| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.992 | -0.514 |
|
Retracted Output
|
-0.071 | -0.126 |
|
Institutional Self-Citation
|
-0.973 | -0.566 |
|
Discontinued Journals Output
|
-0.446 | -0.415 |
|
Hyperauthored Output
|
-0.705 | 0.594 |
|
Leadership Impact Gap
|
-0.786 | 0.284 |
|
Hyperprolific Authors
|
-1.413 | -0.275 |
|
Institutional Journal Output
|
-0.268 | -0.220 |
|
Redundant Output
|
-0.195 | 0.027 |
The State University of New York, College at Cortland demonstrates an exceptionally strong scientific integrity profile, with an overall risk score of -0.511 indicating performance significantly better than the global average. The institution's primary strength lies in its profound commitment to ethical research practices, evidenced by very low risk levels in five of the nine key indicators, including Institutional Self-Citation, Hyperprolific Authorship, and publication in institutional or discontinued journals. This robust foundation of integrity provides a secure platform for its academic activities, particularly in its areas of thematic strength, such as its notable ranking in Social Sciences according to SCImago Institutions Rankings data. While a specific institutional mission was not available for this analysis, this low-risk profile inherently aligns with the core academic values of excellence, transparency, and social responsibility. The institution effectively mitigates systemic risks prevalent at the national level, positioning itself as a leader in responsible research conduct. To build upon this outstanding position, the College should continue to champion these high standards, leveraging its integrity profile as a strategic asset to attract talent and foster collaborations, while maintaining vigilance over minor vulnerabilities to ensure continuous improvement.
The institution exhibits a Z-score of -0.992, which is significantly lower than the national average of -0.514. This result reflects a commendable level of clarity and stability in its researchers' affiliations. The absence of risk signals in this area aligns with the low-risk national standard, suggesting that the institution's practices are consistent and transparent. While multiple affiliations can be a legitimate outcome of collaboration, the institution's very low rate effectively preempts any concerns about strategic "affiliation shopping" or attempts to artificially inflate institutional credit, reinforcing a culture of straightforward academic accounting.
With a Z-score of -0.071, the institution's rate of retractions is slightly higher than the national average of -0.126, although both fall within the low-risk category. This minor elevation suggests an incipient vulnerability that warrants review before it escalates. Retractions can be complex; some signify responsible correction of honest errors. However, a rate that begins to diverge from the national baseline, even slightly, could indicate that pre-publication quality control mechanisms may have isolated weaknesses. This signal serves as a proactive call to reinforce review processes to ensure that potential methodological or ethical issues are identified and addressed prior to publication.
The institution's Z-score of -0.973 is substantially better than the national average of -0.566. This demonstrates a healthy pattern of external validation and integration within the global scientific community. The near-absence of this risk signal is consistent with a low-risk national environment, confirming the institution's strong outward-looking research focus. A certain level of self-citation is natural, but the institution's exceptionally low rate indicates it successfully avoids the "echo chambers" or scientific isolation that can lead to endogamous impact inflation. Its academic influence is clearly being recognized and built upon by the wider research world, not just by its own scholars.
The institution demonstrates total operational silence in this area, with a Z-score of -0.446 that is even lower than the country's already minimal average of -0.415. This exceptional result points to a highly effective due diligence process for selecting publication venues. It signifies an absence of risk signals that is even more pronounced than the national norm, suggesting that the institution's researchers are well-informed and discerning. By avoiding journals that fail to meet international ethical or quality standards, the institution protects its resources and reputation from the severe risks associated with predatory or low-quality publishing practices.
With a Z-score of -0.705, the institution maintains a low-risk profile in stark contrast to the national average of 0.594, which indicates a medium level of risk. This demonstrates significant institutional resilience, as internal control mechanisms appear to be successfully mitigating a systemic risk prevalent in the country. Outside of "Big Science" contexts where large author lists are common, high rates can signal authorship inflation. The institution's low score suggests a culture that values transparency and clear accountability, effectively filtering out national trends toward honorary or political authorship practices and ensuring that credit is assigned appropriately.
The institution shows a Z-score of -0.786, a low-risk signal that contrasts sharply with the medium-risk national average of 0.284. This is a clear indicator of institutional resilience and scientific autonomy. A wide positive gap can suggest that an institution's prestige is dependent on external partners rather than its own capabilities. The College at Cortland's negative score indicates the opposite: its scientific impact is driven by research where it exercises intellectual leadership. This demonstrates a robust and sustainable internal capacity for excellence, proving its prestige is structural and not merely the result of strategic positioning in collaborations led by others.
The institution's Z-score of -1.413 is exceptionally low, far below the national average of -0.275. This near-total absence of risk signals is consistent with a healthy national standard and points to a research environment that prioritizes quality and meaningful contribution over sheer volume. Extreme individual publication rates can challenge the limits of human capacity and may signal issues like coercive authorship or a lack of substantive involvement. The institution's excellent score indicates a balanced approach to productivity, safeguarding the integrity of the scientific record by discouraging practices that prioritize metrics over robust scholarship.
With a Z-score of -0.268, the institution shows a complete absence of risk signals, performing even better than the very low national average of -0.220. This indicates a strong commitment to independent, external peer review and global dissemination. While in-house journals can be useful, over-reliance on them can create conflicts of interest and academic endogamy. The institution's minimal use of such channels demonstrates that its research consistently undergoes rigorous external validation, thereby maximizing its global visibility and avoiding any perception of using internal "fast tracks" to inflate publication records without competitive scrutiny.
The institution's Z-score of -0.195 places it in the low-risk category, a positive position when compared to the national average of 0.027, which falls into the medium-risk range. This difference highlights the institution's resilience and its ability to mitigate a risk that is more common nationally. A high rate of bibliographic overlap can indicate "salami slicing," where studies are fragmented to inflate productivity. The institution's low score suggests that its policies or culture effectively encourage the publication of complete, coherent studies, thereby making a more significant contribution to the scientific record and avoiding practices that overburden the peer-review system.