| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.122 | 0.236 |
|
Retracted Output
|
-0.447 | -0.094 |
|
Institutional Self-Citation
|
-0.307 | 0.385 |
|
Discontinued Journals Output
|
0.785 | -0.231 |
|
Hyperauthored Output
|
-0.706 | -0.212 |
|
Leadership Impact Gap
|
-0.730 | 0.199 |
|
Hyperprolific Authors
|
-0.077 | -0.739 |
|
Institutional Journal Output
|
0.759 | 0.839 |
|
Redundant Output
|
0.108 | -0.203 |
Universidade Nove de Julho (UNINOVE) presents a scientific integrity profile marked by significant strengths in core research quality, alongside specific vulnerabilities in publication and affiliation practices. With an overall risk score of 0.122, the institution demonstrates a commendable foundation, particularly in its exceptionally low rate of retracted output and its capacity for generating high-impact research under its own intellectual leadership, a key indicator of sustainable excellence. These strengths are counterbalanced by medium-risk signals in areas such as multiple affiliations, publication in discontinued journals, and redundant output, which exceed national averages and require strategic attention. According to SCImago Institutions Rankings data, UNINOVE's academic strengths are most prominent in the fields of Business, Management and Accounting, and Economics, Econometrics and Finance, where it holds top-tier national rankings. To fully realize its mission of training "responsible, critical and creative citizens," it is crucial to address the identified integrity risks. Practices that could be perceived as prioritizing metrics over substance, such as potential affiliation shopping or data fragmentation, may undermine the very principles of responsibility and quality the institution aims to instill. By proactively refining its policies on authorship, journal selection, and publication ethics, UNINOVE can ensure its operational conduct fully aligns with its mission, solidifying its reputation for both academic excellence and unwavering scientific integrity.
The institution's Z-score of 1.122 is notably higher than the national average of 0.236, indicating a greater exposure to this particular risk. This suggests that while a medium level of multiple affiliations is a systemic pattern within the country, the university is more prone to this dynamic than its peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this disproportionately high rate could signal strategic attempts to inflate institutional credit or engage in “affiliation shopping.” This warrants a review of affiliation policies to ensure they reflect genuine collaboration and transparently represent the institution's contributions.
With a Z-score of -0.447, the institution demonstrates an exceptionally low rate of retractions, performing significantly better than the already low-risk national average of -0.094. This low-profile consistency reflects a robust and effective research ecosystem. The absence of risk signals in this critical area suggests that the institution's quality control mechanisms prior to publication are functioning at a high standard. This performance is a strong indicator of a healthy integrity culture, where responsible supervision and methodological rigor effectively prevent the types of errors or malpractice that lead to retractions.
The institution exhibits strong institutional resilience in this area, with a low-risk Z-score of -0.307, which contrasts sharply with the medium-risk national average of 0.385. This indicates that the university's control mechanisms are successfully mitigating a systemic risk prevalent in the country. A certain level of self-citation is natural, but the institution's low rate demonstrates that it avoids the "echo chambers" that can arise from excessive self-validation. This suggests that the institution's academic influence is healthily validated by the global community, rather than being inflated by endogamous internal dynamics.
A moderate deviation from the national norm is observed here, with the institution registering a medium-risk Z-score of 0.785 while the country maintains a low-risk average of -0.231. This shows a greater sensitivity to this risk factor than its peers, constituting a critical alert regarding due diligence in selecting dissemination channels. This score indicates that a portion of its scientific production is being channeled through media that may not meet international ethical or quality standards. This exposes the institution to severe reputational risks and suggests an urgent need to enhance information literacy among its researchers to avoid wasting resources on 'predatory' or low-quality practices.
The institution displays a prudent profile with a Z-score of -0.706, which is even lower than the national standard of -0.212. This demonstrates that the university manages its authorship processes with more rigor than the national average. This low rate indicates a healthy approach to collaboration, effectively distinguishing between necessary massive collaboration in certain fields and the risk of 'honorary' or political authorship practices that can dilute individual accountability and transparency. The data suggests a strong culture of meaningful contribution for authorship.
The university demonstrates remarkable institutional resilience and scientific autonomy, with a low-risk Z-score of -0.730, in stark contrast to the country's medium-risk average of 0.199. This result effectively mitigates a systemic national risk, signaling that the institution's scientific prestige is not dependent on external partners but is instead structural and sustainable. This low gap indicates that the excellence metrics are a result of real internal capacity and intellectual leadership, rather than strategic positioning in collaborations where the institution does not lead, confirming a robust and self-sufficient research foundation.
An incipient vulnerability is detected in this indicator. While the institution's risk level is low with a Z-score of -0.077, it is notably higher than the country's very low average of -0.739. This suggests the presence of signals that warrant review before they escalate. While high productivity can evidence leadership, extreme individual publication volumes can challenge the limits of meaningful intellectual contribution. This score alerts to potential imbalances between quantity and quality, pointing to a need to monitor for risks such as coercive authorship or the assignment of authorship without real participation—dynamics that prioritize metrics over scientific integrity.
The institution shows evidence of differentiated management regarding a common national practice. Its medium-risk Z-score of 0.759 is slightly better than the national average of 0.839, suggesting it moderates a risk that is systemic in the country. While in-house journals can be valuable, a medium-level dependence on them raises potential conflicts of interest. The score warns of a continued risk of academic endogamy, where production might bypass independent external peer review. Although managed with more control than the national average, this remains a point of attention to ensure that internal channels do not become 'fast tracks' that compromise competitive validation.
A moderate deviation from the national standard is evident, with the institution showing a medium-risk Z-score of 0.108 compared to the country's low-risk average of -0.203. This indicates a greater sensitivity to this risk factor than its peers. Massive bibliographic overlap between publications can indicate data fragmentation or 'salami slicing.' This value alerts to a potential practice of dividing coherent studies into minimal publishable units to artificially inflate productivity metrics. Such a practice not only distorts the scientific evidence but also overburdens the review system, prioritizing volume over the generation of significant new knowledge.
