| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.172 | -0.514 |
|
Retracted Output
|
-0.090 | -0.126 |
|
Institutional Self-Citation
|
-0.327 | -0.566 |
|
Discontinued Journals Output
|
-0.545 | -0.415 |
|
Hyperauthored Output
|
-0.891 | 0.594 |
|
Leadership Impact Gap
|
0.736 | 0.284 |
|
Hyperprolific Authors
|
-1.413 | -0.275 |
|
Institutional Journal Output
|
-0.268 | -0.220 |
|
Redundant Output
|
0.836 | 0.027 |
The State University of New York, College at Brockport demonstrates a robust scientific integrity profile, reflected in an overall risk score of -0.404. This performance indicates a general alignment with best practices and a low exposure to systemic vulnerabilities. The institution's primary strengths lie in its exceptionally low rates of Multiple Affiliations, Hyperprolific Authorship, and publication in Discontinued or Institutional Journals, suggesting strong internal governance and a commitment to quality over questionable metrics. However, two areas warrant strategic attention: a medium-risk signal in the Gap between the impact of total output and that of institution-led output, and a similar alert for the Rate of Redundant Output. These indicators suggest potential challenges related to scientific leadership dependency and publication efficiency. According to SCImago Institutions Rankings data, the institution's thematic strengths are concentrated in Arts and Humanities; Business, Management and Accounting; Psychology; and Social Sciences. While a specific mission statement was not available for this analysis, the identified risks could challenge universal academic values of excellence and social responsibility. A dependency on external partners for impact may obscure the development of endogenous research capacity, while redundant publications can misrepresent the efficient use of resources. Addressing these two vulnerabilities will be key to ensuring that the institution's strong operational integrity fully supports its demonstrated thematic excellence and its role as a creator of substantive knowledge.
The institution presents a Z-score of -1.172, significantly lower than the national average of -0.514. This result indicates a very low-risk profile that is even more conservative than the already low-risk national standard. The absence of risk signals demonstrates a healthy and transparent approach to institutional collaboration. While multiple affiliations can be a legitimate outcome of researcher mobility or partnerships, the institution’s exceptionally low rate confirms that its collaborative framework is not being used for strategic inflation of institutional credit or "affiliation shopping," reinforcing a culture of clear and unambiguous attribution.
With a Z-score of -0.090, the institution's performance is statistically aligned with the national average of -0.126. This parity suggests that the rate of retractions is normal and as expected for its context and size. Retractions are complex events, and a rate consistent with the national baseline indicates that the institution's post-publication correction mechanisms are functioning appropriately, without suggesting any systemic failure in its pre-publication quality controls. The data does not point to any unusual vulnerability in the institution's integrity culture or recurring methodological issues.
The institution's Z-score of -0.327 is slightly higher than the national average of -0.566, though both fall within the low-risk category. This minor deviation suggests an incipient vulnerability that warrants observation. A certain level of self-citation is natural and reflects the continuity of research lines. However, this slightly elevated signal could hint at an early-stage 'echo chamber' effect. It serves as a reminder to encourage external validation and ensure the institution's academic influence is consistently measured by global community recognition, not just internal dynamics.
The institution exhibits an exceptionally low Z-score of -0.545, outperforming the already very low national average of -0.415. This near-total absence of risk signals points to exemplary due diligence in the selection of publication venues. It indicates that the institution's researchers are effectively avoiding channels that fail to meet international ethical or quality standards. This proactive stance protects the institution from reputational damage and ensures that research efforts are channeled into credible and impactful outlets, preventing the waste of resources on 'predatory' or low-quality practices.
With a Z-score of -0.891, the institution shows a low-risk profile, contrasting sharply with the medium-risk national average of 0.594. This demonstrates significant institutional resilience, suggesting that internal control mechanisms are effectively mitigating a systemic risk prevalent in the country. The institution successfully avoids patterns of author list inflation, thereby upholding individual accountability and transparency. This result indicates a clear distinction between necessary collaboration and the potential for 'honorary' authorship practices, reinforcing the integrity of its attribution standards.
The institution's Z-score of 0.736 registers as a medium-risk signal, notably higher than the national medium-risk average of 0.284. This high exposure indicates that the institution is more prone to this specific vulnerability than its peers. The wide positive gap suggests that a significant portion of the institution's measured scientific prestige may be dependent and exogenous, rather than structural. This finding invites a critical reflection on whether its high-impact metrics are derived from genuine internal capacity or from strategic positioning in collaborations where the institution does not exercise intellectual leadership, posing a long-term risk to its scientific sustainability.
The institution shows a Z-score of -1.413, indicating a virtually nonexistent risk level that is substantially lower than the low-risk national average of -0.275. This low-profile consistency demonstrates an outstanding balance between productivity and quality. The data confirms an absence of extreme individual publication volumes that often challenge the limits of meaningful intellectual contribution. This result strongly suggests that the institution is not exposed to risks such as coercive authorship or authorship assigned without real participation, prioritizing the integrity of the scientific record over the inflation of metrics.
With a Z-score of -0.268, the institution's rate of publication in its own journals is even lower than the national average of -0.220, placing it firmly in the very low-risk category. This operational silence in a non-risk area signifies a strong commitment to external validation and global visibility. By avoiding excessive dependence on in-house journals, the institution effectively mitigates potential conflicts of interest and the risk of academic endogamy. This practice ensures its scientific production consistently undergoes independent external peer review, strengthening its credibility and competitive standing.
The institution's Z-score of 0.836 represents a medium-risk alert and indicates high exposure, as it is significantly greater than the national average of 0.027. This disparity suggests the institution is more prone to this practice than its environment. A high value in this indicator points to the potential fragmentation of coherent studies into 'minimal publishable units' to artificially inflate productivity metrics. This practice, often called 'salami slicing,' can distort the scientific evidence base and overburden the peer-review system. This signal warrants an urgent review of institutional incentives to ensure they prioritize the generation of significant new knowledge over sheer publication volume.