| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.647 | 0.097 |
|
Retracted Output
|
-0.014 | 0.676 |
|
Institutional Self-Citation
|
-0.636 | 0.001 |
|
Discontinued Journals Output
|
6.612 | 1.552 |
|
Hyperauthored Output
|
-1.093 | -0.880 |
|
Leadership Impact Gap
|
0.592 | -0.166 |
|
Hyperprolific Authors
|
-1.337 | 0.121 |
|
Institutional Journal Output
|
-0.268 | 1.103 |
|
Redundant Output
|
-0.560 | 0.143 |
Northern University of Malaysia demonstrates a robust and commendable scientific integrity profile, reflected in its overall score of 1.008. The institution exhibits exceptional control over the majority of integrity indicators, particularly in preventing hyperprolific authorship, redundant publications, and excessive reliance on institutional journals, where it significantly outperforms national averages. These strengths are foundational to its mission of educating "leaders with holistic characteristics." The University's academic excellence is further highlighted by its strong national standing in key disciplines according to SCImago Institutions Rankings data, including top-tier rankings in Economics, Econometrics and Finance; Business, Management and Accounting; and Arts and Humanities. However, this strong profile is contrasted by two critical vulnerabilities: a significant rate of publication in discontinued journals and a notable gap in impact between collaborative and institution-led research. These issues directly challenge the mission's aim to "serve the global community," as publishing in low-quality venues undermines global credibility and a dependency on external partners can limit the development of genuine institutional leadership. To fully align its practices with its ambitious vision, the University is advised to implement targeted strategies that enhance researchers' discernment in selecting publication channels and foster greater intellectual leadership from within its own ranks.
The institution's Z-score of -0.647 contrasts favorably with the national average of 0.097. This indicates a high degree of institutional resilience, suggesting that internal control mechanisms are effectively mitigating systemic risks that are more prevalent across the country. While multiple affiliations can be a legitimate outcome of collaboration, the University's contained rate suggests its policies successfully prevent strategic "affiliation shopping" or attempts to artificially inflate institutional credit, ensuring that co-authorships reflect genuine scientific partnerships.
With a Z-score of -0.014, the institution maintains a much healthier profile than the national average of 0.676. This demonstrates effective institutional resilience, as the University appears to be insulated from the pressures or systemic issues leading to higher retraction rates elsewhere in the country. A rate significantly lower than the national context suggests that the institution's quality control mechanisms prior to publication are robust, systemically preventing the kind of recurring malpractice or lack of methodological rigor that can lead to a high volume of retractions and damage to its integrity culture.
The institution's Z-score of -0.636 is markedly lower than the national average of 0.001, showcasing strong institutional resilience against academic insularity. A certain level of self-citation is natural, but the University's low rate indicates it successfully avoids the "echo chambers" that can arise from endogamous impact inflation, a risk more apparent at the national level. This suggests the institution's academic influence is validated by the global community rather than being oversized by internal dynamics, reflecting a healthy integration with external scientific discourse.
The institution presents a Z-score of 6.612, a figure that is critically higher than the national average of 1.552. This pattern indicates a significant risk accentuation, where the University amplifies a vulnerability already present in the national system. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. This Z-score suggests that a substantial portion of the institution's scientific output is being channeled through media that do not meet international ethical or quality standards, exposing it to severe reputational risks and indicating an urgent need for information literacy to prevent the waste of resources on 'predatory' or low-quality practices.
The institution's Z-score of -1.093 is lower than the national average of -0.880. This reflects a prudent profile, indicating that the University manages its authorship processes with more rigor than the national standard. In fields where extensive author lists are not the norm, a low score is a positive signal. It suggests the institution effectively distinguishes between necessary massive collaboration and the risk of author list inflation, thereby diluting individual accountability. This prudent approach helps maintain transparency and avoids 'honorary' or political authorship practices.
The institution's Z-score of 0.592 shows a moderate deviation from the national average of -0.166. This suggests the University is more sensitive to this particular risk factor than its peers. A wide positive gap, where global impact is high but the impact of research led by the institution itself is low, signals a sustainability risk. This value suggests that a portion of its scientific prestige may be dependent and exogenous, rather than structural. It invites a strategic reflection on whether its excellence metrics result from genuine internal capacity or from positioning in collaborations where the institution does not exercise primary intellectual leadership.
With a Z-score of -1.337, the institution stands in stark contrast to the national average of 0.121. This demonstrates a state of preventive isolation, where the University does not replicate the risk dynamics observed in its environment. While high productivity can be positive, extreme volumes challenge the limits of meaningful intellectual contribution. The institution's very low score is a strong indicator of a healthy balance between quantity and quality, successfully avoiding the risks of coercive authorship or the assignment of authorship without real participation, thus prioritizing the integrity of the scientific record over raw metrics.
The institution's Z-score of -0.268 is significantly lower than the national average of 1.103. This signals a clear preventive isolation, as the center does not follow the risk patterns observed at the country level. Excessive dependence on in-house journals can raise conflicts of interest and lead to academic endogamy. The University's minimal reliance on such channels demonstrates a commitment to independent, external peer review, which enhances global visibility and ensures its scientific production is validated through standard competitive processes rather than potentially using internal channels as 'fast tracks' to inflate CVs.
The institution's Z-score of -0.560 is substantially lower than the national average of 0.143, indicating a clear state of preventive isolation from national trends. This very low value suggests the institution effectively curbs the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity. By avoiding data fragmentation, the University upholds the integrity of the scientific evidence base and reduces the burden on the peer review system, showing a commitment to publishing significant new knowledge over sheer volume.
