| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.253 | 0.597 |
|
Retracted Output
|
-0.381 | -0.088 |
|
Institutional Self-Citation
|
-0.397 | -0.673 |
|
Discontinued Journals Output
|
-0.352 | -0.436 |
|
Hyperauthored Output
|
-0.736 | 0.587 |
|
Leadership Impact Gap
|
-0.727 | 0.147 |
|
Hyperprolific Authors
|
-1.103 | -0.155 |
|
Institutional Journal Output
|
-0.268 | -0.262 |
|
Redundant Output
|
-0.947 | -0.155 |
Cardiff Metropolitan University presents a strong scientific integrity profile, with an overall risk score of -0.437 indicating a performance well above the global average. The institution demonstrates exceptional control in areas such as retracted output, publication in discontinued journals, and hyperprolific authorship, reflecting robust internal quality assurance and a culture of responsible research. While the overall profile is positive, a moderate rate of multiple affiliations and a slight vulnerability in institutional self-citation relative to national trends are identified as areas for continued monitoring. This solid integrity framework underpins the University's academic strengths, particularly in fields where it holds high national rankings according to SCImago Institutions Rankings data, including Economics, Econometrics and Finance; Business, Management and Accounting; Mathematics; and Energy. The institution's low-risk profile is fundamentally aligned with the core academic values of excellence and transparency. Proactively addressing the minor vulnerabilities will prevent any perception of metric-driven behavior, ensuring that its reputation for impactful research remains unimpeachable. The University is encouraged to leverage its strong integrity culture as a strategic asset, reinforcing its position as a leader in responsible and high-quality research.
The institution shows a moderate rate of multiple affiliations with a Z-score of 0.253, which is notably lower than the national average of 0.597. This suggests that the University is effectively managing a trend that is more pronounced across the country. This differentiated performance indicates that the institution likely has clearer policies or a culture that moderates the strategic use of affiliations for inflating institutional credit. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the University's contained approach helps maintain a more transparent representation of its collaborative footprint compared to its national peers.
The University maintains a very low rate of retracted publications (Z-score: -0.381), a positive finding that aligns with the low-risk environment of the United Kingdom (Z-score: -0.088). This absence of significant risk signals points to effective pre-publication quality control and a strong integrity culture. A high rate of retractions can suggest systemic failures in supervision or recurring malpractice, but this result indicates the institution's validation mechanisms are robust, ensuring the reliability of its scientific output and demonstrating a commitment to responsible error correction.
The institution's rate of self-citation is low (Z-score: -0.397), but it is discernibly higher than the national average (Z-score: -0.673), signaling an incipient vulnerability that warrants review. While a certain level of self-citation is natural and reflects the continuity of research lines, this slight deviation suggests the University may be more prone to creating 'echo chambers' than its peers. This serves as a cautionary signal to ensure that the institution's academic influence is consistently validated by the global community and not disproportionately inflated by internal citation dynamics.
With a very low Z-score of -0.352, the University's publication rate in discontinued journals is minimal, though slightly more active than the national average of -0.436. In an environment largely free of this risk, this minor signal represents residual noise rather than a systemic problem. It suggests that while the institution overwhelmingly selects reputable publication channels, there may be isolated instances requiring improved due diligence. This highlights an opportunity to refine information literacy for researchers to completely avoid channeling work through media that do not meet international ethical or quality standards.
The University shows a low rate of hyper-authored publications (Z-score: -0.736), standing in stark contrast to the moderate risk level observed nationally (Z-score: 0.587). This demonstrates strong institutional resilience, suggesting that internal control mechanisms are effectively mitigating a systemic risk present in the wider environment. This performance indicates a culture that values clear and accountable authorship, successfully distinguishing between necessary large-scale collaboration and practices like 'honorary' authorship that can dilute individual responsibility and transparency.
The institution exhibits a low gap between its overall citation impact and the impact of research where it holds a leadership role (Z-score: -0.727). This is a sign of scientific autonomy and contrasts sharply with the national trend, where a moderate gap is more common (Z-score: 0.147). This result demonstrates institutional resilience, indicating that the University's scientific prestige is not overly dependent on external partners. Instead, its excellence metrics appear to be driven by genuine internal capacity and intellectual leadership, mitigating the sustainability risks associated with prestige derived from collaborations where it does not lead.
With a very low Z-score of -1.103, the University shows a near-complete absence of hyperprolific authorship, a finding consistent with the low-risk national context (Z-score: -0.155). This strong result suggests a healthy balance between productivity and quality. It indicates that the institutional culture does not encourage practices such as coercive authorship or data fragmentation, which can arise from an excessive focus on publication volume. This commitment to meaningful intellectual contribution safeguards the integrity of the scientific record.
The University's rate of publication in its own journals is very low (Z-score: -0.268), placing it in perfect alignment with the national standard (Z-score: -0.262). This integrity synchrony demonstrates a strong commitment to independent, external peer review. By avoiding over-reliance on internal channels, the institution mitigates potential conflicts of interest and academic endogamy, ensuring its research is validated competitively on a global stage and maximizing its visibility and credibility.
The institution displays a very low rate of redundant output (Z-score: -0.947), which aligns with the low-risk profile of the United Kingdom (Z-score: -0.155). This indicates that researchers are not engaging in 'salami slicing'—the practice of fragmenting coherent studies into minimal publishable units to artificially inflate productivity. The data suggests a focus on publishing complete, significant contributions to knowledge, which upholds the integrity of the scientific evidence base and respects the resources of the peer-review system.
