| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.262 | -0.514 |
|
Retracted Output
|
-0.202 | -0.126 |
|
Institutional Self-Citation
|
-0.936 | -0.566 |
|
Discontinued Journals Output
|
-0.341 | -0.415 |
|
Hyperauthored Output
|
-0.735 | 0.594 |
|
Leadership Impact Gap
|
0.230 | 0.284 |
|
Hyperprolific Authors
|
-0.934 | -0.275 |
|
Institutional Journal Output
|
-0.268 | -0.220 |
|
Redundant Output
|
-0.520 | 0.027 |
The State University of New York, College at Oswego demonstrates an exceptionally strong scientific integrity profile, with an overall risk score of -0.373 indicating robust governance and a culture of responsible research. The institution's primary strengths are evident in its very low risk levels for Institutional Self-Citation, Hyperprolific Authors, Output in Institutional Journals, and Redundant Output, showcasing a clear commitment to external validation and substantive scientific contribution. The only area requiring strategic attention is the medium-risk signal in the gap between its total research impact and the impact of work where it holds leadership, suggesting an opportunity to enhance internal research capacity. This outstanding integrity performance provides a solid foundation for the institution's recognized thematic strengths in areas such as Business, Management and Accounting, Psychology, and Social Sciences, as identified by the SCImago Institutions Rankings. This alignment of ethical practice with academic excellence directly supports the university's mission to "light the path to wisdom" and empower "productive, responsible members of society," as true wisdom and responsibility in academia are impossible without unwavering scientific integrity. To build on this success, the institution is encouraged to maintain its excellent control mechanisms while developing strategies to foster greater intellectual leadership in collaborative projects, thereby ensuring its prestige is both sustainable and internally driven.
The institution's Z-score of -0.262, while in the low-risk category, is slightly elevated compared to the national average of -0.514. This subtle divergence suggests an incipient vulnerability that warrants proactive monitoring. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this indicator signals that the institution's rate of such affiliations is beginning to stand out from the national norm. Continued observation is recommended to ensure that this trend reflects genuine, substantive collaboration rather than strategic attempts to inflate institutional credit or "affiliation shopping."
With a Z-score of -0.202, the institution displays a prudent profile regarding retracted publications, performing with more rigor than the national standard (Z-score: -0.126). This indicates that the institution's quality control and supervision mechanisms are effective. Retractions can be complex, sometimes resulting from the honest correction of errors. However, a rate lower than the national average suggests that the institution's pre-publication review processes are successfully minimizing the risk of systemic failures, thereby protecting its academic reputation and reinforcing a culture of integrity.
The institution exhibits low-profile consistency in this area, with a Z-score of -0.936 placing it in the very low-risk category, well-aligned with the low-risk national standard (Z-score: -0.566). This excellent result indicates that the institution avoids the "echo chambers" that can arise from excessive self-validation. A certain level of self-citation is natural, but the institution's minimal rate confirms that its academic influence is validated by the broader global community, not inflated by endogamous internal dynamics, reflecting a healthy integration into external scientific discourse.
The institution's Z-score of -0.341 is in the very low-risk category, nearly identical to the national average of -0.415. This minimal signal can be considered residual noise in an otherwise inert environment. It confirms that the institution's researchers are overwhelmingly selecting reputable dissemination channels. A high proportion of publications in discontinued journals would be a critical alert regarding due diligence, but the institution's performance shows a strong defense against predatory or low-quality practices, safeguarding its resources and reputation.
The institution demonstrates notable resilience, with a low-risk Z-score of -0.735 in a national context that shows a medium-risk tendency (Z-score: 0.594). This suggests that the institution's internal control mechanisms effectively mitigate the systemic risks of authorship inflation present in the country. While extensive author lists are legitimate in "Big Science," a controlled rate outside these fields, as seen here, indicates a culture that values transparency and individual accountability over the dilution of responsibility that can occur with "honorary" or political authorship practices.
The institution's Z-score of 0.230 indicates a medium-risk signal, but its differentiated management of this issue is evident when compared to the slightly higher national average of 0.284. This suggests the institution is already moderating a risk that is common in the country. This gap signals a potential sustainability risk, where scientific prestige may be dependent on external partners rather than being structurally generated from within. The institution's relative containment of this gap invites a strategic reflection on how to build greater internal capacity and ensure its excellence metrics are a direct result of its own intellectual leadership.
With a Z-score of -0.934, the institution shows an absence of risk signals related to hyperprolific authors, a performance that aligns perfectly with the low-risk national environment (Z-score: -0.275). This low-profile consistency is a positive indicator of a balanced academic culture. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to risks like coercive authorship or a focus on quantity over quality. The institution's lack of such signals reinforces its commitment to the integrity of the scientific record.
The institution's Z-score of -0.268 demonstrates total operational silence in this area, indicating an absence of risk signals that is even more pronounced than the very low-risk national average (Z-score: -0.220). This is an exemplary finding. While in-house journals can be valuable, an over-reliance on them can create conflicts of interest and academic endogamy. The institution's minimal use of such channels confirms that its scientific production consistently undergoes independent external peer review, maximizing its global visibility and competitive validation.
The institution shows a clear preventive isolation from the risk of redundant publications, with a very low-risk Z-score of -0.520 in a national context where this practice is a medium-level concern (Z-score: 0.027). This result shows the institution does not replicate the risk dynamics observed in its environment. This practice, also known as 'salami slicing,' involves fragmenting data to artificially inflate productivity, which distorts scientific evidence. The institution's strong performance indicates a culture that values the generation of significant new knowledge over the maximization of publication volume.