| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.061 | 0.097 |
|
Retracted Output
|
8.081 | 0.676 |
|
Institutional Self-Citation
|
-0.499 | 0.001 |
|
Discontinued Journals Output
|
1.885 | 1.552 |
|
Hyperauthored Output
|
-1.185 | -0.880 |
|
Leadership Impact Gap
|
-0.148 | -0.166 |
|
Hyperprolific Authors
|
-1.413 | 0.121 |
|
Institutional Journal Output
|
-0.268 | 1.103 |
|
Redundant Output
|
-0.197 | 0.143 |
Tunku Abdul Rahman University of Management & Technology presents a dual profile in scientific integrity, with an overall risk score of 2.426. The institution demonstrates exceptional control and governance in several key areas, showing virtually no risk signals related to multiple affiliations, hyper-authorship, hyperprolific authors, or publishing in its own journals. These strengths indicate robust internal policies that promote transparency and external validation. However, this positive performance is critically undermined by a significant alert in the Rate of Retracted Output, which is exceptionally high, and a medium-level concern regarding publication in discontinued journals. Thematically, the institution shows notable strength in areas such as Biochemistry, Genetics and Molecular Biology; Agricultural and Biological Sciences; Social Sciences; and Business, Management and Accounting, according to SCImago Institutions Rankings data. The high rate of retractions poses a direct threat to the university's core mission of achieving excellence and social responsibility, as it questions the reliability of its scientific record. To safeguard its reputation and align its practices with its academic strengths, it is recommended that the institution leverage its well-governed areas to implement a rigorous pre-publication quality control and integrity framework, focusing immediately on the root causes of its retraction rate.
The institution exhibits a Z-score of -1.061, in stark contrast to the national average of 0.097. This demonstrates a case of preventive isolation, where the university does not replicate the risk dynamics observed in its national environment. While the country shows a moderate tendency that could, in some cases, signal strategic attempts to inflate institutional credit through "affiliation shopping," the institution's very low rate indicates that its affiliations are well-governed and reflect legitimate, substantive collaborations. This suggests that internal policies effectively ensure transparency and prevent the misuse of affiliations, insulating the university from a broader national trend.
With a Z-score of 8.081, the institution's rate is critically higher than the national average of 0.676. This disparity signals a significant risk accentuation, where the university amplifies vulnerabilities present in the national system. Retractions are complex events, but a rate this far above the global average points to a systemic vulnerability in the institution's integrity culture. It strongly suggests that quality control mechanisms prior to publication may be failing, potentially due to recurring malpractice or a lack of methodological rigor. This critical anomaly requires immediate qualitative verification by management to diagnose the root causes and protect the institution's scientific reputation.
The institution's Z-score of -0.499 is significantly lower than the national average of 0.001, indicating strong institutional resilience. While the national context shows a moderate level of self-citation, which can create scientific 'echo chambers' and risk endogamous impact inflation, the university's low rate demonstrates effective mitigation of this trend. This suggests that the institution's academic influence is validated by the broader international community rather than being oversized by internal dynamics, reflecting a healthy integration into global scientific discourse and a commitment to external scrutiny.
The institution's Z-score of 1.885 is higher than the national average of 1.552, pointing to a high exposure to this particular risk. Although both the university and the country operate at a medium-risk level, the institution is more prone to showing these alert signals than its peers. This indicates that a notable portion of its scientific production is being channeled through media that may not meet international ethical or quality standards. This practice exposes the institution to severe reputational risks and suggests an urgent need to improve information literacy among its researchers to ensure due diligence in selecting dissemination channels and avoid wasting resources on 'predatory' or low-quality publications.
The institution's Z-score of -1.185 is well below the national average of -0.880, reflecting low-profile consistency. This absence of risk signals aligns perfectly with the national standard, which is also low. The data suggests a healthy authorship culture where author lists are appropriate for the research being conducted. This indicates that practices such as author list inflation or 'honorary' authorships are not a concern, ensuring that individual accountability and transparency are maintained in line with, and even exceeding, national norms.
With a Z-score of -0.148, the institution's performance is almost identical to the national average of -0.166. This reflects a state of statistical normality, where the risk level is as expected for its context. The minimal gap indicates a healthy and sustainable balance between the impact generated from collaborations and the impact from research where the institution exercises intellectual leadership. This suggests that the university's scientific prestige is not dependent on external partners but is built upon a solid foundation of real internal capacity, demonstrating structural and strategic strength.
The institution shows a Z-score of -1.413, a clear departure from the national average of 0.121. This is a strong example of preventive isolation, where the university avoids a risk dynamic present in its environment. While the national context shows a moderate level of hyperprolificacy, which can alert to potential imbalances between quantity and quality, the institution's near-zero incidence of this behavior is commendable. It suggests a culture that prioritizes meaningful intellectual contribution over sheer volume, effectively sidestepping risks such as coercive authorship or the assignment of authorship without real participation.
The institution's Z-score of -0.268 stands in sharp contrast to the national average of 1.103. This is another clear instance of preventive isolation. The national trend indicates a moderate reliance on in-house journals, which can raise concerns about conflicts of interest and academic endogamy by bypassing independent external peer review. The university’s very low rate, however, demonstrates a strong commitment to global standards of validation. This practice enhances the international visibility of its research and insulates it from the national tendency to use internal channels, which can sometimes serve as 'fast tracks' to inflate publication metrics.
The institution's Z-score of -0.197 is notably lower than the national average of 0.143, showcasing institutional resilience. The national environment shows a moderate risk of 'salami slicing,' where studies may be fragmented into minimal units to artificially inflate productivity metrics. In contrast, the university's low rate suggests its control mechanisms and research culture effectively mitigate this practice. This indicates a focus on publishing coherent, significant studies that provide substantial new knowledge, thereby protecting the integrity of the scientific record and resisting the pressure to prioritize volume over value.