| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.022 | -0.514 |
|
Retracted Output
|
-0.174 | -0.126 |
|
Institutional Self-Citation
|
-1.016 | -0.566 |
|
Discontinued Journals Output
|
-0.263 | -0.415 |
|
Hyperauthored Output
|
-0.850 | 0.594 |
|
Leadership Impact Gap
|
2.133 | 0.284 |
|
Hyperprolific Authors
|
3.211 | -0.275 |
|
Institutional Journal Output
|
-0.268 | -0.220 |
|
Redundant Output
|
-0.610 | 0.027 |
The State University of New York, New Paltz presents a robust scientific integrity profile, reflected in an overall score of 0.175, but with specific, high-impact vulnerabilities that require strategic intervention. The institution's primary strengths lie in its exceptionally low rates of Institutional Self-Citation, Output in Institutional Journals, and Redundant Output, signaling a strong culture of external validation and a focus on substantive research. However, this is contrasted by a critical alert in the Rate of Hyperprolific Authors, which is a significant outlier compared to national standards, and medium-level risks in the Rate of Multiple Affiliations and the Gap between its overall impact and the impact of its led research. According to SCImago Institutions Rankings data, the university's strongest thematic areas nationally include Computer Science, Engineering, and Mathematics. The institution's mission to provide "high quality" education and foster "scholarly activity" is well-aligned with its strengths in avoiding academic endogamy. Nevertheless, the identified risks, particularly the pressure for hyper-productivity and a reliance on external partners for impact, could challenge this commitment to quality, potentially prioritizing metrics over the genuine intellectual contribution that defines a "vibrant intellectual public forum." It is recommended that the institution leverage its solid integrity foundation to conduct a focused review of its authorship and research leadership policies, ensuring that all practices fully support its core mission of academic excellence and social responsibility.
With a Z-score of 0.022 against a national average of -0.514, the institution demonstrates a moderate deviation from the national norm, showing a greater sensitivity to this risk factor than its peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, a disproportionately high rate can signal strategic attempts to inflate institutional credit or “affiliation shopping.” This divergence warrants an internal review to ensure that all declared affiliations are substantive and reflect genuine collaboration, rather than being used primarily for metric enhancement.
The institution's Z-score of -0.174 is statistically comparable to the national average of -0.126, indicating a level of risk that is normal for its context and size. This suggests that the institution's quality control mechanisms prior to publication are functioning at a standard, expected level. Retractions are complex events, and this alignment with the national trend points towards a responsible handling of scientific correction rather than an underlying systemic failure in its integrity culture.
The institution exhibits an exceptionally low Z-score of -1.016, which is well below the already low national average of -0.566. This demonstrates a low-profile consistency where the absence of risk signals aligns perfectly with a secure national standard. A certain level of self-citation is natural, reflecting the continuity of research lines, but this remarkably low value confirms that the institution successfully avoids scientific isolation or 'echo chambers,' ensuring its academic influence is validated by the broader global community rather than through internal dynamics.
With a Z-score of -0.263, the institution shows a slight divergence from the national average of -0.415, indicating minor signals of risk activity that are not as apparent in the rest of the country. Although the overall risk is low, this small gap suggests a potential vulnerability. A high proportion of output in such journals would constitute a critical alert regarding due diligence in selecting dissemination channels, so this minor signal serves as a proactive reminder to reinforce information literacy and avoid any potential reputational risks associated with 'predatory' or low-quality publishing practices.
The institution's Z-score of -0.850 stands in stark contrast to the national average of 0.594, demonstrating significant institutional resilience. This indicates that its internal control mechanisms appear to effectively mitigate the systemic risks of authorship inflation that are more prevalent at the country level. While extensive author lists are legitimate in 'Big Science,' the institution's low rate outside these contexts is a positive signal that it successfully distinguishes between necessary massive collaboration and 'honorary' authorship, thereby preserving individual accountability and transparency.
The institution's Z-score of 2.133 reveals high exposure to this risk, far exceeding the national average of 0.284, even though both operate in a medium-risk context. This very wide positive gap suggests that the institution's scientific prestige is heavily dependent on external partners and may not be structural. This high value serves as a warning of a potential sustainability risk, suggesting that its excellent impact metrics may result more from strategic positioning in collaborations where it does not exercise intellectual leadership, rather than from its own internal research capacity.
A Z-score of 3.211 compared to the national average of -0.275 represents a severe discrepancy and a critical anomaly. This atypical risk activity is an absolute outlier in an otherwise healthy national environment and requires a deep and urgent integrity assessment. Extreme individual publication volumes challenge the limits of human capacity for meaningful intellectual contribution and alert to potential imbalances between quantity and quality. This critical indicator points to significant risks such as coercive authorship, data fragmentation, or assignment of authorship without real participation—dynamics that prioritize metrics over the integrity of the scientific record and demand immediate management review.
The institution's Z-score of -0.268 is in close integrity synchrony with the national average of -0.220, reflecting a total alignment with an environment of maximum scientific security. This minimal dependence on in-house journals is a strong positive signal, as it avoids potential conflicts of interest where the institution might act as both judge and party. This practice ensures that its scientific production consistently undergoes independent external peer review, which is essential for limiting academic endogamy, enhancing global visibility, and fostering a culture of competitive, merit-based validation.
With a Z-score of -0.610, the institution demonstrates a pattern of preventive isolation, as it does not replicate the risk dynamics observed in its national environment (Z-score of 0.027). This very low score indicates that the institution's governance effectively prevents the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity. By avoiding 'salami slicing,' the institution upholds the integrity of the scientific evidence base, respects the academic review system, and prioritizes the generation of significant new knowledge over sheer publication volume.
