| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
2.543 | 1.319 |
|
Retracted Output
|
-0.155 | -0.227 |
|
Institutional Self-Citation
|
-0.604 | -0.241 |
|
Discontinued Journals Output
|
-0.473 | -0.470 |
|
Hyperauthored Output
|
0.231 | 0.823 |
|
Leadership Impact Gap
|
-0.035 | 0.393 |
|
Hyperprolific Authors
|
-0.246 | 0.074 |
|
Institutional Journal Output
|
-0.268 | -0.186 |
|
Redundant Output
|
-0.200 | -0.240 |
Hasselt University demonstrates a robust and well-managed scientific integrity profile, with an overall risk score of 0.031 that indicates a performance in line with global standards and largely free of systemic vulnerabilities. The institution's primary strengths lie in its exceptional control over academic endogamy, evidenced by a near-zero rate of publication in institutional journals and a prudent self-citation pattern. Furthermore, the university shows remarkable resilience, maintaining low-risk levels for hyperprolific authorship and impact dependency, even when these are moderate concerns at the national level. The main area requiring attention is a higher-than-average rate of multiple affiliations, which presents a moderate risk. According to SCImago Institutions Rankings data, the university's research excellence is particularly notable in key areas such as Energy (ranked 5th in Belgium), Physics and Astronomy (6th), and Engineering (8th). This strong integrity profile directly supports its mission as a "civic university" committed to benefiting society. By ensuring its research is transparent, externally validated, and driven by genuine internal leadership, Hasselt University upholds the core values of making society "smarter, more agile and better," reinforcing that true innovation and social engagement are built on a foundation of impeccable scientific practice. A continued focus on monitoring collaborative affiliations will ensure this solid foundation remains secure.
The institution's Z-score for this indicator is 2.543, while the national average is 1.319. Although both the university and the country operate at a medium-risk level, the institution shows a greater propensity for this risk than its national peers. This suggests a higher exposure to practices that, while often legitimate results of researcher mobility or partnerships, can signal strategic attempts to inflate institutional credit or “affiliation shopping” when rates are disproportionately high. This elevated signal warrants a review to ensure that all affiliations are substantive and transparently managed, aligning collaborative practices with the university's core mission.
With a Z-score of -0.155, the institution's rate of retracted output is low, but it is slightly higher than the national standard of -0.227. This subtle difference suggests an incipient vulnerability that warrants observation. While retractions can signify responsible supervision, a rate that begins to creep above the norm can be an early warning that quality control mechanisms prior to publication may have room for improvement. Monitoring this indicator is advisable to ensure that the university's integrity culture remains robust and that any potential for recurring malpractice or lack of methodological rigor is addressed proactively.
The institution demonstrates a prudent and externally-focused research culture, with a Z-score of -0.604, which is significantly lower than the national average of -0.241. This indicates that the university manages its citation practices with more rigor than the national standard. Such a low rate of institutional self-citation effectively mitigates the risk of creating scientific 'echo chambers' or endogamous impact inflation. It strongly suggests that the institution's academic influence is being genuinely validated by the global scientific community, rather than being oversized by internal dynamics.
The institution's performance is in perfect synchrony with the national environment, which shows maximum security in this area. The university's Z-score of -0.473 is nearly identical to the country's score of -0.470, indicating a complete alignment and an absence of risk signals. This demonstrates excellent due diligence in the selection of publication venues, effectively protecting the institution from the severe reputational risks associated with channeling scientific production through media that fail to meet international ethical or quality standards. This practice ensures that research efforts are not wasted on 'predatory' or low-quality outlets.
The institution showcases differentiated management by effectively moderating a risk that is more common in the national context. With a Z-score of 0.231, which is substantially lower than the country's medium-risk score of 0.823, the university demonstrates a more controlled and transparent approach to authorship. This suggests a successful institutional culture that distinguishes between necessary, large-scale collaboration and potentially problematic practices like 'honorary' authorship, thereby reinforcing individual accountability and the integrity of its research contributions.
The institution exhibits notable resilience by avoiding a systemic risk present at the national level. While the country shows a medium-level risk (Z-score: 0.393), indicating a dependency on external partners for impact, the university's Z-score of -0.035 signals a negligible gap. This is a strong indicator that the institution's scientific prestige is structural and sustainable, stemming from genuine internal capacity and intellectual leadership rather than being an exogenous result of strategic positioning in collaborations. This reflects a robust and self-sufficient research ecosystem.
The university demonstrates strong institutional resilience, effectively mitigating risks related to extreme publication volumes that are more apparent in the national system. The institution's low-risk Z-score of -0.246 contrasts sharply with the country's medium-risk score of 0.074. This indicates that the university fosters an environment that balances productivity with quality, successfully avoiding the potential for dynamics such as coercive authorship or assigning credit without real participation. This control helps safeguard the integrity of the scientific record by prioritizing meaningful intellectual contribution over sheer metrics.
In a national environment already characterized by very low risk, the institution sets an even higher standard of integrity. Its Z-score of -0.268 is lower than the country's already minimal score of -0.186, signifying a total operational silence in this area. This complete absence of reliance on in-house journals ensures that the university's research output consistently undergoes independent, external peer review, thereby avoiding any potential conflicts of interest or academic endogamy. This practice maximizes the global visibility and competitive validation of its scientific production.
The institution's performance regarding redundant publications aligns with statistical normality for its context. Its Z-score of -0.200 is very close to the national average of -0.240, indicating that the risk level is low and as expected. This suggests that the practice of fragmenting a coherent study into 'minimal publishable units' to artificially inflate productivity is not a systemic issue. The university's research culture appears to appropriately prioritize the generation of significant new knowledge over the maximization of publication volume, thereby protecting the integrity of the scientific evidence base.
