| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.360 | 0.597 |
|
Retracted Output
|
-0.230 | -0.088 |
|
Institutional Self-Citation
|
-1.464 | -0.673 |
|
Discontinued Journals Output
|
0.019 | -0.436 |
|
Hyperauthored Output
|
-0.631 | 0.587 |
|
Leadership Impact Gap
|
-0.603 | 0.147 |
|
Hyperprolific Authors
|
-0.912 | -0.155 |
|
Institutional Journal Output
|
-0.268 | -0.262 |
|
Redundant Output
|
5.279 | -0.155 |
The University of Sunderland presents a dualistic integrity profile, with an overall score of -0.090 indicating a surface-level balance that conceals areas of both exceptional strength and significant vulnerability. The institution demonstrates a robust capacity for mitigating systemic national risks, showing commendable performance in indicators such as Institutional Self-Citation, Hyperprolific Authors, and maintaining intellectual leadership in its collaborations. These strengths suggest a solid foundation of internal governance and a culture that largely favors external validation. However, this positive picture is critically compromised by a significant risk level in Redundant Output (Salami Slicing) and a medium-risk alert for publishing in Discontinued Journals, both of which are severe outliers in the UK context. These weaknesses directly threaten the credibility of the university's research output and its reputation for excellence, particularly in its strongest thematic areas as identified by SCImago Institutions Rankings data, including Psychology, Business, Management and Accounting, Environmental Science, and Medicine. While a specific mission statement was not localized for this analysis, such integrity risks are fundamentally at odds with any mission centered on academic excellence, ethical conduct, and social responsibility. To secure its long-term reputation, the University of Sunderland should leverage its clear governance strengths to implement a targeted intervention focused on publication ethics and author guidance, ensuring its operational practices fully align with its academic potential.
The University of Sunderland shows a Z-score of -0.360, positioning it favorably against the national average of 0.597. This contrast suggests a high degree of institutional resilience. While the broader UK academic environment shows a medium propensity for this risk, the university's control mechanisms appear to effectively mitigate these systemic trends. This indicates that its collaborative practices are well-managed, distinguishing legitimate partnerships from strategic attempts to inflate institutional credit through "affiliation shopping," thereby maintaining clear and transparent academic accounting.
With a Z-score of -0.230, the institution demonstrates a more prudent profile than the national standard, which stands at -0.088. Although both the university and the country operate at a low-risk level, the university's superior score indicates that its quality control and supervision mechanisms are managed with greater rigor than the national average. This proactive stance is crucial, as it suggests that potential issues are being addressed prior to publication, reinforcing a culture of integrity and preventing the systemic failures that a higher rate of retractions might otherwise signal.
The university exhibits an exceptionally low Z-score of -1.464, a figure that is significantly stronger than the country's already low-risk average of -0.673. This result demonstrates a low-profile consistency and a firm commitment to external validation. The absence of risk signals in this area indicates that the institution actively avoids the "echo chambers" that can arise from excessive self-referencing. This practice ensures that the university's academic influence is built upon broad recognition from the global scientific community rather than being inflated by endogamous internal dynamics.
A monitoring alert is triggered by the university's Z-score of 0.019, which represents a medium risk level. This is a highly unusual result when compared to the national Z-score of -0.436, which indicates a very low-risk environment. This discrepancy requires an immediate review of causes, as it suggests a significant portion of the institution's research is being channeled through media that fail to meet international ethical or quality standards. Such a pattern exposes the institution to severe reputational damage and points to an urgent need to improve information literacy and due diligence among researchers to avoid wasting resources on "predatory" or low-quality publication practices.
The institution's Z-score of -0.631 reflects a low-risk profile, standing in stark contrast to the national average of 0.587, which is in the medium-risk category. This demonstrates effective institutional resilience, suggesting that the university has policies or a culture that successfully filters out the systemic national tendency toward author list inflation. By maintaining control over this indicator, the institution promotes individual accountability and transparency, effectively distinguishing between necessary large-scale collaboration and the questionable practice of awarding "honorary" or political authorships.
With a Z-score of -0.603, the university shows a low-risk profile, indicating that its scientific prestige is structurally sound and self-generated. This is a sign of institutional resilience, particularly when compared to the national Z-score of 0.147, which points to a medium-level dependency on external partners for impact. The university's strong performance suggests that its excellence metrics are the result of genuine internal capacity and intellectual leadership, rather than a strategic positioning in collaborations where it does not lead.
The university's Z-score of -0.912 places it in the very low-risk category, a result that demonstrates low-profile consistency and is notably stronger than the country's low-risk score of -0.155. This near-total absence of risk signals indicates a healthy institutional balance between quantity and quality of research output. It suggests a culture that discourages practices like coercive authorship or assigning credit without meaningful participation, thereby prioritizing the integrity of the scientific record over the simple inflation of publication metrics.
The institution's Z-score of -0.268 is in perfect alignment with the national average of -0.262, with both falling into the very low-risk category. This reflects a state of integrity synchrony, where the university's practices are totally consistent with a national environment of maximum scientific security. This shared commitment to avoiding academic endogamy demonstrates a preference for independent, external peer review, which enhances the global visibility and competitive validation of its research, rather than relying on internal channels that could create conflicts of interest.
A critical red flag is raised by the university's Z-score of 5.279, which signifies a significant risk level. This figure represents a severe discrepancy when compared to the national Z-score of -0.155, which sits comfortably in the low-risk range. This atypical and extreme level of risk activity is an outlier in an otherwise healthy national environment and requires a deep integrity assessment. The score strongly suggests a systemic practice of data fragmentation, or "salami slicing," where coherent studies may be artificially divided into minimal publishable units to inflate productivity. This practice not only distorts the scientific evidence but also overburdens the peer-review system, prioritizing volume over the generation of significant new knowledge.