| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.777 | -0.132 |
|
Retracted Output
|
1.704 | 0.931 |
|
Institutional Self-Citation
|
2.885 | 0.834 |
|
Discontinued Journals Output
|
1.689 | 2.300 |
|
Hyperauthored Output
|
-0.766 | -0.329 |
|
Leadership Impact Gap
|
-0.391 | 0.657 |
|
Hyperprolific Authors
|
0.155 | -0.639 |
|
Institutional Journal Output
|
-0.268 | 0.242 |
|
Redundant Output
|
-0.125 | -0.212 |
With a robust overall integrity score of 0.840, Universidad Privada del Norte demonstrates a solid foundation in research governance, marked by significant strengths in managing collaborative affiliations, ensuring intellectual leadership in its projects, and maintaining exceptional independence from its own publication channels. These positive aspects are counterbalanced by critical vulnerabilities, particularly a significant rate of retracted publications and institutional self-citation, which require immediate strategic attention. The institution's academic excellence is evident in its prominent national positioning according to SCImago Institutions Rankings data, especially in key areas such as Business, Management and Accounting (2nd in Peru), Psychology (2nd in Peru), Social Sciences (2nd in Peru), and Engineering (3rd in Peru). However, the identified integrity risks, such as potential 'echo chambers' and post-publication quality issues, could undermine its mission to foster "critical thinking" and "contribute to the sustainable development of society." To fully align its operational practices with its transformative vision, it is recommended that the university implement targeted quality assurance and external validation protocols, turning these challenges into opportunities to reinforce its commitment to scientific excellence and social responsibility.
With a Z-score of -0.777, well below the national average of -0.132, the institution demonstrates a prudent and well-managed approach to author affiliations. This result indicates that the center operates with greater rigor than the national standard in this area, effectively avoiding signals of risk. While multiple affiliations can sometimes be used to inflate institutional credit through “affiliation shopping,” the institution's low score suggests that its collaborative practices are transparent and organically reflect legitimate research partnerships, such as those between universities and teaching hospitals, rather than strategic manipulation.
The institution presents a Z-score of 1.704 in retracted publications, a figure that not only indicates a significant risk but also positions it above the already compromised national average of 0.931. This situation constitutes a critical alert, suggesting that the institution is a focal point of this risk within a national context that already requires attention. Retractions are complex events, but a rate significantly higher than the global average, as observed here, suggests that quality control mechanisms prior to publication may be failing systemically. This high Z-score points to a vulnerability in the institution's integrity culture, indicating possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to protect its scientific reputation.
The institution's Z-score for self-citation is 2.885, a value that represents a significant risk and markedly amplifies the vulnerabilities already present in the national system, which has a medium-risk average of 0.834. This suggests that the institutional dynamics are intensifying a problematic national trend. A disproportionately high rate of self-citation can signal concerning scientific isolation or 'echo chambers' where the institution validates its own work without sufficient external scrutiny. This high value warns of the risk of endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than global community recognition, a practice that requires careful review.
The institution shows a Z-score of 1.689 in this indicator, which, while representing a medium risk, reflects a more controlled situation compared to the national average of 2.300. This indicates a differentiated management approach, where the university appears to be moderating a risk that is more widespread and acute across the country. Nevertheless, a high proportion of publications in such journals constitutes a critical alert regarding due diligence in selecting dissemination channels. The current score suggests that a portion of its scientific production is being channeled through media that may not meet international ethical or quality standards, exposing the institution to reputational risks and highlighting a need for improved information literacy to avoid 'predatory' practices.
The institution exhibits a Z-score of -0.766, significantly lower than the national average of -0.329, indicating a prudent profile in managing authorship. This demonstrates that the institution's processes are more rigorous than the national standard, effectively mitigating risks associated with inflated author lists. While extensive author lists are legitimate in 'Big Science,' a low score like this confirms that the institution avoids practices such as 'honorary' or political authorship, thereby reinforcing individual accountability and transparency in its research contributions.
With a Z-score of -0.391, the institution shows a low-risk profile, contrasting sharply with the national medium-risk average of 0.657. This demonstrates strong institutional resilience, as internal control mechanisms appear to be successfully mitigating systemic risks prevalent in the country. A negative or low gap indicates that the impact of research led by the institution is robust and not dependent on external partners. This result suggests that the institution's scientific prestige is built on a solid foundation of internal capacity and intellectual leadership, avoiding the sustainability risks associated with an excellence model dependent on exogenous collaborations.
The institution records a Z-score of 0.155, corresponding to a medium risk level, which represents a moderate deviation from the national context, where the average is a low-risk -0.639. This suggests the center is more sensitive to risk factors related to hyper-productivity than its national peers. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution. This indicator serves as an alert 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 and warrant a review of internal authorship policies.
The institution's Z-score of -0.268 places it in the very low-risk category, demonstrating a clear preventive isolation from the medium-risk dynamics observed at the national level (Z-score of 0.242). This result shows that the university does not replicate the risk of academic endogamy prevalent in its environment. While in-house journals can be valuable, an over-reliance on them raises conflicts of interest. The institution's very low score indicates that its scientific production overwhelmingly undergoes independent external peer review, ensuring global visibility and avoiding the use of internal channels as 'fast tracks' to inflate CVs without standard competitive validation.
With a Z-score of -0.125, the institution's risk level is low but slightly higher than the national average of -0.212. This subtle difference suggests an incipient vulnerability that, while not yet alarming, warrants preventive review before it escalates. Massive bibliographic overlap between simultaneous publications can indicate data fragmentation or 'salami slicing.' The current value serves as a minor alert to the potential practice of dividing studies into minimal publishable units to artificially inflate productivity, a behavior that can distort scientific evidence and should be monitored to ensure research contributions remain significant.