University of Strathclyde

Region/Country

Western Europe
United Kingdom
Universities and research institutions

Overall

-0.214

Integrity Risk

low

Indicators relating to the period 2020-2024

Indicator University Z-score Average country Z-score
Multi-affiliation
0.119 0.597
Retracted Output
-0.174 -0.088
Institutional Self-Citation
-0.230 -0.673
Discontinued Journals Output
-0.384 -0.436
Hyperauthored Output
-0.182 0.587
Leadership Impact Gap
0.034 0.147
Hyperprolific Authors
-0.609 -0.155
Institutional Journal Output
-0.268 -0.262
Redundant Output
0.200 -0.155
0 represents the global average
AI-generated summary report

EXECUTIVE SUMMARY AND STRATEGIC VISION

The University of Strathclyde demonstrates a robust and commendable scientific integrity profile, with an overall score of -0.214 that indicates a performance well above the global average. The institution's primary strengths lie in its rigorous quality control mechanisms, reflected in very low to low risk levels for retracted output, publication in discontinued journals, hyper-prolific authorship, and hyper-authorship, where it effectively mitigates systemic national trends. Areas for strategic attention include a moderate risk in the rate of redundant output (salami slicing), which deviates from the national standard, alongside controlled, below-average risks in multiple affiliations and the gap between overall and led-research impact. These results are contextualized by the University's outstanding performance in key thematic areas, with SCImago Institutions Rankings placing it among the UK's Top 10 for Energy and Pharmacology, and in the Top 20 for Mathematics and Engineering. The University's mission to be a "place of useful learning" and "be of benefit to society" is strongly supported by its overall culture of integrity. However, the identified risk of redundant output could challenge this mission by prioritizing publication volume over the generation of significant, useful knowledge. To fully align its operational practices with its strategic vision, the University is encouraged to review the incentive structures that may lead to research fragmentation, thereby reinforcing its commitment to producing impactful science that makes the world "better educated, prosperous, healthy, fair and secure."

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The University of Strathclyde presents a Z-score of 0.119, which, while indicating a medium risk level, is significantly lower than the national average of 0.597. This suggests a pattern of differentiated management, where the institution successfully moderates a risk that appears to be more common across the country. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, disproportionately high rates can signal strategic attempts to inflate institutional credit or “affiliation shopping”. The University's ability to maintain a lower rate than its national peers indicates a more controlled and potentially more transparent approach to declaring collaborative contributions, ensuring that institutional credit is claimed with appropriate justification.

Rate of Retracted Output

With a Z-score of -0.174, the institution demonstrates a lower rate of retractions compared to the national average of -0.088. This reflects a prudent profile, suggesting that the University's internal processes are managed with more rigor than the national standard. Retractions are complex events, and while some signify responsible supervision in correcting honest errors, a consistently low rate is a strong indicator of effective pre-publication quality control. The University's performance suggests that its quality assurance mechanisms are robust, systemically preventing the kinds of methodological or ethical failures that often lead to retractions and reinforcing a strong culture of integrity.

Rate of Institutional Self-Citation

The University's Z-score for this indicator is -0.230, which, despite being in the low-risk category, is higher than the national average of -0.673. This differential points to an incipient vulnerability, as the institution shows signals that warrant review before they potentially escalate. A certain level of self-citation is natural and reflects the continuity of established research lines. However, this relative elevation compared to the national context could be an early warning of developing scientific isolation or 'echo chambers'. It is advisable to monitor this trend to ensure the institution's academic influence continues to be validated by the global community rather than becoming oversized by internal dynamics.

Rate of Output in Discontinued Journals

The institution's Z-score of -0.384 is in the very low-risk category, but it is slightly higher than the national average of -0.436. This minimal difference can be interpreted as residual noise, where a faint risk signal appears in an otherwise inert and secure environment. A high proportion of publications in discontinued journals would be a critical alert regarding due diligence in selecting dissemination channels. In this case, the risk is negligible, indicating that the vast majority of scientific production is channeled through reputable media. The minor signal suggests that while systemic issues are absent, there is always room to enhance information literacy and achieve complete avoidance of low-quality publication venues.

Rate of Hyper-Authored Output

With a Z-score of -0.182, the University of Strathclyde shows a low risk in this area, contrasting sharply with the medium-risk national average of 0.587. This demonstrates significant institutional resilience, as internal control mechanisms appear to effectively mitigate systemic risks prevalent in the country. In many fields, extensive author lists can indicate author list inflation, diluting individual accountability. The University's ability to maintain a low rate suggests that its policies or academic culture successfully act as a filter, promoting authorship practices that are transparent and reflective of genuine intellectual contribution, rather than replicating the national trend towards potential 'honorary' authorship.

Gap between Impact of total output and the impact of output with leadership

The University's Z-score of 0.034, while in the medium-risk range, is considerably lower than the national average of 0.147. This indicates a differentiated management approach, where the institution effectively moderates a risk that is more pronounced nationally. A wide positive gap suggests that an institution's scientific prestige is heavily dependent on external partners rather than its own structural capacity. The University of Strathclyde's smaller gap signals a healthier balance, suggesting that its excellence metrics are more closely tied to its own intellectual leadership. This reflects a more sustainable model for building and maintaining scientific prestige, based on genuine internal capabilities.

Rate of Hyperprolific Authors

The institution exhibits a Z-score of -0.609, a very low value that is significantly below the national average of -0.155. This prudent profile indicates that the University manages its research processes with more rigor than the national standard. While high productivity can be legitimate, extreme individual publication volumes often challenge the limits of meaningful intellectual contribution and can signal risks such as coercive authorship or the assignment of authorship without real participation. The University's exceptionally low score in this area points to a healthy academic environment where the integrity of the scientific record and the quality of contributions are prioritized over sheer quantitative output.

Rate of Output in Institutional Journals

With a Z-score of -0.268, the University's performance is almost identical to the national average of -0.262, placing both in the very low-risk category. This demonstrates integrity synchrony, reflecting a total alignment with a national environment of maximum scientific security on this issue. Excessive dependence on in-house journals can raise conflicts of interest and lead to academic endogamy by bypassing independent external peer review. The University's adherence to the national norm of minimal reliance on such channels confirms its commitment to global visibility and competitive validation, ensuring its research is scrutinized through standard, independent processes.

Rate of Redundant Output (Salami Slicing)

The University of Strathclyde's Z-score of 0.200 places it in the medium-risk category, which represents a moderate deviation from the low-risk national average of -0.155. This finding suggests the institution has a greater sensitivity to this particular risk factor than its national peers. A high rate of massive and recurring bibliographic overlap between publications often indicates data fragmentation or 'salami slicing'—the practice of dividing a study into minimal publishable units to artificially inflate productivity. This behavior distorts the scientific evidence base and overburdens the review system. The University's higher-than-average score warrants a review of its research evaluation and incentive systems to ensure they promote the publication of significant new knowledge over mere volume.

This report was automatically generated using Google Gemini to provide a brief analysis of the university scores.
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