| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.616 | 0.275 |
|
Retracted Output
|
-0.146 | -0.080 |
|
Institutional Self-Citation
|
6.355 | 0.381 |
|
Discontinued Journals Output
|
-0.038 | 0.314 |
|
Hyperauthored Output
|
-1.122 | -0.002 |
|
Leadership Impact Gap
|
-1.886 | 1.641 |
|
Hyperprolific Authors
|
2.945 | -0.303 |
|
Institutional Journal Output
|
-0.268 | 0.148 |
|
Redundant Output
|
1.228 | -0.248 |
Mapua University presents a profile of pronounced strengths and critical vulnerabilities, reflected in an overall integrity score of 0.383. The institution demonstrates exceptional governance in key areas, showcasing a robust capacity for independent intellectual leadership, transparent authorship practices, and a commitment to external validation that sets it apart from national trends. These strengths form a solid foundation for its research enterprise. However, this positive performance is counterbalanced by significant risks in institutional self-citation and hyperprolific authorship, which require immediate strategic intervention. These vulnerabilities could undermine the credibility of its otherwise strong academic standing, particularly in its leading fields as identified by SCImago Institutions Rankings data, including Mathematics (ranked #1 in the Philippines), Business, Management and Accounting (#2), and Computer Science (#3). To fully align with its mission to be "globally competitive" and provide "state-of-the-art solutions," the University must address these integrity gaps. Practices that suggest internal echo chambers or a focus on quantity over quality directly contradict the pursuit of excellence and responsible innovation. By leveraging its clear areas of integrity to reform its areas of risk, Mapua University can ensure its research impact is both authentic and sustainable, fully realizing its institutional vision.
The University demonstrates a low-risk profile with a Z-score of -0.616, contrasting with the national average's medium-risk Z-score of 0.275. This indicates a high degree of institutional resilience, as the University's control mechanisms appear to successfully mitigate systemic risks prevalent in the country. While multiple affiliations can be legitimate, disproportionately high rates can signal attempts to inflate institutional credit. Mapua University's contained performance suggests its collaboration and affiliation practices are well-managed, avoiding patterns that could be perceived as strategic "affiliation shopping" and maintaining a clear and transparent representation of its research contributions.
With a Z-score of -0.146, the University maintains a low-risk profile that is even more rigorous than the national standard, which also sits in the low-risk category with a Z-score of -0.080. This prudent positioning suggests that the institution's quality control mechanisms prior to publication are robust and effective. Retractions are complex events, and a low rate signifies responsible supervision and a strong integrity culture. The University's performance indicates that potential methodological errors or malpractice are effectively filtered before they can damage the scientific record, reflecting a commitment to high-quality, reliable research output.
A critical alert is raised by the University's significant-risk Z-score of 6.355, which dramatically amplifies the medium-risk vulnerability present in the national system (Z-score of 0.381). This suggests a concerning level of scientific isolation or an 'echo chamber' where the institution's work may not be receiving sufficient external scrutiny. While some self-citation is natural, this disproportionately high rate warns of endogamous impact inflation, where academic influence might be oversized by internal dynamics rather than validated by the global community. This practice poses a direct threat to the institution's credibility and its goal of achieving global competitiveness.
The University shows a low-risk Z-score of -0.038, demonstrating institutional resilience against the medium-risk trend observed at the national level (Z-score of 0.314). This performance indicates that the institution exercises effective due diligence in selecting dissemination channels for its research. A high proportion of publications in discontinued journals can expose an institution to severe reputational risks associated with 'predatory' or low-quality practices. Mapua University's strong result suggests its researchers are well-informed and are successfully avoiding channels that do not meet international ethical or quality standards, thereby safeguarding institutional resources and reputation.
The University's Z-score of -1.122 places it in the very low-risk category, aligning well with the low-risk national standard (Z-score of -0.002). This low-profile consistency demonstrates an absence of risk signals related to authorship inflation. Outside of 'Big Science' contexts where extensive author lists are normal, high rates of hyper-authorship can dilute individual accountability and suggest the presence of 'honorary' authors. The University's data reflects healthy and transparent authorship practices, ensuring that credit is assigned appropriately and individual contributions remain clear.
The University exhibits a significant strength with a very low-risk Z-score of -1.886, representing a clear preventive isolation from the medium-risk dynamics observed nationally (Z-score of 1.641). A wide positive gap often signals that an institution's prestige is dependent on external partners rather than its own capabilities. Mapua University's negative score is a powerful indicator of scientific autonomy and sustainability, suggesting that its most impactful research is driven by its own intellectual leadership. This demonstrates that its excellence metrics result from genuine internal capacity, a cornerstone for long-term, sustainable growth and innovation.
A severe discrepancy is noted in this indicator, where the University has a significant-risk Z-score of 2.945, while the national context is one of low risk (Z-score of -0.303). This atypical risk activity is a serious concern and requires a deep integrity assessment. Extreme individual publication volumes challenge the limits of meaningful intellectual contribution and can point to imbalances between quantity and quality. This high indicator alerts to potential risks such as coercive authorship, data fragmentation, or the assignment of authorship without real participation—dynamics that prioritize metric inflation over the integrity of the scientific record.
With a very low-risk Z-score of -0.268, the University effectively isolates itself from the medium-risk trend seen across the country (Z-score of 0.148). This is a strong indicator of good governance, as it shows the institution is not overly reliant on its own journals for publication. Excessive dependence on in-house journals can create conflicts of interest and academic endogamy, allowing research to bypass rigorous, independent peer review. The University's performance demonstrates a commitment to external validation and global visibility, avoiding the use of internal channels as potential 'fast tracks' to inflate publication counts.
The University's Z-score of 1.228 places it in the medium-risk category, a moderate deviation from the low-risk national average (Z-score of -0.248). This suggests the institution is more sensitive than its peers to risk factors associated with data fragmentation. Massive bibliographic overlap between publications can indicate 'salami slicing,' the practice of dividing a single study into minimal publishable units to artificially inflate productivity. This alert warrants a review of publication practices to ensure that research contributions are substantive and that the focus remains on generating significant new knowledge rather than maximizing publication volume.
