack of methodological rigor that can lead to higher retraction rates. This performance points to a healthy integrity culture regarding the correction of the scientific record.
The university shows a Z-score of 2.017 for institutional self-citation, a figure significantly above the national average of 0.909. This indicates a high level of exposure to this risk, suggesting that the institution is more prone to this behavior than its peers. A certain level of self-citation is natural, reflecting the continuity of research lines. However, this disproportionately high rate can signal concerning scientific isolation or 'echo chambers' where the institution validates its own work without sufficient external scrutiny. This pattern warns of the risk of endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than by broader recognition from the global scientific community.
The institution's Z-score for publications in discontinued journals is 0.289, moderately higher than the national average of 0.157. This finding suggests the university has a greater exposure to this risk compared to the national landscape. A high proportion of output in such journals constitutes a critical alert regarding due diligence in selecting dissemination channels. This Z-score indicates that a portion of the university's scientific production is being channeled through media that may not meet international ethical or quality standards. This exposes the institution to severe reputational risks and suggests a need to enhance information literacy among researchers to avoid wasting resources on 'predatory' or low-quality publication practices.
The institution's Z-score for hyper-authored output is -1.059, which is statistically equivalent to the national average of -1.105. This alignment indicates a state of normality, where the university's practices regarding author lists are consistent with the expectations for its context and size. The low-risk level suggests that the institution effectively distinguishes between necessary massive collaboration in "Big Science" fields and inappropriate practices like 'honorary' or political authorship, thereby maintaining transparency and individual accountability in its research publications.
The university demonstrates exceptional strength in this area, with a Z-score of -1.061, which contrasts sharply with the national medium-risk average of 0.081. This result reflects a form of preventive isolation, where the institution successfully avoids the risk dynamics observed elsewhere in the country. A very wide positive gap can signal that prestige is dependent and exogenous; however, this university's very low score indicates that its scientific prestige is structural and built on genuine internal capacity. This is a key indicator of scientific maturity and autonomy, showing that excellence metrics result from research where the institution exercises clear intellectual leadership.
With a Z-score of -1.043, the institution shows a complete absence of risk signals related to hyperprolific authors, performing even better than the already low national average of -0.967. This state of total operational silence is a strong indicator of a healthy research environment. It suggests that the university's culture prioritizes quality over sheer quantity, effectively discouraging practices such as coercive authorship or data fragmentation. This very low risk level reinforces the idea that authorship is granted for meaningful intellectual contribution, upholding the integrity of the scientific record.
The institution's Z-score of -0.268 for output in its own journals is identical to the national average, reflecting perfect integrity synchrony with a secure national environment. This alignment on a very low-risk indicator is highly positive. It demonstrates that the university avoids the potential conflicts of interest and academic endogamy associated with excessive dependence on in-house journals. By favoring external, independent peer review, the institution ensures its scientific production undergoes standard competitive validation, which enhances its global visibility and credibility.
The institution's Z-score for redundant output is -0.011, a low-risk value that stands in favorable contrast to the national medium-risk average of 0.966. This disparity highlights the university's institutional resilience, as its internal controls appear to effectively mitigate a risk that is more prevalent at the country level. A low score in this indicator suggests that the university successfully discourages 'salami slicing,' the practice of dividing a single study into minimal publishable units to inflate productivity. This commitment to publishing significant, coherent findings protects the integrity of scientific evidence and respects the academic review system.
