| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.708 | -0.927 |
|
Retracted Output
|
0.023 | 0.279 |
|
Institutional Self-Citation
|
-0.456 | 0.520 |
|
Discontinued Journals Output
|
0.363 | 1.099 |
|
Hyperauthored Output
|
-1.244 | -1.024 |
|
Leadership Impact Gap
|
-0.280 | -0.292 |
|
Hyperprolific Authors
|
-1.297 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
0.178 | 0.720 |
PES University demonstrates a robust scientific integrity profile, with an overall risk score of -0.238 that indicates a performance notably stronger than the national average. The institution's primary strengths lie in its exceptionally low risk levels for hyper-authored output, hyperprolific authors, and publication in institutional journals, signaling a culture of responsible authorship and dissemination. Furthermore, the university shows commendable resilience and differentiated management in areas where the national context presents medium-level risks, such as institutional self-citation, retracted output, and the use of discontinued journals. The main area for proactive monitoring is a slight divergence in the rate of multiple affiliations, which, while low, is more active than the national baseline. According to SCImago Institutions Rankings data, these sound integrity practices provide a solid foundation for the university's academic strengths, particularly in its highly-ranked fields of Mathematics, Computer Science, and Physics and Astronomy. While the institution's specific mission was not available for this analysis, this strong integrity profile is a critical asset for any HEI committed to excellence and social responsibility. A commitment to research integrity directly supports the credibility and long-term impact of its academic achievements. The university is well-positioned to leverage this foundation, and by addressing the few areas of moderate risk, it can further solidify its role as a leader in ethical and impactful research.
The institution presents a Z-score of -0.708, a low-risk value that nonetheless contrasts with the country's very low average of -0.927. This slight divergence indicates that the university shows minor signals of risk activity that are largely absent in the broader national context. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this deviation from a near-zero national baseline warrants a review. It is important to ensure that this pattern reflects substantive collaboration rather than strategic attempts to inflate institutional credit through "affiliation shopping," a practice that could dilute the university's distinct academic identity.
With a Z-score of 0.023, the institution operates at a medium risk level, yet this is significantly lower than the national average of 0.279. This suggests a model of differentiated management, where the university successfully moderates a risk that is more pronounced across the country. Retractions are complex events, and a rate significantly higher than average can alert to a systemic vulnerability in an institution's integrity culture. In this case, the university’s ability to maintain a lower rate than its peers points to more effective pre-publication quality control mechanisms, although the medium risk level still underscores the need for ongoing vigilance to uphold methodological rigor and prevent potential malpractice.
The institution's Z-score of -0.456 places it in the low-risk category, standing in favorable contrast to the country's medium-risk average of 0.520. This gap demonstrates strong institutional resilience, as internal control mechanisms appear to effectively mitigate systemic risks prevalent in the national environment. A certain level of self-citation is natural, but disproportionately high rates can signal scientific isolation or "echo chambers." The university's low score indicates that its academic influence is validated by the global community, avoiding the risk of endogamous impact inflation and demonstrating healthy integration with external research networks.
The university's medium-risk Z-score of 0.363 is notably more controlled than the national average of 1.099. This reflects a capacity for differentiated management, moderating a risk that appears to be a more common challenge at the national level. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. While the university's risk is moderate, its superior performance compared to the country suggests better-than-average information literacy. Continued effort in this area is crucial to avoid channeling resources into predatory or low-quality media, thereby protecting the institution's reputation.
The institution registers a Z-score of -1.244, a very low-risk value that is even more conservative than the country's low-risk average of -1.024. This demonstrates low-profile consistency, where the complete absence of risk signals aligns with and reinforces the national standard of responsible authorship. Outside of "Big Science" contexts, high rates of hyper-authorship can indicate author list inflation, which dilutes accountability. The university's very low score confirms that its collaborative practices are transparent and appropriately scaled, clearly distinguishing between necessary teamwork and questionable honorary authorship.
With a Z-score of -0.280, the institution's risk level is low and almost identical to the national average of -0.292. This alignment points to statistical normality, where the institution's dependency on external collaboration for impact is as expected for its context and size. A wide positive gap can signal that scientific prestige is dependent and exogenous rather than a result of internal capacity. The university's balanced score suggests a healthy dynamic, where it both contributes to and benefits from collaborations without risking the sustainability of its own research leadership.
The institution's Z-score of -1.297 is in the very low-risk category, significantly below the country's low-risk average of -0.067. This indicates a state of low-profile consistency, where the university's complete lack of risk signals in this area reinforces a national environment that is already cautious. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to risks like coercive authorship or "salami slicing." The university's exceptionally low score is a strong positive indicator of a research culture that prioritizes quality and the integrity of the scientific record over sheer publication volume.
The institution shows a Z-score of -0.268, a very low-risk value that is in near-perfect alignment with the country's average of -0.250. This reflects a state of integrity synchrony, indicating total alignment with a national environment of maximum scientific security in this domain. Excessive dependence on in-house journals can raise conflicts of interest and lead to academic endogamy by bypassing independent peer review. The university's minimal reliance on such channels demonstrates a commitment to global visibility and competitive validation, ensuring its research is scrutinized and recognized on an international stage.
The institution has a medium-risk Z-score of 0.178, which is substantially lower than the national average of 0.720. This points to effective differentiated management, as the university successfully moderates a risk that is more common within the country. Massive bibliographic overlap between publications can indicate data fragmentation or "salami slicing," a practice of dividing a study into minimal units to inflate productivity. While the university is not entirely immune to this risk, its significantly better score suggests stronger editorial oversight and a culture that encourages the publication of significant, coherent new knowledge over fragmented outputs.