| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.214 | 0.597 |
|
Retracted Output
|
-0.230 | -0.088 |
|
Institutional Self-Citation
|
-0.072 | -0.673 |
|
Discontinued Journals Output
|
-0.500 | -0.436 |
|
Hyperauthored Output
|
-0.882 | 0.587 |
|
Leadership Impact Gap
|
-1.242 | 0.147 |
|
Hyperprolific Authors
|
-0.610 | -0.155 |
|
Institutional Journal Output
|
-0.268 | -0.262 |
|
Redundant Output
|
-0.885 | -0.155 |
Leeds Beckett University demonstrates a robust scientific integrity profile, reflected in an overall risk score of -0.390. This strong performance is characterized by exceptionally low-risk levels in critical areas such as publication in discontinued journals, intellectual leadership dependency, use of institutional journals, and redundant output. The institution also shows remarkable resilience by effectively mitigating national risk trends in hyper-authorship. The primary area for strategic monitoring is the Rate of Multiple Affiliations, which, while at a medium-risk level, is managed more effectively than the national average. These sound integrity practices provide a solid foundation for the University's thematic strengths, particularly in areas where it holds a strong national position according to SCImago Institutions Rankings data, including Energy (ranked 42nd in the UK), Business, Management and Accounting (56th), Economics, Econometrics and Finance (57th), and Arts and Humanities (59th). This commitment to ethical research directly underpins the University's mission "to make a positive and decisive difference," as genuine impact relies on the credibility and transparency of its knowledge creation. By maintaining and reinforcing its governance frameworks, the University is well-positioned to ensure its contributions to people, communities, and organisations are both significant and trustworthy.
The University presents a Z-score of 0.214, which is notably lower than the national average of 0.597. Although this indicator falls within a medium-risk category for both the institution and the country, the University's more moderate score suggests a differentiated management approach that successfully tempers a risk that is more pronounced across the national system. While multiple affiliations can be a legitimate outcome of strategic partnerships, disproportionately high rates can signal attempts to inflate institutional credit. The University's controlled rate indicates it is likely leveraging collaborations effectively while avoiding the more aggressive "affiliation shopping" practices that may be more common among its peers, thereby balancing collaborative advantage with reputational integrity.
With a Z-score of -0.230, the University demonstrates a more favorable position than the national average of -0.088. This performance indicates a prudent and rigorous approach to research quality assurance. Retractions can be complex, but a rate significantly higher than average can point to systemic failures in pre-publication quality control. The University's lower-than-average score suggests that its institutional culture of integrity and its methodological oversight mechanisms are robust, effectively minimizing the risk of recurring malpractice or significant errors that would necessitate the withdrawal of published work.
The University's Z-score for institutional self-citation is -0.072, which, while in the low-risk category, is higher than the national average of -0.673. This suggests the presence of an incipient vulnerability that warrants review before it escalates. A certain degree of self-citation is natural as it reflects the progression of established research lines. However, the University's tendency towards this practice is more pronounced than in the rest of the country, signaling a potential risk of creating scientific 'echo chambers' where work is validated internally without sufficient external scrutiny. Continued monitoring is advised to ensure the institution's academic influence is driven by global recognition rather than being oversized by internal dynamics.
The institution exhibits a Z-score of -0.500, indicating a near-total absence of risk signals and outperforming the already strong national average of -0.436. This score reflects total operational silence in this area. Publishing in discontinued journals is a critical alert for poor due diligence and exposure to 'predatory' practices. The University's exemplary performance demonstrates that its researchers and academic governance systems are highly effective in selecting reputable, high-quality dissemination channels, thereby safeguarding the institution's reputation and ensuring research resources are not wasted on low-quality outlets.
With a Z-score of -0.882, the University maintains a low-risk profile that contrasts sharply with the medium-risk level seen nationally (0.587). This significant divergence highlights a clear institutional resilience, where internal control mechanisms appear to successfully mitigate a systemic risk prevalent in the wider environment. Outside of 'Big Science' contexts where large author lists are common, high rates can indicate author list inflation and dilute individual accountability. The University's low score suggests its authorship policies and practices are well-governed, promoting transparency and effectively distinguishing between necessary massive collaboration and questionable 'honorary' attributions.
The University's Z-score of -1.242 is exceptionally low, indicating a state of preventive isolation from the medium-risk dynamics observed at the national level (0.147). A wide positive gap in this indicator signals a risk of dependency, where an institution's prestige relies on external partners rather than its own structural capacity. The University's strong negative score is a powerful sign of scientific autonomy and sustainability. It demonstrates that its measured excellence results from genuine internal capabilities and intellectual leadership, not merely from strategic positioning in collaborations where it does not lead.
The institution's Z-score of -0.610 is significantly lower than the national average of -0.155, showcasing a prudent profile in managing author productivity. This indicates that the University's processes are managed with more rigor than the national standard. While high productivity can be legitimate, extreme publication volumes challenge the limits of meaningful intellectual contribution and can signal an imbalance between quantity and quality. The University's very low rate suggests a healthy research culture that prioritizes the integrity of the scientific record over raw metrics, effectively discouraging practices such as coercive authorship or assigning credit without real participation.
With a Z-score of -0.268, the University's performance is in perfect alignment with the national average of -0.262, reflecting a shared environment of maximum scientific security. This integrity synchrony demonstrates a mutual commitment to avoiding the risks associated with in-house publishing. Excessive dependence on institutional journals can create conflicts of interest and academic endogamy by bypassing independent peer review. The University's negligible rate confirms its dedication to global visibility and competitive validation, ensuring its research is scrutinized through standard external channels rather than potentially biased internal 'fast tracks'.
The University achieves a Z-score of -0.885, placing it in the very low-risk category and demonstrating a stronger performance than the low-risk national average of -0.155. This low-profile consistency, where the absence of risk signals exceeds the national standard, is commendable. High bibliographic overlap between publications often points to 'salami slicing'—the practice of fragmenting a single study into minimal units to artificially inflate productivity. The University's exceptionally low score provides strong evidence of a research culture that values the publication of substantive, coherent studies, prioritizing the generation of significant new knowledge over the inflation of output metrics.