| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.105 | 1.157 |
|
Retracted Output
|
-0.371 | 0.057 |
|
Institutional Self-Citation
|
-1.721 | -0.199 |
|
Discontinued Journals Output
|
0.126 | 0.432 |
|
Hyperauthored Output
|
-1.401 | -0.474 |
|
Leadership Impact Gap
|
-2.336 | 0.219 |
|
Hyperprolific Authors
|
-1.413 | 1.351 |
|
Institutional Journal Output
|
-0.268 | -0.268 |
|
Redundant Output
|
3.814 | 0.194 |
Heriot-Watt University Dubai demonstrates a robust scientific integrity profile, reflected in an overall score of -0.447. The institution exhibits exceptional strengths in multiple key areas, with very low risk signals in Rate of Multiple Affiliations, Institutional Self-Citation, Hyper-Authored Output, the impact gap in led research, Hyperprolific Authors, and Output in Institutional Journals. These results indicate strong internal governance and a culture that successfully insulates the university from several risk trends prevalent at the national level. However, this strong foundation is contrasted by a significant alert in the Rate of Redundant Output and a moderate signal in the use of Discontinued Journals. These vulnerabilities, particularly the former, directly challenge the institutional mission "to create and exchange knowledge that benefits society" by suggesting a potential focus on publication volume over substantive contribution. This misalignment could undermine the perceived excellence demonstrated by the university's strong SCImago Institutions Rankings in key thematic areas such as Energy, Psychology, and Business, Management and Accounting. To fully align its operational practices with its stated mission and academic strengths, a targeted strategy focusing on enhancing author guidelines and promoting publication quality over quantity is highly recommended.
The institution presents a Z-score of -1.105, a value indicating a very low risk level that contrasts sharply with the national average of 1.157. This demonstrates a clear operational independence from the national trend, where multiple affiliations are more common. The university's practices do not replicate the risk dynamics observed in its environment, suggesting a culture of clear and transparent attribution. This exceptionally low rate effectively eliminates any suspicion of strategic attempts to inflate institutional credit or engage in “affiliation shopping,” reinforcing a commitment to straightforward and unambiguous academic contribution.
With a Z-score of -0.371, the institution maintains a low-risk profile, which is notably more secure than the national average of 0.057. This suggests the presence of effective institutional resilience, where internal control mechanisms successfully mitigate the systemic risks observed across the country. The data indicates that the university's quality control and supervision processes prior to publication are functioning well, preventing the kind of systemic failures that can lead to higher retraction rates. This performance points to a healthy integrity culture where methodological rigor is valued and potential errors are likely addressed before they enter the scientific record.
The institution's Z-score of -1.721 is firmly in the very low-risk category, significantly below the national average of -0.199. This result shows a commendable consistency with the low-risk national standard, with the university performing even better than its peers. The absence of risk signals in this area indicates that the institution's work is validated by the broader scientific community, avoiding the 'echo chambers' that can arise from excessive self-validation. This demonstrates a healthy integration into global research conversations and confirms that the institution's academic influence is driven by external recognition rather than endogamous or inflated internal dynamics.
The institution's Z-score for this indicator is 0.126, while the national average is 0.432. Although both scores fall within the medium-risk category, the university's performance suggests a more differentiated management of this issue. It appears to moderate a risk that is more common and pronounced at the national level. This indicates that while some publications are still channeled through media that may not meet international quality standards, the institution is exercising greater due diligence than its peers. This proactive stance helps mitigate the severe reputational risks associated with predatory practices, though it also highlights an opportunity to further enhance information literacy and formalize selection criteria for dissemination channels.
With a Z-score of -1.401, the institution shows a near-total absence of risk signals in this area, a profile that is even stronger than the low-risk national average of -0.474. This low-profile consistency demonstrates a robust alignment with best practices in authorship. The data suggests that the university's research culture promotes clear and accountable author lists, successfully distinguishing between necessary collaboration and practices like 'honorary' or political authorship. This reinforces transparency and ensures that credit is assigned in a manner that reflects genuine intellectual contribution.
The institution records an exceptionally low-risk Z-score of -2.336, in stark contrast to the national average of 0.219, which indicates a medium level of risk. This significant difference signals a state of preventive isolation, where the university does not exhibit the dependency on external partners for impact seen elsewhere in the country. A low score here is a powerful indicator of scientific maturity and sustainability. It confirms that the institution's prestige is built upon strong internal capacity and intellectual leadership, rather than being a reflection of strategic positioning in collaborations led by others.
The institution's Z-score of -1.413 places it in the very low-risk category, distinguishing it from the national average of 1.351, which signals a medium-risk environment. This demonstrates a clear disconnection from national trends, suggesting the university's internal governance effectively prevents the dynamics that lead to hyperprolificacy. The absence of extreme individual publication volumes indicates a healthy balance between quantity and quality. This fosters an environment where meaningful intellectual contribution is prioritized over metric-driven productivity, thereby avoiding risks such as coercive authorship or the dilution of scientific integrity.
The institution's Z-score of -0.268 is identical to the national average, with both falling into the very low-risk category. This perfect alignment signifies an integrity synchrony with the national environment, reflecting a shared commitment to maximum scientific security in this domain. The data confirms that the university does not rely on in-house journals for its scientific output, thus avoiding potential conflicts of interest and academic endogamy. This practice ensures that its research undergoes independent external peer review, maximizing its global visibility and competitive validation.
The institution exhibits a Z-score of 3.814, a significant-risk value that starkly contrasts with the medium-risk national average of 0.194. This discrepancy indicates a risk accentuation, where the university amplifies a vulnerability that is already present in the national system. Such a high value serves as a critical alert for the practice of 'salami slicing,' where studies may be fragmented into minimal publishable units to artificially inflate productivity metrics. This practice not only overburdens the peer-review system but also distorts the scientific evidence base, prioritizing publication volume over the generation of significant, coherent knowledge. An urgent review of institutional incentives and authorship guidelines is required to address this issue.