| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.292 | 0.431 |
|
Retracted Output
|
-0.193 | -0.156 |
|
Institutional Self-Citation
|
-0.230 | -0.509 |
|
Discontinued Journals Output
|
-0.453 | -0.380 |
|
Hyperauthored Output
|
0.692 | 0.181 |
|
Leadership Impact Gap
|
-0.312 | -0.016 |
|
Hyperprolific Authors
|
0.051 | -0.414 |
|
Institutional Journal Output
|
-0.268 | -0.268 |
|
Redundant Output
|
-0.394 | -0.114 |
University College Dublin (UCD) demonstrates a robust scientific integrity profile, with an overall risk score of -0.153 that indicates a performance well-aligned with international best practices. The institution's primary strengths lie in its meticulous selection of publication venues and its commitment to external validation, reflected in very low-risk scores for output in discontinued or institutional journals. While the overall framework is sound, areas of moderate risk, specifically concerning hyper-authorship and hyperprolific authors, warrant strategic attention to ensure that productivity metrics do not inadvertently create pressure on the research environment. This strong integrity posture provides a solid foundation for UCD's outstanding academic leadership, as evidenced by its top national rankings in diverse fields such as Arts and Humanities, Business, Management and Accounting, Engineering, and Veterinary, according to SCImago Institutions Rankings data. This performance directly supports the university's mission to "advance knowledge" and "pursue truth," as a low-risk profile is synonymous with credible and reliable research. To fully realize its vision of fostering "discovery, creativity and innovation," it is recommended that UCD proactively addresses the identified vulnerabilities in authorship practices, thereby ensuring its significant contributions to the "social, cultural and economic life of Ireland" are built upon an unshakeable foundation of ethical excellence.
With a Z-score of 0.292, the institution shows a more controlled approach to multiple affiliations compared to the national average of 0.431. This suggests a differentiated management strategy that effectively moderates a risk that appears more common across the country. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, disproportionately high rates can signal strategic attempts to inflate institutional credit. UCD's contained score indicates that it is successfully navigating collaborative complexities without showing signs of systemic "affiliation shopping," thereby maintaining a clear and transparent representation of its institutional contributions.
The institution's Z-score of -0.193 is lower than the national average of -0.156, reflecting a prudent profile and suggesting that its quality control processes are managed with more rigor than the national standard. Retractions are complex events, and a low rate indicates that pre-publication mechanisms for ensuring methodological soundness are effective. This performance points to a healthy integrity culture where potential errors are addressed proactively, preventing the kind of systemic failures that could suggest recurring malpractice or a lack of rigor, and thus protecting the institution's scientific reputation.
The institution's Z-score of -0.230, while indicating low risk, is slightly higher than the national baseline of -0.509, signaling an incipient vulnerability that warrants review. A certain level of self-citation is natural and reflects the continuity of established research lines. However, this slight elevation compared to the national context suggests a need for monitoring to ensure it does not evolve into a scientific 'echo chamber' where the institution's work is validated without sufficient external scrutiny. Proactive oversight can prevent the risk of endogamous impact inflation, ensuring that academic influence is driven by global community recognition rather than internal dynamics.
With a Z-score of -0.453, the institution demonstrates a total absence of risk signals in this area, performing even more securely than the already low-risk national average of -0.380. This operational silence is a clear indicator of exceptional due diligence in the selection of dissemination channels. It confirms that a significant portion of scientific production is not being channeled through media that fail to meet international ethical or quality standards, thereby protecting the institution from severe reputational risks and avoiding the waste of resources on 'predatory' or low-quality practices.
The institution's Z-score of 0.692 reveals a high exposure to hyper-authorship, a rate significantly more pronounced than the national average of 0.181. This indicates that the center is more prone to showing alert signals in this area than its environment. In disciplines outside of 'Big Science', where extensive author lists are not structurally required, this pattern can indicate author list inflation, which dilutes individual accountability and transparency. This elevated score serves as a critical signal to distinguish between necessary massive collaboration and potential 'honorary' or political authorship practices that could compromise research integrity.
The institution's Z-score of -0.312 is considerably lower than the national average of -0.016, indicating a prudent profile where research impact is strongly linked to internal leadership. This demonstrates that the institution manages its collaborative processes with more rigor than the national standard. A small gap suggests that scientific prestige is not dependent on external partners but is instead structural and sustainable. This result reflects real internal capacity, confirming that the institution's excellence metrics are a direct result of its own intellectual leadership rather than just strategic positioning in collaborations.
With a Z-score of 0.051, the institution presents a moderate deviation from the national standard (-0.414), showing a greater sensitivity to the risk of hyperprolific authorship than its peers. While high productivity can evidence leadership, extreme individual publication volumes often challenge the limits of meaningful intellectual contribution. This indicator alerts to potential imbalances between quantity and quality, pointing to risks such as coercive authorship, 'salami slicing,' or the assignment of authorship without real participation—dynamics that prioritize metrics over the integrity of the scientific record and warrant a review of internal incentive structures.
The institution's Z-score of -0.268 is identical to the national average, demonstrating perfect integrity synchrony and total alignment with an environment of maximum scientific security. This very low rate confirms a strong commitment to independent, external peer review, which is crucial for objective validation. By avoiding excessive dependence on in-house journals, the institution mitigates conflicts of interest and the risk of academic endogamy, ensuring its scientific production achieves global visibility and is not perceived as using internal channels as 'fast tracks' to inflate CVs without standard competitive validation.
The institution's Z-score of -0.394 is significantly lower than the national average of -0.114, indicating a prudent profile where research output is managed with more rigor than the national standard. This low incidence of bibliographic overlap suggests a culture that prioritizes significant new knowledge over artificially inflating publication volume. The data indicates that the institution is effectively discouraging 'salami slicing'—the practice of dividing a coherent study into minimal publishable units—thereby protecting the integrity of the scientific evidence base and reducing the burden on the peer-review system.
