| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.131 | 0.382 |
|
Retracted Output
|
-0.061 | 1.232 |
|
Institutional Self-Citation
|
0.238 | -0.131 |
|
Discontinued Journals Output
|
-0.363 | 0.599 |
|
Hyperauthored Output
|
1.624 | 0.112 |
|
Leadership Impact Gap
|
0.977 | 1.285 |
|
Hyperprolific Authors
|
-0.331 | -0.717 |
|
Institutional Journal Output
|
1.116 | 2.465 |
|
Redundant Output
|
-0.374 | -0.100 |
The Universidad de los Andes, Colombia, demonstrates a solid scientific integrity profile, reflected in its overall risk score of 0.124. This performance is anchored in significant strengths, such as an exceptionally low rate of publication in discontinued journals and a robust filtering of retracted output, which positions the institution as a benchmark of quality control within a nationally complex environment. This foundation of integrity supports its leadership, confirmed by SCImago Institutions Rankings data, in key thematic areas including a #1 national ranking in Economics, Econometrics and Finance, and #2 rankings in Arts and Humanities, Business, Management and Accounting, and Social Sciences. However, identified vulnerabilities, particularly a significant risk in hyper-authored publications and a medium risk in institutional self-citation, present a challenge to its mission of fostering "academic excellence" and "rigorous critical and ethical character development." These practices, if unaddressed, could dilute individual accountability and create an impression of insular validation, contradicting the institution's commitment to society. Therefore, a strategic focus on reinforcing authorship transparency and promoting external validation will be crucial to ensure its operational practices fully embody its core values, solidifying its role as a national and regional leader.
The institution presents a Z-score of 0.131, which is notably lower than the national average of 0.382. Although both the university and the country operate within a medium-risk context for this indicator, the institution demonstrates a more controlled and differentiated management of this practice. While multiple affiliations can be a legitimate outcome of collaboration, disproportionately high rates can signal strategic attempts to inflate institutional credit. The university's ability to moderate this trend compared to its national peers suggests a more robust policy framework that effectively balances collaborative openness with the need to prevent “affiliation shopping,” thereby safeguarding the clarity of its institutional contributions.
With a Z-score of -0.061, the institution maintains a low-risk profile that contrasts sharply with the country's significant-risk score of 1.232. This disparity indicates that the university functions as an effective filter, successfully insulating itself from the systemic integrity challenges prevalent at the national level. Retractions are complex events, but a rate significantly higher than the global average, as seen in the country's data, can alert to a vulnerability in the integrity culture. The institution's excellent performance suggests its pre-publication quality control mechanisms are robust, preventing the systemic failures that can lead to recurring malpractice and protecting its scientific record.
The university's Z-score for this indicator is 0.238 (medium risk), representing a moderate deviation from the national standard, which stands at -0.131 (low risk). This suggests the institution is more sensitive to practices that could lead to academic insularity than its national counterparts. While a certain level of self-citation reflects the continuity of research lines, disproportionately high rates can signal concerning scientific isolation or 'echo chambers.' The university's score warrants a review to ensure its academic influence is primarily driven by global community recognition rather than being oversized by internal dynamics that risk endogamous impact inflation.
The institution exhibits a Z-score of -0.363, a very low-risk value that demonstrates a clear preventive isolation from the national trend, where the score is 0.599 (medium risk). This strong performance indicates that the university does not replicate the risk dynamics observed in its environment. A high proportion of publications in such journals constitutes a critical alert regarding due diligence in selecting dissemination channels. The university's near-absence of this practice shows it has successfully implemented policies or training that prevent its researchers from channeling work through media that fail to meet international ethical or quality standards, thus avoiding severe reputational risks and the waste of resources on predatory practices.
A significant risk is identified in this area, with the institution's Z-score at 1.624, a value that sharply accentuates the medium-risk vulnerability present in the national system (0.112). This finding demands immediate attention, as it suggests the university is amplifying a problematic national trend. Outside of "Big Science" contexts where extensive author lists are legitimate, a high Z-score can indicate author list inflation, a practice that dilutes individual accountability and transparency. The institution's critical score makes it urgent to audit its authorship practices to distinguish between necessary massive collaboration and the potential prevalence of 'honorary' or political authorships that compromise the integrity of its scientific contributions.
The institution's Z-score of 0.977 is situated within the same medium-risk band as the national average of 1.285, yet it is discernibly lower, indicating a more effective management of this particular risk. This gap measures the degree to which an institution's impact is dependent on external collaborations where it does not hold intellectual leadership. A high value suggests that scientific prestige is exogenous and not structurally embedded. While the university shows some dependency—a common pattern—its ability to moderate this risk better than the national average points to a more balanced strategy that is making progress in building genuine internal capacity and ensuring its excellence is not solely reliant on its partners.
With a Z-score of -0.331, the institution's risk level is low, but it is slightly higher than the national average of -0.717, which is also low. This subtle difference points to an incipient vulnerability that warrants monitoring before it escalates. While high productivity can be legitimate, extreme individual publication volumes often challenge the limits of meaningful intellectual contribution. The university's score, though well within a safe range, suggests a need for a preemptive review of its most prolific authors to ensure that quantity is not being prioritized over quality and to mitigate risks such as coercive authorship or the assignment of credit without real participation.
The university's Z-score of 1.116 (medium risk) is significantly better than the country's average of 2.465 (also medium risk), demonstrating differentiated management that moderates a common national practice. Excessive dependence on in-house journals can raise conflicts of interest, as the institution acts as both judge and party, potentially bypassing independent external peer review. The university's more controlled approach suggests it is less prone to academic endogamy and the use of internal channels as 'fast tracks' to inflate CVs, thereby better preserving the principle of competitive, external validation for its scientific output.
The institution maintains a prudent profile with a Z-score of -0.374, indicating a lower risk of redundant publication than the national standard, which itself is low at -0.100. This performance suggests the university manages its publication processes with more rigor than its peers. Massive bibliographic overlap between publications can indicate 'salami slicing,' where a study is fragmented into minimal units to artificially inflate productivity. The institution's very low score in this area is a positive sign that its research culture prioritizes the communication of significant new knowledge over the maximization of publication volume, thereby strengthening the integrity of the scientific record.
