| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.115 | -0.927 |
|
Retracted Output
|
1.779 | 0.279 |
|
Institutional Self-Citation
|
-0.894 | 0.520 |
|
Discontinued Journals Output
|
0.111 | 1.099 |
|
Hyperauthored Output
|
-1.330 | -1.024 |
|
Leadership Impact Gap
|
0.156 | -0.292 |
|
Hyperprolific Authors
|
-0.728 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
0.791 | 0.720 |
Harcourt Butler Technical University presents a complex integrity profile, with an overall score of 0.281 reflecting a combination of exceptional governance in certain areas and critical vulnerabilities in others. The institution demonstrates significant strengths, with very low risk signals in the Rate of Multiple Affiliations, Institutional Self-Citation, Hyper-Authored Output, and Output in Institutional Journals. These results indicate robust internal controls and a healthy integration with the global scientific community. However, these strengths are offset by a significant risk in the Rate of Retracted Output, which constitutes a major reputational threat, alongside medium-level risks related to publishing in discontinued journals, a dependency on external collaborations for impact, and a tendency towards redundant publications. According to SCImago Institutions Rankings data, the University's scientific leadership is most prominent in Agricultural and Biological Sciences, Physics and Astronomy, and Biochemistry, Genetics and Molecular Biology. The identified integrity risks, particularly the high rate of retractions, directly challenge the institutional mission to serve society with "utmost professionalism, values and ethics." This discrepancy suggests a critical gap between strategic intent and operational reality, where questionable publication practices may undermine the pursuit of excellence and social responsibility. By proactively addressing these integrity vulnerabilities, the University can safeguard its reputation, enhance the credibility of its strong research areas, and ensure its scientific contributions fully align with its commendable mission.
The institution's Z-score of -1.115 is notably lower than the national average of -0.927. This indicates a complete absence of risk signals, positioning the University as a benchmark of transparency even within a low-risk national context. While multiple affiliations can be legitimate, disproportionately high rates can signal attempts to inflate institutional credit. In this case, the data suggests that the University's affiliation practices are exceptionally clear and well-governed, avoiding any ambiguity or strategic manipulation of institutional credit.
With a Z-score of 1.779, the institution exhibits a significant risk level that sharply contrasts with the country's medium-risk average of 0.279. This suggests that the University is not only participating in but amplifying a national vulnerability concerning publication integrity. A high rate of retractions points towards a systemic failure in pre-publication quality control mechanisms. Beyond the honest correction of errors, this level of activity is a critical alert for recurring malpractice or a lack of methodological rigor, indicating that the institution's integrity culture requires immediate and thorough qualitative verification by management to prevent further reputational damage.
The institution's Z-score of -0.894 signals a very low risk, standing in stark contrast to the medium-risk national average of 0.520. This demonstrates a commendable degree of preventive isolation, where the University successfully avoids the 'echo chamber' dynamics observed elsewhere in the country. A certain level of self-citation is natural, but the institution's low rate confirms that its academic influence is validated by the broader scientific community rather than being inflated by endogamous internal dynamics, reflecting healthy and externally-focused research lines.
The institution's Z-score of 0.111 is considerably lower than the national average of 1.099, although both fall within the medium-risk category. This indicates a differentiated management approach, where the University appears to moderate a risk that is more pronounced across the country. A high proportion of publications in such journals is a critical alert regarding due diligence in selecting dissemination channels. The University's more controlled performance suggests better, though not perfect, information literacy, reducing its exposure to predatory or low-quality practices that could lead to reputational harm and wasted resources.
With a Z-score of -1.330, the institution shows a very low risk that is fully consistent with the country's low-risk average of -1.024. The absence of risk signals aligns perfectly with the national standard, indicating that authorship practices are well-regulated. Outside of 'Big Science' contexts, hyper-authorship can dilute individual accountability. The University's low score suggests that its author lists are transparent and reflect genuine contributions, effectively avoiding practices like 'honorary' or political authorship.
The institution presents a medium-level risk with a Z-score of 0.156, a moderate deviation from the low-risk national average of -0.292. This divergence indicates that the University is more sensitive to this risk factor than its national peers. The positive gap suggests that a significant portion of its scientific prestige is dependent on external collaborations where it does not hold intellectual leadership. This raises a concern about sustainability, inviting reflection on whether its high-impact metrics are derived from genuine internal capacity or from strategic positioning in partnerships that do not reflect its own structural excellence.
The institution's Z-score of -0.728 is well below the national average of -0.067, both within the low-risk category. This prudent profile suggests the University manages its research processes with more rigor than the national standard. While high productivity can be legitimate, extreme publication volumes often challenge the limits of meaningful intellectual contribution. The institution's lower rate indicates a healthy balance between quantity and quality, mitigating risks such as coercive authorship or the assignment of authorship without real participation, thereby protecting the integrity of its scientific record.
The institution's Z-score of -0.268 is almost identical to the national average of -0.250, demonstrating total alignment with a national environment of maximum scientific security. This integrity synchrony is highly positive. Excessive dependence on in-house journals can create conflicts of interest and academic endogamy. The University's negligible rate indicates that its scientific production consistently undergoes independent external peer review, ensuring its work is validated by global standards and not fast-tracked through internal channels.
With a Z-score of 0.791, the institution shows a slightly higher risk than the national average of 0.720, both at a medium level. This suggests a high exposure to this risk, indicating the center is more prone to these alert signals than its environment. A high value warns of practices like 'salami slicing,' where a single study is fragmented into minimal publishable units to artificially inflate productivity metrics. This behavior not only overburdens the peer review system but also distorts the scientific evidence, prioritizing volume over the generation of significant new knowledge.