| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.034 | 0.275 |
|
Retracted Output
|
0.042 | -0.080 |
|
Institutional Self-Citation
|
0.013 | 0.381 |
|
Discontinued Journals Output
|
0.547 | 0.314 |
|
Hyperauthored Output
|
2.004 | -0.002 |
|
Leadership Impact Gap
|
1.778 | 1.641 |
|
Hyperprolific Authors
|
0.244 | -0.303 |
|
Institutional Journal Output
|
-0.268 | 0.148 |
|
Redundant Output
|
2.328 | -0.248 |
Mindanao State University - Iligan Institute of Technology presents a profile of significant thematic specialization combined with notable vulnerabilities in its research integrity framework. With an overall integrity score of 0.529, the institution demonstrates a mixed performance characterized by areas of exceptional best practice, such as its minimal reliance on institutional journals, alongside critical alerts, most prominently in hyper-authorship. According to SCImago Institutions Rankings data, the university's core strengths are concentrated in key scientific fields, ranking among the top national institutions in Chemistry (2nd), Biochemistry, Genetics and Molecular Biology (3rd), and both Computer Science and Mathematics (4th). However, the identified risks in authorship, publication channel selection, and output fragmentation directly challenge its mission "to provide quality education for... development... through relevant... research." Practices that prioritize quantity over substance can undermine the credibility and real-world relevance of its scientific contributions, potentially hindering its goal of fostering socio-economic progress. To fully align its operational reality with its strategic vision, it is recommended that the institution leverage its clear thematic leadership to champion a renewed culture of scientific integrity, implementing targeted policies to mitigate identified risks and ensure its research excellence is both robust and sustainable.
The institution exhibits a Z-score of 1.034, which is notably higher than the national average of 0.275. This indicates a high exposure to this risk factor, suggesting the center is more prone to showing alert signals than its environment average. While multiple affiliations can be a legitimate outcome of collaboration, this elevated rate warrants a closer look to ensure it does not signal strategic attempts to inflate institutional credit through practices like “affiliation shopping,” which could artificially boost visibility without a corresponding increase in substantive contribution.
With a Z-score of 0.042, the institution shows a moderate deviation from the national standard, where the score is -0.080. This suggests the center is more sensitive to risk factors than its peers. A rate significantly higher than the national average alerts to a potential vulnerability in the institution's integrity culture. It suggests that quality control mechanisms prior to publication may be failing more frequently than elsewhere in the country, indicating possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management.
The institution's Z-score of 0.013 is considerably lower than the national average of 0.381, demonstrating differentiated management of this risk. This indicates that the center effectively moderates risks that appear more common across the country. By maintaining a low rate of institutional self-citation, the university successfully avoids the creation of scientific 'echo chambers' and the risk of endogamous impact inflation. This practice reflects a commitment to external validation and suggests that the institution's academic influence is healthily grounded in recognition by the global community rather than internal dynamics.
The institution's Z-score of 0.547 is higher than the national average of 0.314, signaling a high exposure to this particular risk. This suggests the center is more prone than its peers to channeling its research into outlets of questionable quality. A high Z-score indicates that a significant portion of its scientific production is being directed to media that do not meet international ethical or quality standards. This exposes the institution to severe reputational risks and points to an urgent need for enhanced information literacy among its researchers to avoid wasting resources on 'predatory' or low-quality publication practices.
A Z-score of 2.004 marks a severe discrepancy from the national average of -0.002, where this practice is not a notable risk. This atypical level of risk activity is a critical anomaly that requires a deep integrity assessment. Outside of 'Big Science' contexts where extensive author lists are normal, such a high score can indicate systemic author list inflation, which dilutes individual accountability and transparency. It is crucial to investigate these patterns to distinguish between necessary massive collaboration and the prevalence of 'honorary' or political authorship practices.
The institution's Z-score of 1.778 is slightly above the national average of 1.641, indicating a high exposure to dependency risk. This suggests the center is more prone than its environment's average to relying on external partners for impact. A high value in this indicator suggests that a significant portion of its scientific prestige is dependent and exogenous, not structural. This finding invites a strategic reflection on whether the institution's excellence metrics result from its own internal capacity and intellectual leadership or from a strategic positioning in collaborations where it plays a secondary role.
With a Z-score of 0.244, the institution shows a moderate deviation from the national context, which has a score of -0.303. This indicates a greater sensitivity to risk factors associated with extreme productivity than its peers. This indicator alerts to potential imbalances between quantity and quality, pointing to risks such as coercive authorship, data fragmentation, or the assignment of authorship without real participation. These dynamics prioritize metric inflation over the integrity of the scientific record and warrant a review of institutional incentive structures.
The institution demonstrates a Z-score of -0.268, a stark contrast to the national average of 0.148. This represents a case of preventive isolation, where the center commendably avoids replicating risk dynamics observed in its environment. By minimizing its reliance on in-house journals, the institution sidesteps potential conflicts of interest and the risk of academic endogamy. This practice ensures that its scientific production consistently undergoes independent external peer review, which strengthens its global visibility and validates its research against international competitive standards.
The institution's Z-score of 2.328 represents a moderate deviation from the national standard of -0.248. This shows a greater sensitivity to this risk factor than its peers. Such a high value alerts to the potential practice of dividing coherent studies into minimal publishable units to artificially inflate productivity metrics. This behavior not only distorts the available scientific evidence but also overburdens the peer review system, signaling a culture that may prioritize publication volume over the generation of significant new knowledge.
