| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.123 | -0.514 |
|
Retracted Output
|
-0.099 | -0.126 |
|
Institutional Self-Citation
|
-0.876 | -0.566 |
|
Discontinued Journals Output
|
-0.218 | -0.415 |
|
Hyperauthored Output
|
-1.066 | 0.594 |
|
Leadership Impact Gap
|
-0.900 | 0.284 |
|
Hyperprolific Authors
|
-1.413 | -0.275 |
|
Institutional Journal Output
|
-0.268 | -0.220 |
|
Redundant Output
|
0.098 | 0.027 |
Fairleigh Dickinson University demonstrates a robust scientific integrity profile, with an overall risk score of -0.491 that indicates a performance significantly healthier than the global average. The institution's primary strengths lie in its exceptional control over authorship practices, its capacity for generating impact through internal leadership, and its alignment with national standards in avoiding academic endogamy. According to SCImago Institutions Rankings data, the University has established notable thematic strengths in areas such as Business, Management and Accounting; Psychology; and Pharmacology, Toxicology and Pharmaceutics. This strong integrity framework directly supports the University's mission to be a "center of academic excellence" and to foster the "ethical understandings" necessary for global leadership. However, a medium-risk signal in the Rate of Redundant Output suggests a potential misalignment, where the pressure for volume could compromise the depth and excellence of scientific contributions. To fully realize its mission, the University is advised to investigate the drivers behind this specific indicator and reinforce its commitment to impactful, rather than merely numerous, research outputs, thereby ensuring its ethical and academic leadership remains unimpeachable.
The institution presents a Z-score of -1.123, a value indicating very low risk that is even more favorable than the national average of -0.514. This result demonstrates a commendable low-profile consistency, where the complete absence of risk signals surpasses the already low-risk national standard. While multiple affiliations can be a legitimate outcome of collaboration, the University's data shows no evidence of strategic "affiliation shopping" or attempts to artificially inflate institutional credit. This reflects a transparent and straightforward approach to representing institutional contributions, fully aligned with best practices in scientific integrity.
With a Z-score of -0.099, the institution's performance is in close alignment with the United States' average of -0.126, reflecting a state of statistical normality. This low-risk level is what is expected for an institution of its context and size. Retractions can stem from honest corrections or systemic failures, but the observed rate does not suggest any systemic vulnerability in pre-publication quality control. Instead, it points to a responsible handling of the scientific record, where corrections are made as a part of a healthy, self-regulating academic process rather than as an indicator of recurring malpractice.
The institution's Z-score of -0.876 is firmly in the very low-risk category, significantly below the country's low-risk average of -0.566. This excellent result signifies a pattern of low-profile consistency, where the institution not only meets but exceeds the national benchmark for avoiding insular citation practices. A certain level of self-citation is natural, but the University's very low rate provides strong evidence against the formation of scientific 'echo chambers.' This indicates that the institution's academic influence is validated by the broader global community, not inflated by internal dynamics, reflecting a high degree of external scrutiny and recognition.
The institution exhibits a Z-score of -0.218, which, while categorized as low risk, marks a slight divergence from the national average of -0.415 (very low risk). This indicates that the University shows minor signals of risk activity that are largely absent in the rest of the country. Publishing in journals that are later discontinued can expose an institution to reputational harm and suggests a potential gap in due diligence when selecting publication venues. This finding serves as a constructive alert to reinforce information literacy and guidance for researchers to ensure that scientific output is channeled exclusively through reputable media that meet international ethical and quality standards.
With a Z-score of -1.066, the institution demonstrates a low-risk profile that contrasts sharply with the medium-risk national average of 0.594. This gap highlights a notable institutional resilience, suggesting that internal control mechanisms are effectively mitigating a systemic risk prevalent in the country. While extensive author lists are legitimate in 'Big Science,' their appearance elsewhere can signal author list inflation. Fairleigh Dickinson University successfully avoids this trend, indicating a culture that values clear accountability and transparency in authorship, distinguishing its practices from the national tendency toward potentially dilutive 'honorary' contributions.
The institution's Z-score of -0.900 is exceptionally low, indicating a state of preventive isolation from the medium-risk trend observed at the national level (0.284). This result is a significant strength, as a wide positive gap often signals a dependency on external partners for scientific prestige. The University's performance, however, demonstrates that its scholarly impact is structurally sound and driven by its own intellectual leadership. This reflects a high degree of scientific sustainability and confirms that its excellence metrics are the result of genuine internal capacity, not merely strategic positioning in collaborations led by others.
The institution records a Z-score of -1.413, a very low-risk value that is substantially better than the already low national average of -0.275. This demonstrates a strong low-profile consistency, with the absence of risk signals aligning perfectly with a healthy national standard. Extreme individual publication volumes can challenge the credibility of meaningful intellectual contribution and may point to issues like coercive authorship. The University's exceptionally low score in this area indicates a well-balanced academic environment where the focus is on the quality and integrity of the scientific record, not just on maximizing publication counts.
With a Z-score of -0.268, the institution's performance is almost identical to the national average of -0.220, both of which are in the very low-risk category. This reflects a perfect integrity synchrony and a total alignment with an environment of maximum scientific security. Excessive reliance on in-house journals can create conflicts of interest and academic endogamy by bypassing independent peer review. The University's adherence to the national norm of minimal use of such channels demonstrates a strong commitment to external validation, global visibility, and competitive, merit-based dissemination of its research.
The institution's Z-score for this indicator is 0.098, a medium-risk value that signals high exposure, as it is notably more pronounced than the national average of 0.027. This is the primary area of concern in the University's integrity profile. A high rate of bibliographic overlap between publications suggests the practice of 'salami slicing'—fragmenting a single coherent study into multiple 'minimal publishable units' to artificially inflate productivity metrics. This practice not only overburdens the peer review system but also distorts the scientific evidence base. This signal warrants a review of internal incentives to ensure that the institutional culture prioritizes the generation of significant new knowledge over sheer publication volume.