| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.164 | 0.597 |
|
Retracted Output
|
-0.306 | -0.088 |
|
Institutional Self-Citation
|
-0.603 | -0.673 |
|
Discontinued Journals Output
|
-0.239 | -0.436 |
|
Hyperauthored Output
|
-0.540 | 0.587 |
|
Leadership Impact Gap
|
-0.476 | 0.147 |
|
Hyperprolific Authors
|
-0.061 | -0.155 |
|
Institutional Journal Output
|
-0.268 | -0.262 |
|
Redundant Output
|
-0.309 | -0.155 |
The University of Derby demonstrates a robust scientific integrity profile, reflected in an overall risk score of -0.285. This indicates performance significantly better than the global average, characterized by a consistent pattern of low or very low risk across all monitored indicators. Key strengths lie in the institution's ability to maintain strong internal governance, effectively insulating itself from systemic risks that are more prevalent at the national level, such as those related to multiple affiliations and hyper-authorship. While the overall picture is one of commendable integrity, minor vulnerabilities are noted in areas like institutional self-citation and output in discontinued journals, where the University's metrics, though still low, show a slight divergence from national benchmarks, warranting proactive monitoring. This strong ethical foundation supports the University's academic excellence, particularly in its leading thematic areas as identified by SCImago Institutions Rankings, including Earth and Planetary Sciences, Business, Management and Accounting, and Psychology. Although a specific mission statement was not available for this analysis, such a low-risk profile is fundamentally aligned with the universal academic mission of pursuing research excellence with social responsibility. Upholding this high standard of integrity is crucial, as it ensures that the University's contributions are both impactful and trustworthy. A continued focus on refining internal guidelines and monitoring emerging trends will enable the University of Derby to maintain its position as a leader in responsible research practices.
The University of Derby shows a Z-score of -0.164, while the national average for the United Kingdom is 0.597. This contrast highlights a notable institutional resilience, as the University's control mechanisms appear to successfully mitigate systemic risks that are more prevalent at the national level. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the University’s controlled rate suggests it is effectively avoiding strategic attempts to inflate institutional credit or engage in “affiliation shopping,” thereby maintaining a clear and transparent representation of its collaborative footprint in contrast to the broader national trend.
The University of Derby records a Z-score of -0.306, which is significantly lower than the United Kingdom's national average of -0.088. This demonstrates a prudent profile, indicating that the institution manages its research processes with more rigor than the national standard. Retractions can be complex, but a rate this low suggests that the University's quality control mechanisms prior to publication are robust and effective. This performance points to a strong integrity culture that successfully minimizes the risk of recurring malpractice or methodological flaws, safeguarding its scientific record.
The University of Derby has a Z-score of -0.603, compared to the national average of -0.673 for the United Kingdom. Although both values are low, the University's score is slightly higher, signaling an incipient vulnerability that warrants review. A certain level of self-citation is natural, reflecting the continuity of research lines. However, this minor deviation suggests a need to ensure that the institution's work consistently receives sufficient external scrutiny to avoid any perception of 'echo chambers' or endogamous impact inflation, where academic influence might be oversized by internal dynamics rather than global community recognition.
The University of Derby presents a Z-score of -0.239, whereas the national average for the United Kingdom is -0.436. This reveals a slight divergence, as the institution shows minor signals of risk activity in an area where such signals are almost non-existent at the national level. While any sporadic presence in such journals could be unintentional, this small but notable rate serves as a constructive alert. It points to the need for reinforcing due diligence in selecting dissemination channels to completely avoid channeling work through media that do not meet international ethical standards, thereby mitigating any potential reputational risk.
The University of Derby's Z-score of -0.540 stands in stark contrast to the United Kingdom's national average of 0.587. This difference demonstrates effective institutional resilience, as internal controls appear to mitigate a systemic risk that is more pronounced nationally. In fields outside of 'Big Science,' extensive author lists can indicate inflation or a dilution of accountability. The University's low score suggests it successfully distinguishes between necessary massive collaboration and questionable 'honorary' authorship practices, thus preserving transparency and individual responsibility in its publications.
The University of Derby shows a Z-score of -0.476, a figure that indicates strong internal capacity when compared to the national average of 0.147. This result suggests the institution acts with resilience against a national tendency towards dependency on external collaborations for impact. A low gap indicates that the University's scientific prestige is structural and sustainable, stemming from research where it exercises direct intellectual leadership. This reflects a healthy model where excellence metrics are a result of genuine internal capabilities rather than strategic positioning in collaborations led by others.
The University of Derby has a Z-score of -0.061 for this indicator, slightly higher than the national average of -0.155. This score, while still in the low-risk category, points to an incipient vulnerability, as the institution shows signals that warrant review before they might escalate. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution. This metric serves as a gentle alert to ensure a healthy balance between quantity and quality, and to monitor for potential risks such as coercive authorship or the assignment of authorship without real participation.
The University of Derby's Z-score is -0.268, showing near-perfect alignment with the United Kingdom's average of -0.262. This integrity synchrony reflects a shared national environment of maximum scientific security in this domain. By avoiding dependence on in-house journals, the institution demonstrates a strong commitment to independent, external peer review. This practice eliminates potential conflicts of interest, ensures its scientific production undergoes standard competitive validation, and prevents the use of internal channels as 'fast tracks' that could bypass rigorous scrutiny.
With a Z-score of -0.309, the University of Derby demonstrates a more prudent profile than the United Kingdom's national average of -0.155. This indicates that the institution manages its publication processes with greater rigor than the national standard. A lower rate of recurring bibliographic overlap suggests a culture that discourages data fragmentation or 'salami slicing.' This focus on publishing coherent, significant studies over artificially inflating productivity metrics strengthens the integrity of the scientific record and shows respect for the academic review system.
