| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.941 | -0.087 |
|
Retracted Output
|
-0.447 | -0.440 |
|
Institutional Self-Citation
|
-1.073 | -0.311 |
|
Discontinued Journals Output
|
-0.330 | -0.333 |
|
Hyperauthored Output
|
0.098 | 2.281 |
|
Leadership Impact Gap
|
0.829 | 2.462 |
|
Hyperprolific Authors
|
-1.413 | -0.292 |
|
Institutional Journal Output
|
-0.268 | 1.748 |
|
Redundant Output
|
-1.186 | -0.721 |
The Universidad de Puerto Rico, Rio Piedras campus demonstrates a robust and commendable scientific integrity profile, reflected in an overall risk score of -0.529. This score indicates a performance significantly superior to the global average, with seven of the nine indicators registering at the lowest possible risk level. The institution's primary strengths lie in its exceptionally low rates of redundant publications, institutional self-citation, and hyperprolific authorship, signaling a culture that prioritizes quality and external validation over mere volume. These solid integrity practices provide a firm foundation for its recognized academic strengths, particularly in areas such as Chemistry, Biochemistry, Genetics and Molecular Biology, and Mathematics, where it holds top-tier national rankings according to SCImago Institutions Rankings data. This commitment to ethical research directly supports the university's mission to promote "excellence," "highest quality," and "social responsibility." However, moderate risk signals in hyper-authorship and a dependency on external collaborations for impact suggest areas for strategic focus. To fully align with its goal of fostering "independent study and research," the institution is encouraged to reinforce authorship guidelines and cultivate internal research leadership, thereby ensuring its prestigious reputation is built upon a sustainable and autonomous foundation of scientific excellence.
The institution presents a Z-score of -0.941, positioning it in the very low-risk category and favorably below the national average of -0.087. This demonstrates a consistent and low-profile approach to affiliations that aligns with the national standard. The absence of significant risk signals suggests that the university's collaboration and affiliation practices are transparent and well-managed. While multiple affiliations can be a legitimate outcome of researcher mobility or partnerships, the institution's controlled rate indicates it is not engaging in strategic "affiliation shopping" to artificially inflate institutional credit, thereby maintaining a clear and honest representation of its collaborative footprint.
With a Z-score of -0.447, nearly identical to the national average of -0.440, the institution demonstrates a state of integrity synchrony. This total alignment with a national environment of maximum scientific security is highly positive. The extremely low rate of retractions indicates that the quality control and supervision mechanisms prior to publication are robust and effective. This performance suggests that the institutional culture of integrity is strong, successfully preventing the systemic failures or recurring malpractice that a higher rate might imply, and instead reflecting a responsible and rigorous approach to the scientific record.
The institution's Z-score of -1.073 is exceptionally low, placing it well below the national average of -0.311. This result signifies a healthy and consistent low-risk profile that surpasses the national standard. The data strongly suggests that the university's research is validated by the broader international community rather than within an internal 'echo chamber.' This avoidance of disproportionately high self-citation rates is a clear indicator of scientific openness and confirms that the institution's academic influence is earned through external scrutiny and global recognition, not inflated by endogamous citation dynamics.
The institution's Z-score of -0.330 is virtually identical to the country's score of -0.333, indicating a perfect synchrony with a national context of high scientific security. This alignment demonstrates that the university exercises excellent due diligence in selecting publication venues. A low score in this indicator is critical, as it confirms that institutional research is not being channeled through media lacking international ethical or quality standards. This careful selection process protects the university from severe reputational risks and shows a strong commitment to information literacy, avoiding predatory or low-quality publishing practices.
The institution exhibits a Z-score of 0.098, a moderate risk signal that, however, demonstrates relative containment when compared to the significant national risk level (Z-score of 2.281). This suggests that while the institution is not entirely immune to authorship inflation, it operates with more order and control than the national average. In fields outside of 'Big Science,' extensive author lists can dilute individual accountability. The university's ability to moderate this trend indicates a partial filtering of practices like 'honorary' authorship, though it remains an area that warrants attention to ensure transparency and meaningful contribution from all listed authors.
With a Z-score of 0.829, the institution shows a moderate risk, but its differentiated management of this issue is evident when compared to the much higher national average of 2.462. This indicates the center successfully moderates a risk that is common in the country. The positive gap suggests that a portion of the university's scientific prestige is dependent on external partners where it does not hold intellectual leadership. While this is a common strategy, the institution's more controlled gap reflects a healthier balance and a greater development of internal capacity compared to its peers, though strengthening autonomous research leadership remains a key step toward ensuring long-term scientific sustainability.
The institution's Z-score of -1.413 is exceptionally low, indicating a strong, low-risk profile that is fully consistent with, and even improves upon, the low-risk national standard (Z-score of -0.292). This result is a positive sign of a healthy balance between quantity and quality in research output. The absence of hyperprolific authors suggests that the institution is effectively avoiding risks such as coercive authorship or the assignment of credit without real participation. This focus on meaningful intellectual contribution over sheer volume reinforces the integrity of the scientific record and the credibility of its researchers.
The institution's Z-score of -0.268 reflects a very low-risk profile, marking a case of preventive isolation from the national trend, where the country shows a moderate risk (Z-score of 1.748). This clear disconnection from the risk dynamics of its environment is a significant strength. By not relying on its own journals for publication, the university avoids potential conflicts of interest and academic endogamy. This practice ensures its scientific production undergoes independent external peer review, enhancing its global visibility and demonstrating a commitment to competitive validation rather than using internal channels as 'fast tracks' to inflate productivity.
With a Z-score of -1.186, the institution demonstrates total operational silence on this indicator, performing even better than the already low-risk national average of -0.721. This absence of risk signals is exemplary. It indicates a strong institutional policy, formal or informal, against the practice of 'salami slicing,' where studies are fragmented into minimal publishable units to inflate publication counts. This commitment to publishing coherent, significant bodies of work not only strengthens the scientific evidence base but also shows respect for the academic review system by prioritizing new knowledge over metric-driven productivity.