| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.888 | 0.275 |
|
Retracted Output
|
0.014 | -0.080 |
|
Institutional Self-Citation
|
0.127 | 0.381 |
|
Discontinued Journals Output
|
0.273 | 0.314 |
|
Hyperauthored Output
|
1.277 | -0.002 |
|
Leadership Impact Gap
|
1.488 | 1.641 |
|
Hyperprolific Authors
|
-0.221 | -0.303 |
|
Institutional Journal Output
|
-0.268 | 0.148 |
|
Redundant Output
|
1.333 | -0.248 |
Mindanao State University - Marawi demonstrates a complex integrity profile, with an overall score of 0.310 indicating areas of robust practice alongside specific vulnerabilities that require strategic attention. The institution's primary strength lies in its commitment to external validation, evidenced by an exceptionally low rate of publication in its own journals, which effectively insulates it from the risks of academic endogamy prevalent at the national level. However, this is contrasted by medium-risk signals in several areas, notably in authorship practices (Multiple Affiliations, Hyper-Authored Output) and publication quality (Retracted Output, Redundant Output), which are more pronounced than national averages. According to SCImago Institutions Rankings data, the university's research strengths are concentrated in key scientific fields, with top-tier national rankings in Chemistry (Top 3), and strong Top 5 positions in Biochemistry, Genetics and Molecular Biology, Energy, and Mathematics. These achievements directly support the institutional mission to "ensure excellence in instruction, research development, innovation." However, the identified integrity risks, such as potential data fragmentation or inflated authorship, could undermine this pursuit of excellence and erode the trust necessary to "lead in social transformation." To fully align its operational practices with its ambitious mission, it is recommended that the university leverage its strong foundation in external review to develop targeted policies and training that address authorship ethics and publication quality, thereby safeguarding its reputation and enhancing its role as a leader for Mindanao and the Filipino nation.
The institution presents a Z-score of 0.888, which is significantly higher than the national average of 0.275. This indicates that the university is more exposed to the risks associated with this practice than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this elevated rate suggests a pattern that warrants closer examination. It may signal strategic attempts to inflate institutional credit or "affiliation shopping," a practice that could dilute the university's distinct research identity and misrepresent its collaborative contributions. A review of affiliation policies is advisable to ensure they reflect genuine, substantive collaborations.
With a Z-score of 0.014, the institution shows a moderate deviation from the national standard, which stands at -0.080. This suggests a greater sensitivity to risk factors leading to retractions compared to its peers. Retractions are complex events, but a rate significantly higher than the national baseline 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 to protect the university's scientific reputation.
The institution's Z-score for this indicator is 0.127, notably lower than the national average of 0.381. This reflects a differentiated and effective management of a risk that appears more common across the country. A certain level of self-citation is natural, but by maintaining a lower rate, the university successfully avoids the "echo chambers" that can lead to endogamous impact inflation. This prudent approach demonstrates a commitment to external validation and suggests that the institution's academic influence is more likely driven by global community recognition rather than being oversized by internal dynamics.
The institution's Z-score of 0.273 is closely aligned with the national average of 0.314, indicating that its performance reflects a systemic pattern shared across the country. This alignment points to a widespread challenge in due diligence when selecting dissemination channels. The medium-risk level for both the university and the nation constitutes a critical alert, indicating that a significant portion of scientific production may be channeled through media that do not meet international ethical or quality standards. This exposes the institution to severe reputational risks and suggests an urgent need for enhanced information literacy to avoid wasting resources on "predatory" or low-quality practices.
The institution exhibits a Z-score of 1.277, a moderate deviation from the national average of -0.002, indicating greater sensitivity to this risk factor. While extensive author lists are legitimate in "Big Science" contexts, this pattern's emergence outside those fields can signal author list inflation, which dilutes individual accountability and transparency. For the university, this serves as a clear signal to investigate authorship practices and distinguish between necessary massive collaboration and the potential for "honorary" or political authorship, which can compromise the integrity of the research record.
With a Z-score of 1.488, the institution demonstrates slightly better management of this risk compared to the national average of 1.641. This suggests that while a dependency on external partners for impact exists, the university moderates this trend more effectively than its national peers. Nevertheless, the positive gap still signals a potential sustainability risk, where scientific prestige may be more dependent and exogenous than structural. This invites reflection on whether the university's excellence metrics result from its own internal capacity and intellectual leadership or from strategic positioning in collaborations where it plays a supporting role.
The institution's Z-score of -0.221, while in the low-risk category, points to an incipient vulnerability when compared to the national average of -0.303. This subtle difference suggests the university is beginning to show signals that warrant review before they escalate. While high productivity can evidence leadership, extreme individual publication volumes can challenge the limits of meaningful intellectual contribution. This indicator alerts to potential imbalances between quantity and quality, pointing to the need for a preemptive review of authorship assignment to mitigate risks such as coercive authorship or the assignment of credit without real participation.
The institution's Z-score of -0.268 is exceptionally low, positioning it in a state of preventive isolation from the national trend, where the average score is 0.148 (medium risk). This is a significant strength. By not replicating the risk dynamics observed in its environment, the university demonstrates a strong commitment to independent, external peer review. This practice avoids the conflicts of interest and academic endogamy that can arise from excessive dependence on in-house journals, thereby enhancing its global visibility and ensuring its scientific production undergoes standard competitive validation.
The institution's Z-score of 1.333 marks a moderate deviation from the national average of -0.248, indicating a much greater sensitivity to this risk factor. This high value alerts to the potential practice of dividing coherent studies into minimal publishable units to artificially inflate productivity metrics. Such data fragmentation, or "salami slicing," distorts the available scientific evidence and overburdens the review system. This signal suggests an urgent need to reinforce policies that prioritize the publication of significant new knowledge over sheer volume.
