| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.125 | 0.597 |
|
Retracted Output
|
-0.061 | -0.088 |
|
Institutional Self-Citation
|
-1.086 | -0.673 |
|
Discontinued Journals Output
|
0.048 | -0.436 |
|
Hyperauthored Output
|
-0.652 | 0.587 |
|
Leadership Impact Gap
|
0.327 | 0.147 |
|
Hyperprolific Authors
|
-1.413 | -0.155 |
|
Institutional Journal Output
|
-0.268 | -0.262 |
|
Redundant Output
|
-1.186 | -0.155 |
The University of Wales, Trinity Saint David, demonstrates a robust scientific integrity profile, reflected in its overall low-risk score of -0.319. The institution's primary strengths lie in its exceptionally low rates of institutional self-citation, hyperprolific authorship, and redundant output, indicating a culture that prioritizes external validation and substantive research over metric inflation. However, two areas require strategic attention: a medium-risk rate of publication in discontinued journals and a notable gap between its overall research impact and the impact of work led by its own researchers. According to SCImago Institutions Rankings data, the university's key thematic areas include Arts and Humanities, Business, Management and Accounting, and Social Sciences. To fully realize its mission of "Transforming Education; Transforming Lives," it is crucial to address these vulnerabilities. A dependence on external partners for impact and the use of questionable publication channels could undermine the long-term credibility and sustainability of its transformative goals. By strengthening its due diligence in publication selection and fostering greater intellectual leadership, the university can ensure its research excellence is both authentic and self-sustaining, fully aligning its practices with its aspirational vision.
With a Z-score of -0.125, the institution exhibits a low rate of multiple affiliations, which contrasts favorably with the United Kingdom's medium-risk national average (0.597). This suggests that the university's internal policies and governance act as a resilient control mechanism, effectively mitigating the systemic pressures observed elsewhere. While multiple affiliations can be legitimate, this controlled approach demonstrates a commitment to clear and accurate attribution, avoiding the risk of strategically inflating institutional credit through practices like “affiliation shopping.”
The institution's rate of retracted output (Z-score: -0.061) is low and statistically normal for its context, yet it is slightly higher than the national average (Z-score: -0.088). This minor divergence signals an incipient vulnerability that warrants review. A high rate of retractions can suggest that pre-publication quality control mechanisms are failing systemically. Although the current level is not alarming, this signal serves as a prompt to reinforce the institutional integrity culture and ensure methodological rigor to prevent any potential escalation of recurring malpractice.
The institution demonstrates a very low rate of institutional self-citation (Z-score: -1.086), a signal of integrity that is even stronger than the United Kingdom's low-risk standard (Z-score: -0.673). This excellent result reflects a healthy integration into the global scientific community and a reliance on external validation. It effectively dismisses concerns about the institution operating in a scientific 'echo chamber,' confirming that its academic influence is built on broad, external recognition rather than being inflated by endogamous or self-referential dynamics.
A significant alert arises from the institution's medium-risk rate of publication in discontinued journals (Z-score: 0.048), a practice that is virtually absent at the national level (Z-score: -0.436). This unusual divergence requires immediate attention, as a high proportion of output in such channels constitutes a critical alert regarding due diligence in selecting dissemination venues. This score indicates that a portion of the university's research is being channeled through media that may not meet international ethical or quality standards, exposing the institution to severe reputational risks and suggesting an urgent need for enhanced information literacy to avoid 'predatory' practices.
The institution maintains a low rate of hyper-authored output (Z-score: -0.652), successfully resisting the medium-risk trend prevalent across the United Kingdom (Z-score: 0.587). This indicates that the institution's governance effectively distinguishes between necessary large-scale collaboration and practices like author list inflation. By keeping this indicator low, the university promotes individual accountability and transparency, mitigating the risk of diluting responsibility through 'honorary' or political authorship practices.
The institution exhibits a medium-risk gap between its overall citation impact and the impact of research where it holds a leadership role (Z-score: 0.327). This gap is notably wider than the national average (Z-score: 0.147), suggesting a high exposure to dependency risks. This pattern warns that a significant portion of the institution's scientific prestige may be dependent and exogenous, rather than structural. It invites a strategic reflection on whether its excellence metrics result from genuine internal capacity or from positioning in collaborations where it does not exercise primary intellectual leadership, posing a risk to long-term sustainability.
The institution's rate of hyperprolific authors is exceptionally low (Z-score: -1.413), far below the already low-risk national benchmark (Z-score: -0.155). This result is a strong indicator of a healthy balance between research quantity and quality. It effectively rules out concerns related to coercive authorship or the assignment of authorship without meaningful intellectual contribution, reinforcing a culture that prioritizes the integrity of the scientific record over the inflation of productivity metrics.
The institution's rate of publication in its own journals is very low (Z-score: -0.268), showing complete alignment with the national environment of maximum scientific security in this area (Z-score: -0.262). This integrity synchrony demonstrates a clear commitment to independent, external peer review. By avoiding excessive dependence on in-house journals, the institution mitigates potential conflicts of interest and ensures its scientific production is validated through standard competitive channels, thereby maximizing its global visibility and credibility.
With a very low rate of redundant output (Z-score: -1.186), the institution significantly outperforms the national standard (Z-score: -0.155). This result indicates robust editorial oversight and a culture that values substantive contributions over artificial productivity gains. It dismisses concerns about 'salami slicing'—the practice of fragmenting a single study into minimal publishable units. This commitment to publishing complete and coherent research strengthens the scientific record and demonstrates respect for the academic review system.
