| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.105 | 0.236 |
|
Retracted Output
|
-0.268 | -0.094 |
|
Institutional Self-Citation
|
0.080 | 0.385 |
|
Discontinued Journals Output
|
-0.260 | -0.231 |
|
Hyperauthored Output
|
-0.763 | -0.212 |
|
Leadership Impact Gap
|
0.437 | 0.199 |
|
Hyperprolific Authors
|
-1.136 | -0.739 |
|
Institutional Journal Output
|
1.931 | 0.839 |
|
Redundant Output
|
-0.195 | -0.203 |
The Universidade Federal de Santa Catarina (UFSC) demonstrates a robust and commendable scientific integrity profile, reflected in an overall risk score of -0.086. This positions the institution as a leader in responsible research practices within the national context. Strengths are particularly evident in the near-total absence of hyperprolific authorship and exceptionally low rates of retracted output and hyper-authorship, indicating a culture that prioritizes quality and accountability. Areas for strategic attention include a moderate reliance on institutional journals and a notable gap in the impact of institution-led research, which suggest opportunities to enhance global visibility and consolidate intellectual leadership. These findings are contextualized by UFSC's outstanding performance in the SCImago Institutions Rankings, with top-tier national placements in areas such as Business, Management and Accounting (3rd), Arts and Humanities (4th), Computer Science (4th), and Engineering (5th). The institution's strong integrity framework directly supports its mission to foster "critical reflection" and build a "just and democratic society." However, the identified risks of academic endogamy and dependency on external impact could subtly undermine this mission by limiting the global socialization of its knowledge. By leveraging its solid foundation of integrity to address these moderate vulnerabilities, UFSC can further align its operational practices with its aspirational goals, ensuring its contributions are both excellent and structurally autonomous.
The institution presents a Z-score of -0.105, contrasting favorably with the national average of 0.236. This result suggests a high degree of institutional resilience, as UFSC effectively mitigates systemic risks related to affiliation practices that are more prevalent across the country. While multiple affiliations can be legitimate, the institution's low rate indicates strong governance that discourages strategic "affiliation shopping" or attempts to artificially inflate institutional credit, ensuring that collaborative efforts are transparent and accurately represented.
With a Z-score of -0.268, significantly lower than the national average of -0.094, the institution demonstrates a prudent and rigorous profile in its research oversight. This superior performance indicates that its quality control mechanisms prior to publication are not only functional but more stringent than the national standard. Such a low rate suggests that potential issues are addressed proactively, reflecting a mature integrity culture that effectively prevents the kind of recurring malpractice or lack of methodological rigor that can lead to systemic vulnerabilities and reputational damage.
The institution's Z-score for this indicator is 0.080, while the national average stands at 0.385. This comparison points to a differentiated management approach, where UFSC successfully moderates a risk that appears more common at the national level. Although a certain level of self-citation is natural, the institution's contained rate suggests it is effectively avoiding the creation of scientific "echo chambers." This demonstrates a commitment to external validation and global community recognition, mitigating the risk of endogamous impact inflation where an institution's influence might be oversized by internal dynamics.
The institution's Z-score of -0.260 is closely aligned with the country's average of -0.231, indicating a state of statistical normality. This low level of risk is consistent with the expected performance for its context, suggesting that researchers generally exercise adequate due diligence in selecting publication channels. While the current rate does not signal a systemic problem, ongoing vigilance is crucial to protect the institution from the reputational and resource risks associated with channeling work through predatory or low-quality journals that fail to meet international ethical standards.
Displaying a Z-score of -0.763, which is substantially lower than the national average of -0.212, the institution exhibits a prudent profile regarding authorship practices. This demonstrates that UFSC manages its processes with more rigor than the national standard, effectively distinguishing between necessary large-scale collaboration and potential author list inflation. The institution's low rate signals a culture that values transparency and individual accountability, successfully avoiding practices like "honorary" or political authorship that can dilute the meaning of scholarly contribution.
The institution's Z-score of 0.437 reveals a high exposure to this risk, particularly when compared to the national average of 0.199. This wider gap suggests that the institution's overall scientific prestige is more dependent on collaborations where it does not exercise intellectual leadership. This finding signals a potential sustainability risk, as its high-impact metrics may be more a result of strategic positioning in external partnerships than of its own structural capacity. It invites a strategic reflection on fostering internal research lines to ensure that institutional excellence is both endogenous and sustainable.
With an exceptionally low Z-score of -1.136, compared to the national average of -0.739, the institution shows a remarkable low-profile consistency. The virtual absence of risk signals in this area, even surpassing the country's low-risk standard, points to a healthy institutional culture that prioritizes substance over sheer volume. This effectively prevents imbalances between quantity and quality, mitigating risks such as coercive authorship or the assignment of credit without meaningful intellectual contribution, thereby safeguarding the integrity of its scientific record.
The institution's Z-score of 1.931 indicates a high exposure to this risk, standing significantly above the national average of 0.839. This heightened dependence on its own journals raises potential conflicts of interest, as the institution acts as both judge and party in the publication process. This practice carries a risk of academic endogamy, where research might bypass rigorous, independent external peer review. Such a dynamic could limit the global visibility of its scientific production and create internal "fast tracks" for publication that prioritize inflating CVs over competitive, validated scholarship.
The institution's Z-score of -0.195 is nearly identical to the national average of -0.203, reflecting a state of statistical normality. This alignment indicates that the institution's practices regarding publication overlap are in line with the national context. The low risk level suggests that "salami slicing"—the practice of fragmenting a single study into multiple minimal publications to inflate output—is not a systemic issue. This reflects a healthy focus on producing significant new knowledge rather than prioritizing publication volume, which helps maintain the integrity of the scientific evidence base.
