| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.093 | 0.597 |
|
Retracted Output
|
0.371 | -0.088 |
|
Institutional Self-Citation
|
-0.813 | -0.673 |
|
Discontinued Journals Output
|
-0.252 | -0.436 |
|
Hyperauthored Output
|
-0.970 | 0.587 |
|
Leadership Impact Gap
|
-0.833 | 0.147 |
|
Hyperprolific Authors
|
-0.712 | -0.155 |
|
Institutional Journal Output
|
-0.268 | -0.262 |
|
Redundant Output
|
-0.481 | -0.155 |
De Montfort University presents a robust scientific integrity profile, with an overall risk score of -0.201 that indicates a performance significantly stronger than the global average. The institution demonstrates exceptional strengths in maintaining academic independence and research quality, evidenced by very low-risk indicators for Institutional Self-Citation, Redundant Output, and the Gap between total and led-research impact. This foundation of integrity aligns well with the university's thematic strengths, particularly in areas such as Business, Management and Accounting (UK Rank: 37), Environmental Science (UK Rank: 40), Computer Science (UK Rank: 46), and Economics, Econometrics and Finance (UK Rank: 46), as per SCImago Institutions Rankings data. However, a moderate deviation in the Rate of Retracted Output presents a notable vulnerability. This specific risk directly challenges the university's mission "to be committed to the public good and... create impact," as a higher-than-average retraction rate can undermine public trust and the perceived quality of its research. To fully realize its mission, it is recommended that the university reinforces its pre-publication quality control and peer-review mechanisms, ensuring that its ambition to "challenge convention" is always supported by unimpeachable scientific rigor.
De Montfort University demonstrates strong institutional resilience in managing multiple affiliations, with a Z-score of -0.093, which contrasts sharply with the medium-risk national average of 0.597. This suggests that while the broader UK academic environment may show tendencies towards strategic affiliation practices, the university's internal governance and policies appear to effectively mitigate these systemic risks. While multiple affiliations are often legitimate, the university's low-risk profile indicates a well-controlled environment that avoids the potential for "affiliation shopping" or the artificial inflation of institutional credit, ensuring that collaborative efforts are transparent and authentically represent research contributions.
This indicator reveals a moderate deviation from the national norm, with the university's Z-score of 0.371 signaling a medium risk, while the country average remains low at -0.088. This suggests the institution is more sensitive to risk factors in this area than its peers. Retractions are complex events, but a rate significantly higher than the national average alerts to a potential vulnerability in the institution's integrity culture. It suggests that quality control mechanisms prior to publication may be failing systemically, indicating possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to safeguard the university's academic reputation.
The university showcases an exemplary profile in institutional self-citation, with a Z-score of -0.813, which is even more robust than the United Kingdom's already low-risk score of -0.673. This absence of risk signals demonstrates a strong commitment to external validation and global academic dialogue. A certain level of self-citation is natural, but the university's very low rate confirms it is not operating within a scientific "echo chamber." This performance indicates that its academic influence is earned through broad recognition by the international research community rather than being inflated by internal dynamics.
A slight divergence is observed in this area, as the university's Z-score of -0.252, while low, is higher than the very low-risk national average of -0.436. This indicates the presence of minor risk signals that are less apparent in the rest of the country. A high proportion of publications in discontinued journals can be a critical alert regarding due diligence in selecting dissemination channels. Although the current risk is low, this divergence suggests an opportunity to strengthen information literacy among researchers to ensure institutional resources are not inadvertently directed towards predatory or low-quality publishing practices, thereby protecting the university's reputation.
The institution exhibits considerable institutional resilience against the national trend of hyper-authorship. With a Z-score of -0.970, the university maintains a low-risk profile, standing in contrast to the medium-risk level of 0.587 seen across the United Kingdom. This suggests that the university's control mechanisms are effective in filtering out the systemic risks of author list inflation. This performance is a positive signal that the institution successfully distinguishes between necessary massive collaboration and "honorary" or political authorship practices, thereby upholding individual accountability and transparency in its research output.
De Montfort University demonstrates a clear case of preventive isolation from national trends, with a Z-score of -0.833 indicating a very low risk of impact dependency, in stark contrast to the medium-risk dynamic observed nationally (0.147). This result suggests the institution does not replicate the risk of relying on external partners for its scientific prestige. A very wide positive gap can signal that an institution's excellence metrics result more from strategic positioning in collaborations than from real internal capacity. The university's excellent score indicates its impact is structural and endogenous, built upon strong intellectual leadership from within.
The institution maintains a prudent profile regarding hyperprolific authorship, managing its processes with greater rigor than the national standard. The university's Z-score of -0.712 is significantly lower than the country average of -0.155, with both falling in the low-risk category. This strong performance indicates a healthy institutional culture that prioritizes quality over sheer quantity. It successfully mitigates the risks associated with extreme publication volumes, such as coercive authorship or "salami slicing," which can challenge the limits of meaningful intellectual contribution and compromise the integrity of the scientific record.
In its use of institutional journals, the university displays complete integrity synchrony with its national environment. The Z-scores for the institution (-0.268) and the country (-0.262) are nearly identical and reside in the very low-risk category. This total alignment points to an environment of maximum scientific security, where the potential for academic endogamy or conflicts of interest is negligible. It confirms that the university's research output consistently undergoes independent external peer review, ensuring its work achieves global visibility and validation through standard competitive channels.
The university's performance shows a low-profile consistency, with a near-total absence of risk signals related to redundant publications. The institutional Z-score of -0.481 is firmly in the very low-risk band and is markedly better than the national low-risk average of -0.155. This indicates that the practice of fragmenting a coherent study into minimal publishable units to artificially inflate productivity is not a concern. The data suggests an institutional research culture that prioritizes the generation of significant new knowledge over the distortion of scientific evidence for metric-driven gains.