| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.284 | 0.597 |
|
Retracted Output
|
0.230 | -0.088 |
|
Institutional Self-Citation
|
-0.697 | -0.673 |
|
Discontinued Journals Output
|
-0.477 | -0.436 |
|
Hyperauthored Output
|
-0.271 | 0.587 |
|
Leadership Impact Gap
|
-0.530 | 0.147 |
|
Hyperprolific Authors
|
-0.856 | -0.155 |
|
Institutional Journal Output
|
-0.268 | -0.262 |
|
Redundant Output
|
0.369 | -0.155 |
The University of Bath demonstrates a robust and generally well-balanced scientific integrity profile, with an overall score of -0.167 that indicates performance slightly above the global average. The institution's primary strengths lie in its rigorous selection of publication channels and its sound authorship and citation practices, with very low risk signals for output in discontinued or institutional journals and low risk across indicators like hyper-prolificacy, self-citation, and hyper-authorship. However, areas requiring strategic attention are evident in the medium-risk levels identified for the Rate of Retracted Output, Rate of Redundant Output, and Rate of Multiple Affiliations. These indicators suggest potential vulnerabilities in pre-publication quality control and publication strategy. According to SCImago Institutions Rankings data, these findings are contextualized by the University's outstanding thematic performance, with world-class rankings in key areas such as Environmental Science (ranked 6th in the UK), Energy (12th), and Psychology (14th). The institution's mission to "deliver world-class research and teaching" is strongly supported by these thematic excellences, yet the identified risks, particularly concerning retractions and data fragmentation, could challenge this ambition. Upholding the highest standards of integrity is fundamental to ensuring that research genuinely benefits the wider population and that its students are educated to become responsible future leaders. A proactive focus on mitigating these specific medium-level risks will be crucial to fully align operational practice with strategic vision, solidifying its reputation for excellence and innovation.
The University of Bath presents a Z-score of 0.284 in this indicator, which, while indicating a medium level of risk, is significantly lower than the national average of 0.597. This suggests that the institution has implemented differentiated management strategies that effectively moderate 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. The University's ability to maintain a lower rate than its national peers points to a more controlled approach, though the medium signal still warrants monitoring to ensure affiliations remain a reflection of genuine collaboration rather than "affiliation shopping".
With a Z-score of 0.230, the institution shows a medium-risk signal for retracted publications, a moderate deviation from the United Kingdom's low-risk average of -0.088. This discrepancy suggests the University may be more exposed to factors leading to retractions than its national counterparts. Retractions are complex events, but a rate significantly higher than the norm alerts to a potential vulnerability in the institution's integrity culture. It suggests that quality control mechanisms prior to publication may be failing more frequently than elsewhere, indicating possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to protect its scientific reputation.
The institution's Z-score of -0.697 is indicative of a low-risk profile and demonstrates statistical normality, aligning almost perfectly with the national average of -0.673. This result suggests that the University's level of self-citation is as expected for its context and size. A certain level of self-citation is natural and reflects the continuity of established research lines. The observed low rate confirms that the institution is not operating in a scientific 'echo chamber' and that its academic influence is validated through sufficient external scrutiny rather than being inflated by endogamous internal dynamics.
The University of Bath shows a Z-score of -0.477, a very low-risk signal that reflects total integrity synchrony with the national environment (Z-score of -0.436). This alignment with an environment of maximum scientific security demonstrates a robust commitment to publishing in high-quality, reputable venues. A high proportion of output in discontinued journals constitutes a critical alert regarding due diligence, but the University's excellent performance here indicates that its researchers are effectively avoiding channels that fail to meet international ethical or quality standards, thereby safeguarding institutional resources and reputation from predatory practices.
With a Z-score of -0.271, the institution maintains a low-risk profile for hyper-authored output, showcasing institutional resilience against a national trend that registers as a medium-risk concern (Z-score of 0.587). This suggests that the University's internal control mechanisms are effectively mitigating systemic risks present in the wider environment. This low rate is a positive signal that the institution successfully distinguishes between necessary massive collaboration and potentially problematic 'honorary' or political authorship practices, thereby preserving individual accountability and transparency in its research contributions.
The University's Z-score of -0.530 signifies a low risk in this area, indicating a healthy and narrow gap between the impact of its overall output and that of the research it leads. This demonstrates institutional resilience, as it contrasts sharply with the medium-risk national average of 0.147. A wide positive gap can signal that an institution's prestige is dependent on external partners rather than its own capabilities. The University's strong performance suggests that its scientific excellence is structural and results from real internal capacity, confirming that it exercises intellectual leadership in its collaborations.
The institution exhibits a prudent profile with a Z-score of -0.856, a very low value that is significantly more rigorous than the national standard of -0.155. This indicates that the University manages its authorship processes with exceptional care. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and point to risks such as coercive authorship or 'salami slicing'. The University's very low rate in this indicator is a strong sign of a healthy research culture that prioritizes the quality and integrity of the scientific record over the sheer quantity of publications.
With a Z-score of -0.268, the University of Bath demonstrates a very low-risk profile, showing integrity synchrony with the national average of -0.262. This alignment with an environment of maximum scientific security indicates a strong preference for external, independent peer review. By avoiding excessive dependence on in-house journals, the institution successfully mitigates potential conflicts of interest and the risk of academic endogamy. This practice ensures its scientific production is validated against global competitive standards, enhancing its international visibility and credibility.
The institution's Z-score of 0.369 represents a medium-risk signal and a moderate deviation from the United Kingdom's low-risk average of -0.155. This suggests the University shows a greater sensitivity to practices that lead to redundant publications than its peers. A high value in this indicator alerts to the potential practice of 'salami slicing,' where a coherent study is fragmented into minimal publishable units to artificially inflate productivity. This dynamic not only distorts the available scientific evidence but also overburdens the review system, prioritizing volume over the generation of significant new knowledge, and thus warrants a review of internal publication incentives.