| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.871 | -0.514 |
|
Retracted Output
|
-0.353 | -0.126 |
|
Institutional Self-Citation
|
0.000 | -0.566 |
|
Discontinued Journals Output
|
-0.455 | -0.415 |
|
Hyperauthored Output
|
-0.879 | 0.594 |
|
Leadership Impact Gap
|
0.444 | 0.284 |
|
Hyperprolific Authors
|
-1.047 | -0.275 |
|
Institutional Journal Output
|
-0.268 | -0.220 |
|
Redundant Output
|
-0.478 | 0.027 |
North Dakota State University demonstrates a robust and commendable scientific integrity profile, reflected in an overall risk score of -0.461. This performance indicates a culture of responsible research conduct that significantly surpasses national benchmarks in several key areas. The institution's primary strengths lie in its exceptionally low rates of redundant output, publication in discontinued journals, and hyperprolific authorship, showcasing a clear focus on quality and ethical dissemination. According to SCImago Institutions Rankings data, this commitment to research quality is mirrored in its strong thematic positioning, particularly in Veterinary, Agricultural and Biological Sciences, and Chemistry. This solid foundation directly supports the university's land-grant mission to address societal needs. However, a notable vulnerability exists in the gap between its overall research impact and the impact of work where it holds intellectual leadership, suggesting a potential over-reliance on external collaborations. To fully realize its mission of building on its foundation to serve a changing world, the university is advised to leverage its strong integrity culture to foster greater internal research leadership, ensuring its prestigious impact is both sustainable and self-generated.
The institution exhibits a Z-score of -0.871, a very low value that contrasts favorably with the national average of -0.514. This result demonstrates an exemplary level of transparency and consistency in how researcher affiliations are reported, aligning with the low-risk national standard. While multiple affiliations can be a legitimate outcome of collaboration, the university's exceptionally low rate suggests its crediting practices are clear and unambiguous, effectively avoiding any perception of strategic "affiliation shopping" to artificially inflate institutional standing.
With a Z-score of -0.353, the institution maintains a low-risk profile that is notably more rigorous than the national average of -0.126. This prudent positioning suggests that the university's pre-publication quality control and supervision mechanisms are particularly effective. Retractions can sometimes signify responsible error correction, but a consistently low rate like this points to a systemic strength in methodological rigor and a healthy integrity culture, minimizing the occurrence of errors or malpractice that could lead to such corrective actions.
The institution's Z-score for this indicator is 0.000, which, while categorized as low risk, signals an incipient vulnerability when compared to the national average of -0.566. This suggests that the university's research, though not isolated, may be developing early signs of an 'echo chamber' dynamic. A certain level of self-citation is natural for building on established research lines, but this deviation from the national norm warrants a review to ensure that the institution's academic influence is validated by broad external scrutiny rather than being primarily reinforced by internal dynamics.
The institution shows a Z-score of -0.455, indicating a near-total absence of risk signals and outperforming the already low national average of -0.415. This operational silence is a strong positive indicator of the university's due diligence in selecting reputable dissemination channels. By effectively avoiding journals that fail to meet international ethical or quality standards, the institution protects its reputation and ensures its research resources are invested in credible, high-impact outlets, demonstrating excellent information literacy among its researchers.
With a Z-score of -0.879, the institution demonstrates significant resilience against a national trend, where the average score is 0.594. This marked difference indicates that the university's control mechanisms are effectively mitigating the systemic risks of author list inflation seen elsewhere. While extensive author lists are legitimate in 'Big Science,' the institution's low rate suggests a culture that values clear accountability and transparency, successfully distinguishing between necessary large-scale collaboration and questionable 'honorary' authorship practices.
The institution presents a Z-score of 0.444, a medium-risk signal that indicates a higher exposure to this vulnerability compared to the national average of 0.284. This wider-than-average positive gap suggests that the university's scientific prestige may be significantly dependent on external partners rather than being structurally generated from within. This pattern poses a sustainability risk, inviting critical reflection on whether the institution's high-impact metrics stem from its own core intellectual leadership or from a strategic positioning in collaborations where it plays a secondary role.
The institution's Z-score of -1.047 is exceptionally low, reinforcing a culture of integrity that aligns with the low-risk national environment (Z-score of -0.275). The virtual absence of authors with extreme publication volumes is a strong positive signal. It indicates that the university's research environment prioritizes meaningful intellectual contribution and quality over sheer quantity, effectively mitigating risks such as coercive authorship or the dilution of scientific value that can arise from an excessive focus on metrics.
With a Z-score of -0.268, the institution demonstrates an almost complete lack of reliance on its own journals, a figure that is even more stringent than the very low national average of -0.220. This total operational silence in this area is a testament to the university's commitment to independent, external peer review. By avoiding potential conflicts of interest and academic endogamy, the institution ensures its scientific production is validated through standard competitive channels, maximizing its global visibility and credibility.
The institution's Z-score of -0.478 signals a state of preventive isolation from a concerning national trend, where the country average is 0.027. This stark contrast highlights the university's success in avoiding the practice of data fragmentation or 'salami slicing.' The data strongly suggests that the institution's researchers are focused on producing coherent, significant studies rather than artificially inflating productivity by dividing work into minimal publishable units, thereby upholding the integrity of the scientific record.