| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.147 | -0.514 |
|
Retracted Output
|
-0.155 | -0.126 |
|
Institutional Self-Citation
|
-0.989 | -0.566 |
|
Discontinued Journals Output
|
-0.347 | -0.415 |
|
Hyperauthored Output
|
-0.878 | 0.594 |
|
Leadership Impact Gap
|
-2.377 | 0.284 |
|
Hyperprolific Authors
|
-0.548 | -0.275 |
|
Institutional Journal Output
|
-0.268 | -0.220 |
|
Redundant Output
|
-0.505 | 0.027 |
William Paterson University demonstrates an exceptionally strong scientific integrity profile, with an overall risk score of -0.550 that indicates robust governance and a commitment to high-quality research practices. The institution exhibits a 'very low' risk level in six of the nine key indicators and a 'low' risk in the remaining three, with no medium or significant alerts. This performance is particularly noteworthy in areas where the University effectively insulates itself from national trends, such as the Gap between total and led impact, Hyper-Authored Output, and Redundant Output. According to SCImago Institutions Rankings data, the University's key thematic contributions are in Social Sciences, Arts and Humanities, and Psychology. This strong integrity posture directly supports the University's mission to foster "intellectual and professional accomplishment" and a "profound sense of responsibility." By maintaining a low-risk research environment, the institution ensures that its scholarly contributions are credible and impactful, reinforcing its commitment to preparing students for "productive citizenship" and upholding the distinguished reputation of its faculty. The University is encouraged to leverage this report as a validation of its current practices and a tool for continuous refinement, solidifying its position as a leader in responsible and ethical research.
With an institutional Z-score of -1.147 compared to the national average of -0.514, William Paterson University shows a very low incidence of multiple affiliations. This result demonstrates a healthy and consistent approach to academic collaboration that aligns perfectly with the low-risk standard observed nationally. While multiple affiliations can be a legitimate outcome of researcher mobility or partnerships, the University's exceptionally low rate provides strong assurance against strategic practices like “affiliation shopping,” confirming that institutional credit is being attributed in a clear and transparent manner.
The University's Z-score for retracted output is -0.155, which is statistically comparable to the United States average of -0.126. This alignment indicates a normal and expected level of activity for an institution of its size and context. Retractions are complex events, and a low, stable rate such as this often signifies responsible supervision and the honest correction of unintentional errors. The data suggests that the University's pre-publication quality control mechanisms are functioning effectively and in line with national peers, rather than pointing to any systemic vulnerability in its integrity culture.
The institution exhibits a Z-score of -0.989 in institutional self-citation, a figure significantly lower than the national average of -0.566. This demonstrates a consistent and commendable practice of seeking external validation for its research. A certain level of self-citation is natural, but the University's very low rate confirms it is successfully avoiding the creation of scientific 'echo chambers.' This result strongly suggests that the institution's academic influence is driven by broad recognition from the global community, not by endogamous dynamics that can artificially inflate impact.
With a Z-score of -0.347 against a national average of -0.415, the University's rate of publication in discontinued journals is minimal. In an environment where this risk is almost nonexistent, the institution's score, while very low, represents a faint residual signal. A high proportion of output in such journals would be a critical alert regarding due diligence in selecting dissemination channels. Although the current level is not a concern, it serves as a reminder of the importance of maintaining rigorous information literacy to ensure all institutional resources are directed toward reputable and high-quality publication venues.
William Paterson University demonstrates notable institutional resilience with a Z-score of -0.878, contrasting sharply with the medium-risk national average of 0.594. This indicates that the University's internal control mechanisms are effectively mitigating a systemic risk prevalent in the country. While extensive author lists are legitimate in 'Big Science,' a high rate outside these contexts can signal author list inflation. The University's low score suggests it successfully promotes transparency and individual accountability, acting as a firewall against national tendencies toward honorary or political authorship practices.
The University shows exceptional strength in this area, with a Z-score of -2.377, in stark contrast to the national average of 0.284. This result signifies a state of preventive isolation, where the institution does not replicate the risk of impact dependency observed in its environment. A wide positive gap can signal that prestige is reliant on external partners rather than internal capacity. The University's strongly negative score indicates the opposite: its scientific prestige is structural and sustainable, built upon robust internal capabilities and genuine intellectual leadership in its research endeavors.
The institution maintains a prudent profile with a Z-score of -0.548, which is markedly lower than the national average of -0.275. This suggests that the University manages its research processes with more rigor than the national standard. While high productivity can be legitimate, extreme volumes can challenge the limits of meaningful intellectual contribution. The University's lower rate indicates a healthy balance between quantity and quality, effectively mitigating risks such as coercive authorship or the assignment of credit without real participation, thereby prioritizing the integrity of the scientific record over raw metrics.
With a Z-score of -0.268, the University's rate of publication in its own journals is in close synchrony with the national average of -0.220. This total alignment reflects an environment of maximum scientific security, where reliance on internal publication channels is minimal. This practice is a strong indicator of integrity, as it avoids the conflicts of interest that arise when an institution acts as both judge and party. It confirms that the University's scientific production consistently undergoes independent external peer review, ensuring its work achieves global visibility and standard competitive validation.
William Paterson University effectively isolates itself from a national vulnerability, posting a Z-score of -0.505 against a medium-risk country average of 0.027. This demonstrates a clear institutional commitment to producing substantive research. A high rate of redundant output often indicates 'salami slicing'—the practice of fragmenting a single study to artificially inflate publication counts. The University's very low score shows that its research culture prioritizes the generation of significant new knowledge over the pursuit of volume, thereby strengthening the scientific evidence base and respecting the academic review system.