Universidad de los Andes, Venezuela

EXECUTIVE SUMMARY AND STRATEGIC VISION

The Universidad de los Andes demonstrates a robust overall scientific integrity profile, reflected in its score of 0.893. The institution's primary strengths lie in its effective control over practices such as redundant publication, hyper-authorship, and retracted output, where it consistently outperforms national averages. However, areas requiring strategic attention include a high exposure to multiple affiliations and publication in discontinued journals, alongside a moderate deviation in institutional self-citation, which suggests a greater sensitivity to these risks compared to its national peers. According to SCImago Institutions Rankings data, the university holds a preeminent position within Venezuela, leading nationally in critical fields such as Chemistry, Computer Science, Earth and Planetary Sciences, and Environmental Science. This academic excellence aligns with its mission to "seek truth and strengthen the transcendental values of man." Nevertheless, the identified risks, particularly those related to insular citation patterns and questionable publication channels, could undermine this mission by potentially compromising the pursuit of objective truth and eroding the universal credibility of its research. To fully harmonize its operational integrity with its academic leadership, it is recommended that the university reinforces its governance frameworks and enhances researcher training, particularly in areas of moderate and high exposure.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution presents a Z-score of 2.754, which is notably higher than the national average of 1.232. Although this risk is considered moderate for both the university and the country, the institution's elevated score indicates a greater propensity for this practice. This suggests that the university is more exposed than its national counterparts to the risks associated with multiple affiliations. While often a legitimate result of collaboration, disproportionately high rates can signal strategic attempts to inflate institutional credit or "affiliation shopping," a dynamic that requires closer monitoring to ensure that all declared affiliations correspond to substantive contributions.

Rate of Retracted Output

With a Z-score of -0.287, the institution demonstrates a very low incidence of retracted publications, performing slightly better than the national average of -0.226. This prudent profile suggests that the university's quality control and supervision mechanisms are robust and effective. Retractions can be complex, but a low rate like this, below the national standard, indicates a healthy research culture where potential errors are likely identified and corrected prior to publication, reflecting a commitment to responsible and rigorous scientific practice.

Rate of Institutional Self-Citation

The university's Z-score for this indicator is 0.791, placing it at a medium risk level, which marks a moderate deviation from the national context, where the risk is low (Z-score of -0.165). This discrepancy highlights a greater sensitivity to this risk factor compared to its peers. While a certain level of self-citation is natural, this value warns of potential scientific isolation or 'echo chambers' where the institution's work may not be receiving sufficient external scrutiny. This trend could lead to an endogamous inflation of impact, suggesting that its academic influence might be oversized by internal dynamics rather than recognition from the global community.

Rate of Output in Discontinued Journals

The institution's Z-score of 1.485 is higher than the national average of 0.908, indicating a high exposure to this risk, even though both are within the medium-risk category. This suggests the university is more prone than its peers to channeling its research into outlets that fail to meet international standards. A high proportion of publications in such journals is a critical alert regarding due diligence in selecting dissemination channels. It exposes the institution to severe reputational risks and suggests an urgent need to improve information literacy among its researchers to avoid wasting resources on 'predatory' or low-quality practices.

Rate of Hyper-Authored Output

The institution exhibits a Z-score of -0.339, which is below the national average of -0.163, positioning it with a prudent profile in a low-risk environment. This indicates that the university manages its authorship practices with more rigor than the national standard. The low incidence of hyper-authorship suggests that the institution successfully avoids the pitfalls of author list inflation and honorary authorships, thereby promoting transparency and clear accountability for the work produced.

Gap between Impact of total output and the impact of output with leadership

With a Z-score of 1.002, the institution shows a more controlled risk profile compared to the national average of 2.143. This reflects a differentiated management approach, where the university effectively moderates a risk that is more pronounced across the country. A lower gap suggests that the institution's scientific prestige is less dependent on external partners and more rooted in its own structural capacity. This indicates a healthier balance, where the university exercises greater intellectual leadership in its collaborations compared to the national trend.

Rate of Hyperprolific Authors

The institution's Z-score of -0.478 indicates a low-level risk, but it represents a slight divergence from the national context, which shows virtually no risk signals (Z-score of -1.116). This subtle difference suggests the emergence of risk activity at the university that is absent elsewhere in the country. While high productivity can be legitimate, this early signal warrants monitoring for potential imbalances between quantity and quality. It serves as a preventive alert against dynamics like coercive authorship or the assignment of authorship without real participation, which prioritize metrics over the integrity of the scientific record.

Rate of Output in Institutional Journals

The university's Z-score of 3.999 places it at a medium risk level, demonstrating relative containment when compared to the country's critical Z-score of 9.981. Although risk signals are present, the institution operates with significantly more order than the national average, which is immersed in a generalized high-risk dynamic. This indicates that the university is successfully mitigating the national trend of excessive academic endogamy. By not over-relying on its in-house journals, it avoids the most severe conflicts of interest and ensures more of its research undergoes independent external peer review, thereby enhancing its global visibility and validation.

Rate of Redundant Output

With a Z-score of -0.361, the institution maintains a low-risk profile, showcasing institutional resilience against a practice that presents a medium-level risk nationally (Z-score of 0.021). This strong performance indicates that the university's control mechanisms are effectively mitigating a systemic risk present in its environment. The low rate of redundant output suggests that the institution's policies or culture discourage 'salami slicing'—the practice of fragmenting studies into minimal units to inflate productivity—and instead promote the publication of significant, coherent bodies of work.