| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.085 | 0.382 |
|
Retracted Output
|
-0.334 | 1.232 |
|
Institutional Self-Citation
|
-0.044 | -0.131 |
|
Discontinued Journals Output
|
0.259 | 0.599 |
|
Hyperauthored Output
|
-0.407 | 0.112 |
|
Leadership Impact Gap
|
-0.533 | 1.285 |
|
Hyperprolific Authors
|
-1.413 | -0.717 |
|
Institutional Journal Output
|
1.910 | 2.465 |
|
Redundant Output
|
-0.572 | -0.100 |
The Universidad del Norte, Barranquilla, demonstrates a robust and well-balanced scientific integrity profile, reflected in an overall risk score of -0.068. This positions the institution favorably, indicating that its research practices are generally sound and aligned with international standards. Key strengths are evident in its exceptional control over critical risk areas such as retracted output, hyperprolific authorship, and redundant publications, where it significantly outperforms a national context facing greater challenges. Areas for strategic attention include a moderate incidence of output in institutional and discontinued journals, as well as multiple affiliations; however, even in these domains, the university shows more effective management than the national average. This solid foundation of integrity directly supports the institution's prominent academic standing, as evidenced by its leadership in Colombia within several key thematic areas according to SCImago Institutions Rankings data, including Arts and Humanities, Biochemistry, Genetics and Molecular Biology, Business, Management and Accounting, and Economics, Econometrics and Finance. This performance aligns with its mission to provide "integral formation" based on "solid ethical principles" and "scientific and research foundations." While the identified moderate risks do not fundamentally contradict this mission, addressing them proactively will be crucial to fully realize the commitment to the highest contemporary standards and ensure that the university's contribution to societal development is built on unimpeachable academic excellence. Overall, the institution has a formidable base from which to refine its governance policies and further cement its role as a regional and national leader in responsible research.
The institution presents a Z-score of 0.085 in this indicator, which is notably lower than the national average of 0.382. This suggests a differentiated management approach, where the university successfully moderates a risk that appears more common across the country. While multiple affiliations can be a legitimate outcome of collaboration, disproportionately high rates can signal strategic attempts to inflate institutional credit or “affiliation shopping.” The university's more controlled rate indicates a healthier and more transparent handling of academic attributions compared to its national peers, though the presence of this signal warrants continued oversight to maintain this positive distinction.
With a Z-score of -0.334, the institution stands in stark contrast to the country's critical average of 1.232. This significant difference demonstrates that the university functions as an effective filter, insulating itself from national risk dynamics in this area. A high rate of retractions suggests that quality control mechanisms may be failing systemically. Therefore, the institution's exceptionally low score is a powerful indicator of a robust integrity culture and rigorous pre-publication supervision, effectively acting as a firewall against the potential for recurring malpractice or methodological shortcomings observed at a broader national level.
The institution's Z-score for self-citation is -0.044, slightly higher than the national average of -0.131. Although both values are in a low-risk range, this subtle difference points to an incipient vulnerability that warrants review. A certain level of self-citation is natural, reflecting the continuity of research lines. However, the university's tendency, while minimal, is slightly more pronounced than its national context, signaling a need for proactive monitoring to prevent the formation of scientific 'echo chambers' and ensure its academic influence is consistently validated by the global community rather than being shaped by internal dynamics.
The university's Z-score of 0.259 is considerably better than the national average of 0.599, indicating differentiated management of a risk prevalent in its environment. This suggests a more rigorous due diligence process in selecting dissemination channels compared to its national counterparts. A high proportion of publications in discontinued journals is a critical alert, as it indicates that scientific output may be channeled through media lacking international ethical or quality standards. While the risk is present, the institution's ability to moderate this trend reduces its exposure to severe reputational damage and demonstrates a more effective information literacy framework for its researchers.
The institution shows a Z-score of -0.407, a figure that reflects strong institutional resilience when compared to the country's medium-risk average of 0.112. This disparity suggests that the university's internal control mechanisms are effectively mitigating a systemic national risk. Outside of "Big Science" contexts, high rates of hyper-authorship can indicate author list inflation, which dilutes individual accountability. The institution's low score is a clear sign that it fosters a culture of transparency and meaningful contribution, successfully distinguishing between necessary collaboration and practices like 'honorary' authorship.
With a Z-score of -0.533, the institution demonstrates remarkable resilience and scientific autonomy, especially when contrasted with the national medium-risk score of 1.285. A wide positive gap often signals that an institution's prestige is dependent on external partners rather than its own structural capacity. The university's negative score is a strong indicator of the opposite: its scientific excellence is homegrown, and its impact is driven by research where it exercises direct intellectual leadership. This reflects a sustainable and robust research ecosystem, not one reliant on strategic positioning in collaborations led by others.
The institution's Z-score of -1.413 is exceptionally low, positioning it well below the country's already low-risk average of -0.717. This demonstrates a low-profile consistency, where the complete absence of risk signals aligns with, and even improves upon, the secure national standard. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to imbalances between quantity and quality. The university's score indicates a healthy academic environment that prioritizes the integrity of the scientific record over the artificial inflation of metrics, showing no evidence of practices like coercive or unmerited authorship.
The university's Z-score of 1.910, while in the medium-risk range, is lower than the national average of 2.465. This points to a differentiated management strategy, where the institution moderates a practice that is more pronounced at the national level. Excessive dependence on in-house journals can raise conflicts of interest and lead to academic endogamy by bypassing independent external peer review. Although this remains an area for attention, the university's more controlled approach suggests a greater effort to balance local dissemination with global validation, mitigating the risk of using internal channels to inflate publication counts without standard competitive scrutiny.
With a Z-score of -0.572, the institution shows a complete absence of risk signals for redundant output, performing significantly better than the low-risk national average of -0.100. This reflects a consistent and highly integral research culture. Massive bibliographic overlap between publications often indicates 'salami slicing'—the practice of fragmenting a single study into minimal units to artificially inflate productivity. The institution's very low score provides strong evidence that its researchers are committed to publishing coherent, significant contributions, thereby upholding the integrity of scientific knowledge and avoiding practices that overburden the review system.
