| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.623 | 0.097 |
|
Retracted Output
|
0.887 | 0.676 |
|
Institutional Self-Citation
|
-0.405 | 0.001 |
|
Discontinued Journals Output
|
1.268 | 1.552 |
|
Hyperauthored Output
|
-0.927 | -0.880 |
|
Leadership Impact Gap
|
1.106 | -0.166 |
|
Hyperprolific Authors
|
-0.920 | 0.121 |
|
Institutional Journal Output
|
2.893 | 1.103 |
|
Redundant Output
|
-0.091 | 0.143 |
The University of Malaysia, Sarawak, presents a robust overall performance (Score: 0.764) characterized by significant strengths in research governance alongside specific, critical vulnerabilities that require strategic attention. The institution demonstrates exemplary control in areas such as the Rate of Hyperprolific Authors, where it is effectively isolated from national risk trends, and shows strong resilience against Institutional Self-Citation and Redundant Output. However, this positive profile is contrasted by a significant alert in the Rate of Retracted Output and high exposure in the Rate of Output in Institutional Journals and the Gap in leadership impact. According to SCImago Institutions Rankings data, the university holds strong national positions in key thematic areas, including Arts and Humanities, Economics, Econometrics and Finance, and Environmental Science. This thematic excellence aligns with its mission to "enhance the quality of the nation's culture and prosperity," yet the identified integrity risks, particularly the high rate of retractions, directly challenge this commitment to quality. To fully realize its mission, it is crucial to address these vulnerabilities, ensuring that its recognized thematic leadership is built upon a foundation of unimpeachable scientific integrity and strategic, high-quality dissemination.
The institution's Z-score for multiple affiliations is 0.623, which is considerably higher than the national average of 0.097. Although both the institution and the country operate within a medium-risk context, this notable difference suggests the institution is more exposed to the underlying drivers of this indicator. This pattern indicates that specific institutional dynamics may be encouraging a higher rate of multiple affiliations. While often a legitimate result of researcher mobility or partnerships, the elevated rate here warrants a review to ensure it reflects genuine, strategic collaboration rather than attempts to inflate institutional credit through "affiliation shopping," a practice that could dilute the university's distinct research identity.
A critical alert is noted in this area, with the institution's Z-score of 0.887 marking a significant risk level that accentuates the medium-risk vulnerability already present in the national system (Z-score: 0.676). A rate significantly higher than the national and global average suggests that pre-publication quality control mechanisms may be failing systemically. This indicator moves beyond isolated incidents to signal a potential weakness in the institution's integrity culture, pointing to possible recurring malpractice or a lack of methodological rigor that requires immediate and thorough qualitative verification by management to protect its scientific reputation.
The institution demonstrates strong institutional resilience in managing self-citation, with a low-risk Z-score of -0.405, contrasting favorably with the country's medium-risk average of 0.001. This suggests that effective control mechanisms are successfully mitigating the systemic risks observed nationally. By maintaining a low rate, the university avoids the formation of scientific 'echo chambers' and ensures its work is validated by the broader external community. This practice strengthens the credibility of its academic influence, confirming it is based on global recognition rather than being oversized by internal dynamics.
While publishing in discontinued journals represents a shared medium-level risk across the country, the institution exhibits differentiated management of this issue. Its Z-score of 1.268 is notably lower than the national average of 1.552, indicating a more discerning and effective approach to selecting publication venues. This proactive stance helps moderate a common risk, yet the medium level still calls for continued vigilance. A high proportion of output in such journals can signal a failure in due diligence, exposing the institution to severe reputational risks and suggesting a need for enhanced information literacy to avoid channeling resources into 'predatory' or low-quality practices.
The institution's authorship patterns are in line with national standards, showing a low-risk Z-score of -0.927, which is statistically normal when compared to the country's average of -0.880. This alignment indicates that authorship practices are appropriate for its context and size. The absence of signals related to author list inflation suggests a healthy culture of transparency and accountability, where credit is likely assigned based on meaningful contributions, effectively distinguishing between necessary collaboration and questionable 'honorary' authorship practices.
A moderate deviation from the national norm is observed, with the institution's medium-risk Z-score of 1.106 showing greater sensitivity to this risk factor compared to the country's low-risk profile (-0.166). This wide positive gap suggests that while the institution's global impact is high, a significant portion may derive from collaborations where it does not exercise intellectual leadership. This signals a potential sustainability risk, where scientific prestige could be dependent and exogenous rather than structural. It invites a strategic reflection on whether excellence metrics result from genuine internal capacity or from strategic positioning in partnerships.
The institution achieves a state of preventive isolation from national trends regarding hyperprolific authorship. Its very low-risk Z-score of -0.920 stands in stark contrast to the country's medium-risk environment (Z-score: 0.121), highlighting robust internal governance. By not replicating the risk dynamics observed elsewhere, the university promotes a healthy balance between productivity and quality. This effectively mitigates risks such as coercive authorship or credit assignment without real participation, thereby protecting the integrity of its scientific record from practices that prioritize metrics over meaningful intellectual contribution.
Within a national context of medium risk, the institution displays high exposure to publishing in its own journals, evidenced by a Z-score of 2.893 that far exceeds the country's average of 1.103. This heightened tendency raises potential conflict-of-interest concerns, as the institution acts as both judge and party. Such a practice risks fostering academic endogamy, where research may bypass independent external peer review. This can limit global visibility and suggests the potential use of internal channels as 'fast tracks' to inflate publication counts without the standard competitive validation of the international scientific community.
The institution demonstrates commendable resilience against the practice of redundant publication, a risk moderately present in the national scientific landscape. Its low-risk Z-score of -0.091, compared to the country's medium-risk score of 0.143, indicates that its internal controls effectively discourage data fragmentation. This suggests a research culture that prioritizes the generation of significant new knowledge over the artificial inflation of productivity by dividing studies into 'minimal publishable units.' This approach protects the integrity of the available scientific evidence and avoids overburdening the peer-review system.
