| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.461 | -0.033 |
|
Retracted Output
|
-0.137 | -0.277 |
|
Institutional Self-Citation
|
-0.456 | -0.383 |
|
Discontinued Journals Output
|
-0.498 | -0.494 |
|
Hyperauthored Output
|
-0.424 | 0.843 |
|
Leadership Impact Gap
|
-0.627 | 0.085 |
|
Hyperprolific Authors
|
-1.413 | 0.444 |
|
Institutional Journal Output
|
-0.268 | -0.245 |
|
Redundant Output
|
-0.255 | -0.302 |
HU University of Applied Sciences Utrecht demonstrates a robust scientific integrity profile, reflected in an overall risk score of -0.251. The institution's primary strengths lie in its exceptional governance, showing very low risk in areas such as publication in discontinued journals, hyperprolific authorship, and use of institutional journals. Furthermore, the university exhibits remarkable resilience, maintaining low-risk levels for hyper-authorship and impact dependency, in contrast to higher-risk trends observed nationally. The only significant point for review is a medium-risk signal in the Rate of Multiple Affiliations. The institution's strong academic standing is evident in its national rankings within the SCImago Institutions Rankings data, particularly in Computer Science (14th), Medicine (17th), and Social Sciences (18th). This solid integrity foundation is crucial for its mission to provide high-quality education to a diverse student body. The identified risk in affiliations, while potentially linked to its applied nature and professional partnerships, must be managed carefully to ensure that its reputation for reliability and quality remains uncompromised. We recommend a qualitative review of affiliation policies to align them with best practices, thereby reinforcing the institution's commitment to responsible and impactful education.
The institution presents a Z-score of 1.461, which contrasts with the national average of -0.033. This represents a moderate deviation from the country's low-risk standard, indicating that the university shows a greater sensitivity to this particular risk factor than its peers. While multiple affiliations are often a legitimate result of partnerships, such as those between universities and teaching hospitals, a disproportionately high rate can signal strategic attempts to inflate institutional credit. Given the institution's focus on applied sciences, these affiliations may be a natural outcome of its mission; however, the divergence from the national norm suggests that a review of affiliation practices is prudent to ensure they are driven by genuine collaboration rather than "affiliation shopping."
With a Z-score of -0.137, the institution's performance is within the low-risk category, though slightly higher than the national average of -0.277. This minor difference points to an incipient vulnerability that warrants review before it escalates. Retractions are complex events, and a low rate is not indicative of a systemic problem. However, this signal suggests that a proactive review of pre-publication quality control mechanisms could be beneficial. Strengthening these processes would help ensure that potential methodological errors are caught internally, reinforcing the institution's commitment to a culture of integrity and responsible supervision.
The institution's Z-score of -0.456 is not only in the low-risk category but is also more favorable than the national average of -0.383. This demonstrates a prudent profile, suggesting that the university manages its citation practices with more rigor than the national standard. A certain level of self-citation is natural, but the institution's low rate indicates it successfully avoids the risks of creating scientific 'echo chambers' or endogamous impact inflation. This performance reflects healthy engagement with the global academic community, where its work is validated through broad external scrutiny rather than by internal dynamics.
The institution's Z-score of -0.498 is virtually identical to the national average of -0.494, placing both in the very low-risk category. This indicates a state of integrity synchrony, reflecting total alignment with a national environment of maximum scientific security. A low rate is a critical sign of due diligence in selecting dissemination channels. This result confirms that the institution's researchers are effectively channeling their work through reputable media that meet international ethical and quality standards, thereby avoiding severe reputational risks and demonstrating excellent information literacy.
With a low-risk Z-score of -0.424, the institution stands in stark contrast to the national medium-risk average of 0.843. This gap highlights a significant institutional resilience, where internal control mechanisms appear to effectively mitigate systemic risks present in the wider environment. While extensive author lists are legitimate in 'Big Science,' a pattern of hyper-authorship elsewhere can indicate inflation of author lists. The university's low score suggests its authorship practices are transparent and accountable, successfully distinguishing between necessary massive collaboration and potentially dilutive 'honorary' authorship.
The institution's Z-score of -0.627 is firmly in the low-risk category, differing significantly from the national medium-risk score of 0.085. This demonstrates strong institutional resilience, as the university avoids a national trend where scientific prestige may be more dependent on external collaborations. A low score in this indicator suggests that the institution's impact is not overly reliant on partners and is instead driven by its own structural capacity for intellectual leadership. This signals a sustainable and robust research ecosystem where excellence is generated from within.
The institution's Z-score of -1.413 is exceptionally low, marking a clear case of preventive isolation from the national context, which registers a medium-risk score of 0.444. The university does not replicate the risk dynamics observed in its environment. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and create imbalances between quantity and quality. The institution's very low rate in this area is a strong positive signal, indicating a culture that prioritizes the integrity of the scientific record over the simple inflation of metrics, effectively preventing risks like coercive or unmerited authorship.
With a Z-score of -0.268, the institution aligns perfectly with the national average of -0.245, both of which are in the very low-risk tier. This reflects integrity synchrony and a shared commitment to best practices within the country. By avoiding dependence on in-house journals, the institution mitigates potential conflicts of interest and the risk of academic endogamy. This practice ensures that its scientific production consistently undergoes independent external peer review, which is essential for achieving global visibility and securing validation through standard competitive channels.
The institution's Z-score of -0.255 is closely aligned with the national average of -0.302, indicating a state of statistical normality. The risk level is as expected for its context and size, showing no significant deviation from national practices. This low score suggests that the institution effectively avoids the practice of 'salami slicing,' where studies are fragmented into minimal publishable units to artificially inflate productivity. The data indicates a healthy focus on publishing coherent, significant new knowledge rather than prioritizing publication volume, thereby upholding the integrity of the scientific evidence base.