| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.160 | 0.597 |
|
Retracted Output
|
-0.193 | -0.088 |
|
Institutional Self-Citation
|
-0.836 | -0.673 |
|
Discontinued Journals Output
|
-0.429 | -0.436 |
|
Hyperauthored Output
|
0.632 | 0.587 |
|
Leadership Impact Gap
|
0.869 | 0.147 |
|
Hyperprolific Authors
|
-0.616 | -0.155 |
|
Institutional Journal Output
|
-0.268 | -0.262 |
|
Redundant Output
|
-0.361 | -0.155 |
Cardiff University presents a robust scientific integrity profile, with an overall risk score of -0.201, indicating performance that is consistently aligned with or superior to the national standard of the United Kingdom. The institution demonstrates exceptional strengths in areas of fundamental research ethics, showing very low risk in Institutional Self-Citation, Output in Discontinued Journals, and Output in Institutional Journals. These results signal a culture of external validation and high-quality dissemination. Areas requiring strategic attention, despite being within a medium-risk classification, include the Gap between total and leadership impact, which is notably higher than the national average, and Hyper-Authored Output. According to SCImago Institutions Rankings data, the university's academic excellence is particularly prominent in fields such as Dentistry (ranked 9th in the UK), Psychology (12th), Biochemistry, Genetics and Molecular Biology (15th), and Energy (16th). This strong performance aligns well with the institutional mission to foster "high quality, cross-disciplinary research." However, the identified risk related to leadership impact dependency could challenge the mission's goal of "creation of new and improved manufacturing technologies," suggesting that while collaboration is strong, fostering internal intellectual leadership is key to long-term sustainability. We recommend leveraging this solid integrity foundation to strategically address the identified vulnerabilities, thereby ensuring that the institution's operational reality fully embodies its mission of research excellence and global leadership.
With a Z-score of 0.160, Cardiff University's rate of multiple affiliations is considerably more moderate than the national average of 0.597. This indicates a differentiated management approach where the institution successfully moderates a risk that appears more common across the country. While multiple affiliations often result from legitimate collaborations, the university's controlled rate suggests effective policies that discourage strategic "affiliation shopping" aimed at artificially inflating institutional credit, thereby maintaining a clearer and more transparent representation of its collaborative footprint.
The institution demonstrates a prudent profile with a Z-score of -0.193, which is lower than the national average of -0.088. This suggests that Cardiff University manages its pre-publication processes with more rigor than the national standard. A lower rate of retractions indicates that its quality control mechanisms are effective in preventing the kind of systemic failures that can lead to recurring malpractice or a lack of methodological rigor. This performance reinforces the institution's commitment to a strong culture of integrity and responsible supervision.
Cardiff University exhibits an exceptionally low rate of institutional self-citation (Z-score: -0.836) compared to the national Z-score of -0.673. This demonstrates a low-profile consistency, where the complete absence of risk signals aligns with the national standard of seeking external validation. This result indicates that the institution's research is well-integrated into the global scientific dialogue, successfully avoiding the formation of 'echo chambers.' It confirms that the university's academic influence is built on broad community recognition rather than being inflated by endogamous internal dynamics.
The institution's Z-score of -0.429 is in almost perfect alignment with the national average of -0.436, reflecting a state of integrity synchrony. This shared, very low-risk profile demonstrates a total alignment with an environment of maximum scientific security regarding publication venues. This indicates that the university exercises strong due diligence in selecting dissemination channels, effectively protecting its research and reputation from the risks associated with 'predatory' or low-quality publishing practices and ensuring resources are channeled toward impactful outlets.
With a Z-score of 0.632, the university's rate of hyper-authored output closely mirrors the national average of 0.587. This alignment suggests a systemic pattern, where the institution's collaborative practices reflect shared norms or regulations at a national level. While extensive author lists are legitimate in 'Big Science' fields, this moderate risk level across the board signals a need for vigilance. It is important to ensure that authorship, particularly outside of massive collaboration contexts, accurately reflects significant contributions and avoids the dilution of accountability through 'honorary' or political authorship practices.
The university shows a Z-score of 0.869 in this indicator, marking a high exposure to this risk and a significant deviation from the national average of 0.147. This wide positive gap suggests that while the institution's overall impact is high, the impact of research where it exercises intellectual leadership is comparatively low. This signals a potential sustainability risk, where scientific prestige may be overly dependent on external partners rather than on structural, internal capacity. This finding invites a strategic reflection on how to strengthen internal innovation and leadership to ensure that excellence metrics are a direct result of the university's own core capabilities.
Cardiff University maintains a prudent profile with a Z-score of -0.616, significantly lower than the United Kingdom's average of -0.155. This indicates that the institution manages author productivity with greater rigor than the national standard. By showing a lower incidence of extreme individual publication volumes, the university effectively mitigates risks such as an imbalance between quantity and quality, coercive authorship, or the assignment of authorship without real participation. This approach underscores a focus on meaningful intellectual contribution over the inflation of publication metrics.
The institution's Z-score of -0.268 is in lockstep with the national average of -0.262, demonstrating integrity synchrony with a secure national environment. This shared and very low rate of publication in in-house journals highlights a strong commitment to independent, external peer review. This practice avoids potential conflicts of interest and academic endogamy, ensuring that the university's scientific production is validated through standard competitive processes, thereby enhancing its global visibility and credibility.
With a Z-score of -0.361, which is lower than the national average of -0.155, the institution exhibits a prudent profile in managing publication overlap. This suggests a more controlled approach than its national peers, prioritizing the submission of coherent, significant studies over the practice of 'salami slicing.' By discouraging the fragmentation of data into minimal publishable units, the university upholds the integrity of the scientific record and ensures its research contributes meaningful new knowledge rather than simply inflating productivity metrics.
