| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.011 | 0.597 |
|
Retracted Output
|
-0.090 | -0.088 |
|
Institutional Self-Citation
|
-0.740 | -0.673 |
|
Discontinued Journals Output
|
-0.402 | -0.436 |
|
Hyperauthored Output
|
-0.630 | 0.587 |
|
Leadership Impact Gap
|
-0.709 | 0.147 |
|
Hyperprolific Authors
|
-0.051 | -0.155 |
|
Institutional Journal Output
|
-0.268 | -0.262 |
|
Redundant Output
|
1.057 | -0.155 |
Cranfield University demonstrates an outstandingly robust scientific integrity profile, with an overall risk score of -0.191 that indicates a strong alignment with best practices in research governance. The institution exhibits remarkable resilience, effectively mitigating national risk trends in areas such as multiple affiliations, hyper-authorship, and dependency on external collaborations for impact. This solid foundation is a testament to effective internal controls and a healthy research culture. The primary area for strategic attention is a moderate deviation in the Rate of Redundant Output, which suggests a potential focus on publication volume that could be refined. According to SCImago Institutions Rankings data, the university's strengths are clearly concentrated in key technological and environmental fields, with top-tier national rankings in Energy (18th), Environmental Science (18th), Mathematics (21st), and Engineering (25th). This performance directly supports its mission to create "leaders in technology and management" through "transformational research." The identified risk, while isolated, could challenge the "transformational" nature of its output if not addressed, as fragmenting research prioritizes metrics over substantive impact. By proactively addressing this single vulnerability, Cranfield University can further solidify its position as a leader not only in its specialized fields but also in research integrity, ensuring its contributions remain both excellent and socially responsible.
The institution presents a Z-score of -0.011, contrasting sharply with the national average of 0.597. This result demonstrates significant institutional resilience. While the national context shows a medium-risk tendency towards multiple affiliations, the university's control mechanisms appear to successfully mitigate these systemic pressures. This suggests that internal policies effectively manage collaborations and researcher appointments, ensuring that affiliations are legitimate and not used strategically to inflate institutional credit, thereby maintaining a clear and transparent representation of its collaborative footprint.
With a Z-score of -0.090, which is almost identical to the national average of -0.088, the institution's performance reflects statistical normality. The risk level is low and aligns perfectly with the expected standard for its context. This indicates that the university's pre-publication quality control and post-publication supervision mechanisms are functioning effectively. There are no signals of systemic failures or recurring malpractice; instead, the data suggests a responsible and standard handling of scientific error correction, consistent with the integrity culture of its national peers.
The institution's Z-score of -0.740 is notably lower than the national average of -0.673, indicating a prudent and outward-looking research profile. By managing its processes with more rigor than the national standard, the university actively avoids the risks of scientific isolation. This very low rate of institutional self-citation is a strong indicator of broad engagement with the global academic community, suggesting that the institution's impact is validated by external scrutiny rather than being inflated by internal 'echo chambers' or endogamous citation dynamics.
The institution's Z-score in this area is -0.402, slightly higher than the national average of -0.436. In an environment where the risk is virtually non-existent for both the institution and the country, this minimal difference represents only residual noise. It does not constitute a risk but indicates that the university is the first to show a faint signal in an otherwise inert context. This suggests that while due diligence in selecting publication venues is overwhelmingly strong, there may be isolated instances that could be reviewed to achieve total operational silence in this indicator.
Displaying a Z-score of -0.630 against a national average of 0.587, the institution shows strong institutional resilience. It effectively acts as a filter against the country's medium-risk trend towards author list inflation. This low score suggests a healthy culture of authorship where credit is assigned transparently and individual accountability is maintained. The university successfully distinguishes between necessary large-scale collaboration and questionable practices like 'honorary' authorship, setting a higher standard for integrity than its surrounding environment.
The institution's Z-score of -0.709 stands in stark contrast to the national average of 0.147, showcasing exceptional institutional resilience and intellectual autonomy. While the national system shows a tendency towards depending on external partners for impact, the university demonstrates that its scientific prestige is structural and internally driven. This low gap indicates that its most impactful research is led by its own academics, confirming that its excellence metrics are a result of genuine internal capacity and not merely a reflection of strategic positioning in collaborations where it does not hold intellectual leadership.
With a Z-score of -0.051, which is higher than the national average of -0.155, the institution shows signs of an incipient vulnerability. Although the overall risk level remains low, this score suggests that the university has a slightly greater tendency towards extreme individual publication volumes than its national peers. This signal warrants a proactive review to ensure that high productivity is a result of genuine leadership in large consortia and not an indicator of potential imbalances between quantity and quality, such as coercive authorship or the assignment of credit without meaningful intellectual contribution.
The institution's Z-score of -0.268 is in near-perfect alignment with the national average of -0.262, demonstrating integrity synchrony. This result reflects a shared commitment within the national system to prioritize independent, external peer review over in-house publication channels. By avoiding dependence on its own journals, the university mitigates risks of academic endogamy and potential conflicts of interest, ensuring its research is validated through standard competitive processes and enhancing its global visibility.
The institution's Z-score of 1.057 marks a moderate deviation from the national average of -0.155, which is in the low-risk category. This discrepancy indicates that the university shows a greater sensitivity to risk factors associated with publication fragmentation than its peers. A high value in this indicator serves as an alert for the practice of dividing a coherent study into 'minimal publishable units' to artificially inflate productivity metrics. This dynamic not only overburdens the peer review system but can also distort the scientific record, suggesting a need to reinforce policies that prioritize the publication of significant, cohesive new knowledge over sheer volume.
