| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.160 | 1.319 |
|
Retracted Output
|
-0.315 | -0.227 |
|
Institutional Self-Citation
|
0.522 | -0.241 |
|
Discontinued Journals Output
|
-0.441 | -0.470 |
|
Hyperauthored Output
|
-0.489 | 0.823 |
|
Leadership Impact Gap
|
-1.240 | 0.393 |
|
Hyperprolific Authors
|
0.595 | 0.074 |
|
Institutional Journal Output
|
-0.268 | -0.186 |
|
Redundant Output
|
2.301 | -0.240 |
The University of Mons demonstrates a solid foundation in scientific integrity, reflected in an overall risk score of 0.021, which indicates a very low general exposure to questionable research practices. The institution's primary strengths lie in its robust intellectual leadership, with a notable negative gap between its total and self-led research impact, and its commitment to external validation, evidenced by extremely low rates of publication in institutional or discontinued journals. According to SCImago Institutions Rankings data, these integrity strengths support prominent research areas, particularly in Environmental Science (ranked 4th in Belgium), Energy (6th), and Earth and Planetary Sciences (8th). However, to fully align with its mission of achieving "high-level research activities on an international scale" and upholding "excellence," the university must address moderate risks in institutional self-citation, hyperprolific authorship, and redundant publications. These indicators suggest internal pressures that could compromise the quality and external perception of its research, potentially undermining its commitment to excellence. A strategic focus on reinforcing publication ethics and quality-over-quantity metrics will be crucial to safeguarding its reputation and ensuring its regional contributions are built on a foundation of unimpeachable scientific rigor.
The institution presents a Z-score of 1.160, while the national average for Belgium is 1.319. This indicates that the university is effectively managing a risk that appears to be a common characteristic of the national research system. Although its rate of multiple affiliations is at a medium level, it remains below the country's average, suggesting a more controlled approach to collaborative frameworks. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this differentiated management helps moderate the risk of strategic attempts to inflate institutional credit or "affiliation shopping," positioning the university as more rigorous than its national peers in this regard.
With a Z-score of -0.315, compared to the national average of -0.227, the University of Mons exhibits a prudent profile regarding post-publication corrections. This low rate, which is even more favorable than the national standard, points to robust quality control mechanisms. Retractions can be complex events, but a rate significantly below the norm suggests that the institution's pre-publication review processes are effective in minimizing both unintentional errors and potential malpractice. This performance is a positive signal of a healthy integrity culture and responsible scientific supervision.
The institution's Z-score for this indicator is 0.522, a moderate deviation from Belgium's national average of -0.241. This discrepancy highlights a greater sensitivity to this risk factor compared to its national peers. A certain level of self-citation is natural, reflecting the continuity of established research lines. However, this disproportionately higher rate signals a potential for concerning scientific isolation or an 'echo chamber' where the institution validates its own work without sufficient external scrutiny. This value 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 community.
The University of Mons shows a Z-score of -0.441, demonstrating total alignment with the national environment, which has a score of -0.470. This integrity synchrony reflects a shared commitment to maximum scientific security in selecting publication venues. This very low score is a strong indicator of institutional due diligence, confirming that researchers are successfully avoiding channels that do not meet international ethical or quality standards. This protects the university from reputational risks and ensures that research efforts are channeled through credible and enduring platforms.
The institution's Z-score of -0.489 contrasts sharply with the national average of 0.823, showcasing significant institutional resilience. While the country shows a medium-level tendency towards hyper-authorship, the university maintains a low-risk profile, suggesting that its internal control mechanisms effectively mitigate this systemic risk. This acts as a filter against practices like author list inflation or 'honorary' authorships, which can dilute individual accountability. The university's governance appears to successfully distinguish between necessary large-scale collaboration and questionable authorship practices prevalent elsewhere in the system.
With a Z-score of -1.240, the institution demonstrates a preventive isolation from the risk dynamics observed nationally (Z-score of 0.393). The country's medium-risk score suggests a general dependency on external partners for impact, but the University of Mons shows the opposite. Its negative score indicates that the research it leads has a higher impact than its overall collaborative output, signaling strong, sustainable, and independent internal capacity. This result confirms that its scientific prestige is structural and endogenous, stemming from genuine intellectual leadership rather than a strategic positioning in collaborations led by others.
The university's Z-score of 0.595 indicates high exposure to this risk, especially when compared to the national average of 0.074. Although both fall within the medium-risk category, the institution is significantly more prone to showing alert signals in this area. This higher concentration of authors with extreme publication volumes (exceeding 50 articles a year) challenges the perceived limits of meaningful intellectual contribution. This indicator alerts to potential imbalances between quantity and quality, pointing to risks such as coercive authorship or the assignment of authorship without real participation—dynamics that prioritize metrics over the integrity of the scientific record.
The institution's Z-score of -0.268, which is even lower than the national average of -0.186, signifies a state of total operational silence on this indicator. This excellent result shows an absence of risk signals that is even more pronounced than the already secure national environment. By avoiding reliance on its own journals, the university effectively eliminates potential conflicts of interest and the risk of academic endogamy. This commitment to independent, external peer review enhances the global visibility and credibility of its research, demonstrating a clear preference for standard competitive validation over internal 'fast tracks'.
A Z-score of 2.301 marks a moderate deviation from the national context, where the average is -0.240. This significant difference suggests the institution is more sensitive to practices that can artificially inflate productivity metrics. Massive and recurring bibliographic overlap between simultaneous publications often indicates data fragmentation or 'salami slicing.' This high value alerts to the risk that coherent studies may be being divided into minimal publishable units. Such a practice not only distorts the available scientific evidence but also overburdens the peer review system, prioritizing publication volume over the generation of significant new knowledge.
