| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.832 | -0.514 |
|
Retracted Output
|
-0.315 | -0.126 |
|
Institutional Self-Citation
|
-0.473 | -0.566 |
|
Discontinued Journals Output
|
-0.055 | -0.415 |
|
Hyperauthored Output
|
-0.573 | 0.594 |
|
Leadership Impact Gap
|
-1.209 | 0.284 |
|
Hyperprolific Authors
|
-1.011 | -0.275 |
|
Institutional Journal Output
|
-0.268 | -0.220 |
|
Redundant Output
|
1.169 | 0.027 |
The University of North Dakota demonstrates a robust and commendable scientific integrity profile, reflected in an overall score of -0.371, which indicates performance generally stronger than the national average. The institution's primary strengths lie in its exceptional governance over intellectual leadership, with a very low dependency on external collaborations for impact, and its effective prevention of hyperprolific authorship and academic endogamy through institutional journals. These areas of very low risk showcase a culture of accountability and internal capacity. The main vulnerability identified is a medium-risk, high-exposure rate of redundant output (salami slicing), which exceeds the national average and warrants strategic attention. According to SCImago Institutions Rankings data, the university's strongest thematic areas include Earth and Planetary Sciences, Environmental Science, and Physics and Astronomy, where it holds significant national and global rankings. This strong research performance aligns well with the institutional mission to provide "transformative learning, discovery and community engagement." However, the identified risk of redundant publication could undermine the "transformative" nature of its discoveries by prioritizing volume over substantive contribution. To fully honor its commitment to developing future leaders, it is recommended that the university leverage its solid integrity foundation while implementing targeted policies to encourage impactful, consolidated research, ensuring that its scholarly practices are as excellent as its scientific outcomes.
The university demonstrates a prudent and well-managed approach to author affiliations, with an institutional Z-score of -0.832 that is notably lower than the national average of -0.514. This indicates that the institution's processes are managed with more rigor than the national standard. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this controlled rate suggests that the university effectively ensures affiliations are transparent and not used for strategic inflation of institutional credit, reflecting a healthy and clear collaboration model.
With a Z-score of -0.315, which is below the national average of -0.126, the institution maintains a prudent profile regarding retracted publications. This suggests that its quality control and supervision mechanisms are more rigorous than the national standard. Retractions can be complex, sometimes resulting from honest error correction. However, this lower-than-average rate points toward a strong pre-publication review process that effectively mitigates the risk of systemic failures in methodological rigor or integrity, thereby upholding the quality of the scientific record.
The institution's rate of self-citation (Z-score: -0.473) presents an incipient vulnerability, as it is slightly higher than the national benchmark (Z-score: -0.566), even though both are within a low-risk range. A certain level of self-citation is natural and reflects the continuity of established research lines. Nevertheless, this subtle elevation warrants review, as it could be an early signal of a developing 'echo chamber' where institutional work is validated internally more frequently than by the broader external community, potentially leading to an endogamous inflation of impact if the trend continues.
A slight divergence from the national trend is observed in the rate of publication in discontinued journals. The institution's Z-score of -0.055 indicates a low-level risk activity that is largely absent across the rest of the country, where the average Z-score is -0.415. This finding constitutes a critical alert regarding due diligence in selecting dissemination channels. It suggests that a portion of the university's scientific production may be channeled through media that do not meet international ethical or quality standards, exposing the institution to reputational risks and highlighting an urgent need for enhanced information literacy to avoid predatory practices.
The university exhibits notable institutional resilience against the national trend of hyper-authorship. With a Z-score of -0.573, it operates at a low-risk level, effectively mitigating the systemic risks observed at the country level, which has a medium-risk Z-score of 0.594. This strong performance suggests that the institution's internal control mechanisms and academic culture successfully distinguish between necessary, large-scale collaboration and questionable practices like 'honorary' or political authorship, thereby preserving individual accountability and transparency.
The institution demonstrates a state of preventive isolation from national trends regarding its scientific leadership impact. Its Z-score of -1.209 is exceptionally low, contrasting sharply with the medium-risk dynamic observed nationally (Z-score: 0.284). This indicates that the university does not replicate the risk of depending on external partners for its citation impact. The data strongly suggests that the institution's scientific prestige is structural and built upon genuine internal capacity, with its excellence metrics reflecting research where it exercises direct intellectual leadership, ensuring long-term sustainability.
A state of low-profile consistency is evident in the management of author productivity. The institution's Z-score of -1.011 signifies a near-total absence of risk signals related to hyperprolific authors, a finding that aligns with the low-risk national standard (Z-score: -0.275) but demonstrates even greater control. This indicates a healthy institutional balance between quantity and quality, effectively avoiding the risks associated with extreme publication volumes, such as coercive authorship or the assignment of authorship without meaningful intellectual contribution, thereby protecting the integrity of its scientific record.
The institution demonstrates total operational silence regarding publication in its own journals, with a Z-score of -0.268 that indicates an absence of risk signals even below the very low national average (-0.220). This is a clear indicator of robust scientific practice, showing that the university successfully avoids potential conflicts of interest and academic endogamy. By prioritizing external, independent peer review over internal channels, the institution ensures its research undergoes standard competitive validation, which maximizes its global visibility and credibility.
The rate of redundant output is an area of high exposure for the institution. Its Z-score of 1.169 is significantly higher than the national average (Z-score: 0.027), indicating it is more prone to showing alert signals for this practice than its peers. This value alerts to the potential practice of dividing a coherent study into 'minimal publishable units' to artificially inflate productivity, a behavior known as 'salami slicing.' This practice distorts the available scientific evidence and overburdens the review system, suggesting an urgent need to reinforce policies that prioritize the publication of significant new knowledge over sheer volume.
