| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.829 | -0.514 |
|
Retracted Output
|
-0.212 | -0.126 |
|
Institutional Self-Citation
|
-0.618 | -0.566 |
|
Discontinued Journals Output
|
-0.454 | -0.415 |
|
Hyperauthored Output
|
-0.725 | 0.594 |
|
Leadership Impact Gap
|
-0.502 | 0.284 |
|
Hyperprolific Authors
|
-1.413 | -0.275 |
|
Institutional Journal Output
|
-0.268 | -0.220 |
|
Redundant Output
|
-0.287 | 0.027 |
The University of Scranton demonstrates an exceptionally strong scientific integrity profile, with an overall risk score of -0.512 that indicates robust governance and a culture of responsible research. The institution consistently outperforms national averages across all indicators, showing no significant vulnerabilities. Key strengths are evident in its very low rates of output in discontinued journals, hyperprolific authorship, and publication in institutional journals. Furthermore, the university shows remarkable resilience, effectively mitigating national risk trends related to hyper-authorship, impact dependency, and redundant publications. According to SCImago Institutions Rankings data, the university's strongest research areas include Business, Management and Accounting; Psychology; and Social Sciences. This outstanding integrity performance directly embodies the university's mission to foster "excellence," "wisdom," and "integrity." The data confirms that the institution's commitment to the Jesuit tradition is not merely aspirational but is reflected in rigorous operational practices that ensure the credibility and social value of its scientific contributions. The University of Scranton is advised to maintain its current exemplary policies, as they serve as a benchmark for academic integrity within the national higher education landscape.
The University of Scranton presents a Z-score of -0.829, which is notably lower than the national average of -0.514. This indicates a prudent and well-managed approach to academic collaborations, reflecting more rigorous oversight than the national standard. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the institution's controlled rate suggests a focus on meaningful collaborations over strategies that could be perceived as attempts to artificially inflate institutional credit or engage in “affiliation shopping.”
With a Z-score of -0.212, the institution shows a lower incidence of retracted publications compared to the national average of -0.126. This prudent profile suggests that the university's quality control mechanisms prior to publication are more rigorous than the national standard. A low rate of retractions is a positive signal of responsible supervision and methodological soundness, indicating that the institution's integrity culture is effective in preventing the types of systemic errors or malpractice that can lead to such events.
The institution's Z-score for self-citation is -0.618, a figure that is healthier than the national average of -0.566. This demonstrates a prudent management of citation practices, with more rigor than is typical in the country. A certain level of self-citation is natural, but the university's lower rate points to strong integration with the global scientific community. This helps avoid the creation of scientific 'echo chambers' and ensures its academic influence is validated by broad external scrutiny rather than being inflated by internal dynamics.
The University of Scranton's Z-score of -0.454 is in close alignment with the national average of -0.415, reflecting a shared environment of maximum scientific security. This integrity synchrony demonstrates excellent due diligence in the selection of dissemination channels. By avoiding journals that fail to meet international ethical or quality standards, the institution effectively protects itself from the severe reputational risks associated with 'predatory' practices and ensures its research is published in credible and impactful venues.
The institution exhibits a Z-score of -0.725, a stark contrast to the national average's medium-risk score of 0.594. This demonstrates remarkable institutional resilience, where internal control mechanisms successfully mitigate a systemic risk prevalent in the country. While extensive author lists can be legitimate in 'Big Science,' the university's low rate outside these contexts suggests a culture that discourages author list inflation and values transparent accountability, effectively filtering out practices like 'honorary' or political authorship.
With a Z-score of -0.502, the university stands in sharp contrast to the national average of 0.284, which signals a medium-level risk. This highlights the institution's resilience and its ability to counteract a national trend of impact dependency. A low gap indicates that the university's scientific prestige is structural and sustainable, built upon real internal capacity where it exercises intellectual leadership. This confirms that its high-impact research is a product of its own strengths, not merely a result of strategic positioning in collaborations led by external partners.
The institution's Z-score of -1.413 is exceptionally low, significantly better than the already low-risk national average of -0.275. This demonstrates a low-profile consistency, where the complete absence of risk signals reinforces a national standard of integrity. This extremely low rate indicates a healthy institutional balance between quantity and quality, effectively preventing potential risks such as coercive authorship or the assignment of credit without meaningful intellectual contribution, thereby safeguarding the integrity of its scientific record.
The University of Scranton's Z-score of -0.268 is nearly identical to the national average of -0.220, indicating an integrity synchrony and total alignment with a national environment of high scientific security. This very low rate of in-house publication demonstrates a strong commitment to independent, external peer review. By avoiding excessive dependence on its own journals, the institution mitigates potential conflicts of interest and academic endogamy, ensuring its research undergoes standard competitive validation and achieves greater global visibility.
The institution's Z-score of -0.287 reflects a low-risk environment, contrasting sharply with the medium-risk national average of 0.027. This difference highlights strong institutional resilience, where internal controls effectively buffer against a more common national practice. The university's low rate of redundant output suggests a culture that prioritizes the generation of significant new knowledge over the artificial inflation of productivity metrics. This responsible approach prevents the fragmentation of data known as 'salami slicing,' which can distort scientific evidence and overburden the peer review system.