| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.795 | -0.514 |
|
Retracted Output
|
0.070 | -0.126 |
|
Institutional Self-Citation
|
-0.694 | -0.566 |
|
Discontinued Journals Output
|
-0.489 | -0.415 |
|
Hyperauthored Output
|
0.072 | 0.594 |
|
Leadership Impact Gap
|
-0.344 | 0.284 |
|
Hyperprolific Authors
|
-0.930 | -0.275 |
|
Institutional Journal Output
|
-0.268 | -0.220 |
|
Redundant Output
|
-0.014 | 0.027 |
The State University of New York, Albany, demonstrates a robust scientific integrity profile, reflected in a commendable overall risk score of -0.325. The institution exhibits exceptional control in key areas, with very low risk signals for output in discontinued journals, hyperprolific authorship, and publishing in institutional journals. These strengths provide a solid foundation for its prominent research programs, particularly in high-ranking fields such as Social Sciences, Business, Management and Accounting, Mathematics, and Psychology, according to SCImago Institutions Rankings data. This performance strongly aligns with its mission to be an "engine of opportunity" grounded in "academic excellence." However, the medium-level alerts for retracted output and hyper-authored output warrant strategic attention, as they could, if unaddressed, challenge the credibility of its "internationally recognized research." To fully empower its community to "author their own success" with unimpeachable integrity, the institution is advised to leverage its existing governance strengths to proactively review and reinforce its quality control and authorship policies, thereby securing its reputation and fully realizing its mission.
With a Z-score of -0.795, which is notably lower than the national average of -0.514, the institution demonstrates a prudent and well-managed approach to academic affiliations. This indicates that its processes are more rigorous than the national standard. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the institution's controlled rate effectively minimizes the risk of strategic "affiliation shopping" and ensures that institutional credit is attributed with clarity and precision.
The institution's rate of retracted publications (Z-score: 0.070) shows a moderate deviation from the national benchmark (Z-score: -0.126), suggesting a greater sensitivity to this risk factor than its peers. Retractions are complex events, but a rate significantly higher than the average alerts to a potential vulnerability in the institution's integrity culture. This signal suggests that quality control mechanisms prior to publication may be failing more frequently than in other institutions, indicating a possible need for qualitative verification by management to distinguish between honest error correction and recurring methodological issues.
The institution displays a prudent profile in its citation practices, with a Z-score of -0.694 that is well below the country average of -0.566. This indicates that the institution manages its processes with more rigor than the national standard. A certain level of self-citation is natural, but this lower rate signals that the institution's work receives strong validation from the external scientific community, mitigating the risk of creating 'echo chambers' and ensuring its academic influence is built on global recognition rather than endogamous impact inflation.
In the selection of publication venues, the institution demonstrates total operational silence regarding risk. Its Z-score of -0.489 is even lower than the already minimal national average of -0.415, signifying a complete absence of output in journals that fail to meet international ethical or quality standards. This exemplary performance highlights a strong institutional culture of due diligence, effectively protecting its research and reputation from the severe risks associated with predatory or low-quality publishing practices.
The institution shows differentiated management of authorship practices compared to the national context. While the country as a whole has a medium-level Z-score of 0.594, the institution maintains a much more moderate score of 0.072. This suggests that the institution has effective policies to moderate risks that are common elsewhere, successfully distinguishing between necessary massive collaboration in "Big Science" and potentially problematic author list inflation. This approach reinforces individual accountability and transparency in research contributions.
The institution exhibits notable resilience, effectively acting as a firewall against a systemic risk prevalent at the national level. While the country shows a tendency toward dependency on external partners for impact (Z-score: 0.284), the institution's Z-score of -0.344 signals that its scientific prestige is built upon strong internal capacity and intellectual leadership. This sustainable model confirms that its excellence metrics result from real internal capabilities, ensuring its high-impact research is structural and not dependent on collaborations where it does not lead.
With a Z-score of -0.930, far below the national average of -0.275, the institution shows an absence of risk signals related to hyperprolific authorship, a profile consistent with a low-risk national environment. This indicates a healthy institutional balance between quantity and quality, effectively discouraging practices such as coercive authorship or the assignment of credit without real participation. This commitment to reasonable productivity levels protects the integrity of its scientific record.
The institution demonstrates a complete absence of risk signals related to academic endogamy, with a Z-score of -0.268 that is even better than the country's very low average of -0.220. This total operational silence indicates a firm commitment to independent, external peer review for its research. By avoiding potential conflicts of interest and the use of internal channels as 'fast tracks,' the institution ensures its scientific production is validated competitively on a global scale, maximizing its visibility and credibility.
The institution's control mechanisms appear to successfully mitigate the risk of redundant publications, a vulnerability more present in the national system. With a Z-score of -0.014, compared to the country's medium-risk score of 0.027, the institution shows institutional resilience. This suggests a culture that prioritizes the publication of significant, coherent studies over the artificial inflation of productivity through data fragmentation, thereby upholding the integrity of the scientific evidence base and respecting the resources of the peer-review system.