| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.026 | 0.236 |
|
Retracted Output
|
-0.221 | -0.094 |
|
Institutional Self-Citation
|
1.136 | 0.385 |
|
Discontinued Journals Output
|
-0.192 | -0.231 |
|
Hyperauthored Output
|
-0.535 | -0.212 |
|
Leadership Impact Gap
|
0.043 | 0.199 |
|
Hyperprolific Authors
|
-1.211 | -0.739 |
|
Institutional Journal Output
|
-0.268 | 0.839 |
|
Redundant Output
|
-0.294 | -0.203 |
Universidade Federal de Pernambuco demonstrates a robust scientific integrity profile, with an overall risk score of -0.238 that indicates a performance well within the parameters of international good practice. The institution's primary strengths lie in its exceptional control over authorship practices and publication channels, showing very low risk in the rates of hyperprolific authors and output in institutional journals. These results stand in stark contrast to national trends, positioning the university as a benchmark of integrity. According to SCImago Institutions Rankings data, the institution excels in several key areas, particularly in Social Sciences, Business, Management and Accounting, Mathematics, and Computer Science, where it ranks among the top national performers. However, a medium-risk alert in Institutional Self-Citation and a moderate gap in research leadership impact require strategic attention. These vulnerabilities could challenge the university's mission to build "scientific and technical knowledge and skills of world reference" based on "solid ethical principles," as they suggest a potential for academic insularity that may hinder global engagement. To fully align its operational reality with its aspirational goals, the university is encouraged to foster a culture of greater external validation and strengthen its internal capacity for intellectual leadership, thereby ensuring its pursuit of excellence is both ethically sound and globally recognized.
The institution presents a Z-score of -0.026, contrasting with the national average of 0.236. This result suggests a notable institutional resilience, as the university's control mechanisms appear to successfully mitigate the systemic risks observed at the country level. While the national context may show a tendency towards strategic affiliations, the university maintains a low-risk profile. This indicates that its collaborative practices are well-governed, likely reflecting legitimate partnerships between researchers and institutions rather than attempts to artificially inflate institutional credit through "affiliation shopping."
With a Z-score of -0.221, which is lower than the national average of -0.094, the institution demonstrates a prudent profile in managing its publication quality. This superior performance suggests that the university's quality control mechanisms prior to publication are more rigorous than the national standard. A rate significantly below the average is a positive indicator of a healthy integrity culture, reflecting effective methodological supervision and a low incidence of the types of errors or malpractice that typically lead to retractions.
The university's Z-score for this indicator is 1.136, significantly higher than the national average of 0.385. This reveals a high exposure to this particular risk, indicating that the institution is more prone to this behavior than its national peers. While some self-citation is natural, this disproportionately high rate signals a potential for concerning scientific isolation or the formation of 'echo chambers.' This dynamic presents a risk of endogamous impact inflation, where the institution's academic influence might be oversized by internal validation rather than broader recognition from the global scientific community, warranting a review of its citation practices.
The institution's Z-score of -0.192 is statistically similar to the national average of -0.231, indicating a level of risk that is normal and expected for its context. This alignment shows that the university's researchers exercise a standard level of due diligence in selecting dissemination channels, avoiding journals that fail to meet international ethical or quality standards at a rate consistent with their national peers. The low overall risk suggests that exposure to 'predatory' practices is not a systemic issue.
Displaying a Z-score of -0.535, which is considerably lower than the national average of -0.212, the institution exhibits a prudent profile regarding authorship. This suggests that the university manages its processes with more rigor than the national standard, effectively preventing the inflation of author lists. The data points towards a culture where authorship is likely tied to meaningful intellectual contribution, successfully distinguishing between necessary massive collaboration in "Big Science" and questionable "honorary" authorship practices.
The institution's Z-score of 0.043 is substantially lower than the national average of 0.199. This reflects a differentiated management approach, where the university effectively moderates a risk that appears more common at the national level. A smaller gap suggests that the institution's scientific prestige is less dependent on external partners and more reflective of its own structural capacity. This is a sign of sustainable academic strength, indicating that the university is not just a participant but increasingly an intellectual leader in its collaborative research endeavors.
With a Z-score of -1.211 compared to the country's -0.739, the institution shows low-profile consistency. The complete absence of risk signals in this area aligns with and even improves upon the low-risk national standard. This indicates a healthy academic environment where there is a strong balance between quantity and quality of output, avoiding the potential pitfalls of hyper-productivity, such as coercive authorship or the assignment of credit without real participation, thereby upholding the integrity of the scientific record.
The university's Z-score of -0.268 marks a significant and positive deviation from the national average of 0.839. This demonstrates a clear case of preventive isolation, where the institution does not replicate the risk dynamics observed in its environment. By avoiding excessive dependence on its own journals, the university circumvents potential conflicts of interest and academic endogamy. This practice ensures that its scientific production is validated through independent external peer review, which strengthens its global visibility and credibility.
The institution's Z-score of -0.294 is lower than the national average of -0.203, indicating a prudent profile in its publication practices. This suggests that the university manages its research output with more rigor than the national standard, discouraging the practice of dividing a single study into minimal publishable units to artificially inflate productivity metrics. This commitment to publishing complete and significant findings, rather than fragmented data, upholds the integrity of the scientific evidence base and respects the academic review system.