| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.336 | 0.275 |
|
Retracted Output
|
3.799 | -0.080 |
|
Institutional Self-Citation
|
-2.082 | 0.381 |
|
Discontinued Journals Output
|
7.991 | 0.314 |
|
Hyperauthored Output
|
-1.401 | -0.002 |
|
Leadership Impact Gap
|
1.885 | 1.641 |
|
Hyperprolific Authors
|
2.146 | -0.303 |
|
Institutional Journal Output
|
-0.268 | 0.148 |
|
Redundant Output
|
-1.186 | -0.248 |
The University of the Cordilleras presents a complex scientific integrity profile, characterized by a notable duality. With an overall risk score of 2.820, the institution demonstrates significant strengths in areas of academic transparency and research ethics, including exceptionally low rates of institutional self-citation, hyper-authored output, and publication in its own journals. These positive indicators suggest a culture that values external validation and clear accountability. However, this is contrasted by critical vulnerabilities, particularly a significant rate of retracted output and an alarmingly high volume of publications in discontinued journals. These weaknesses pose a direct threat to the University's reputation and the credibility of its research, especially in its nationally recognized thematic areas such as Engineering (ranked 6th in the Philippines) and Business, Management and Accounting (ranked 8th). While a specific mission statement was not available, these integrity risks fundamentally challenge the universal academic goals of excellence and social responsibility. To secure its standing and build upon its strengths, the University should prioritize a strategic intervention focused on enhancing pre-publication quality control and implementing rigorous guidelines for selecting publication venues.
The institution's Z-score of 0.336 is moderately higher than the national average of 0.275, indicating a greater exposure to the risks associated with this practice. This suggests that the University is more prone than its national peers to patterns of multiple affiliation. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this elevated rate warrants a review to ensure that all declared affiliations correspond to substantive collaborations rather than strategic attempts to inflate institutional credit or engage in “affiliation shopping.”
A severe discrepancy exists between the institution's Z-score of 3.799 and the national average of -0.080. This atypical and critically high level of risk activity demands a deep integrity assessment. Retractions are complex events, but a rate so far above the norm suggests that quality control mechanisms prior to publication may be failing systemically. This is a significant vulnerability in the institution's integrity culture, pointing to possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification and intervention by management to protect its scientific reputation.
The University demonstrates exceptional performance in this area, with a Z-score of -2.082, in stark contrast to the national medium-risk average of 0.381. This result indicates a form of preventive isolation, where the institution successfully avoids the risk dynamics observed in its environment. A certain level of self-citation is natural, but this very low rate confirms that the institution is not operating within a scientific 'echo chamber.' It suggests that the University's academic influence is robustly validated by the global community's recognition rather than being inflated by endogamous internal dynamics.
With a Z-score of 7.991, the institution shows an alarming accentuation of a risk that is already present in the national system (Z-score of 0.314). This extremely high value constitutes a critical alert regarding due diligence in selecting dissemination channels. It indicates that a significant portion of the University's scientific production is being channeled through media that do not meet international ethical or quality standards. This practice exposes the institution to severe reputational risks and suggests an urgent need for enhanced information literacy and stricter policies to prevent the waste of resources on 'predatory' or low-quality publications.
The institution's Z-score of -1.401 is well below the national average of -0.002, demonstrating low-profile consistency in authorship practices. The complete absence of risk signals in this area aligns with, and even improves upon, the national standard. This indicates that the University maintains a healthy culture of authorship, effectively promoting transparency and individual accountability by avoiding the inflation of author lists with 'honorary' or political attributions.
The institution's Z-score of 1.885 is moderately high and exceeds the national average of 1.641, signaling a higher exposure to dependency risks. This gap suggests that a significant portion of the institution's measured impact may be derived from collaborations where it does not exercise primary intellectual leadership. This pattern points to a potential sustainability risk, where scientific prestige is more dependent and exogenous than structural. It invites strategic reflection on whether the institution's excellence metrics result from genuine internal capacity or from strategic positioning in partnerships led by others.
The institution's Z-score of 2.146 represents a moderate deviation from the national standard, which sits at a low-risk -0.303. This greater sensitivity to risk factors warrants review. While high productivity can be a sign of leadership, extreme individual publication volumes often challenge the limits of meaningful intellectual contribution. This indicator alerts to potential imbalances between quantity and quality, pointing to risks such as coercive authorship or the assignment of authorship without real participation—dynamics that prioritize metrics over the integrity of the scientific record.
The University shows outstanding practice with a Z-score of -0.268, effectively isolating itself from the medium-risk trend seen at the national level (Z-score of 0.148). This demonstrates a clear commitment to avoiding academic endogamy. By not relying on its own journals, which can create conflicts of interest, the institution ensures its scientific production bypasses potential 'fast tracks' and is instead subjected to independent external peer review. This approach strengthens the competitive validation of its research and enhances its global visibility.
With a Z-score of -1.186, significantly lower than the national average of -0.248, the institution demonstrates low-profile consistency and a commendable absence of risk signals. This indicates a strong institutional culture that prioritizes the publication of substantive and coherent research over artificially inflating productivity. By avoiding the practice of dividing studies into minimal publishable units, or 'salami slicing,' the University upholds the integrity of the scientific evidence base and contributes significant new knowledge rather than redundant data.
