| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.686 | -0.514 |
|
Retracted Output
|
1.761 | -0.126 |
|
Institutional Self-Citation
|
-0.825 | -0.566 |
|
Discontinued Journals Output
|
-0.501 | -0.415 |
|
Hyperauthored Output
|
0.245 | 0.594 |
|
Leadership Impact Gap
|
1.625 | 0.284 |
|
Hyperprolific Authors
|
-1.316 | -0.275 |
|
Institutional Journal Output
|
-0.268 | -0.220 |
|
Redundant Output
|
0.642 | 0.027 |
Montana State University, Bozeman, presents a complex scientific integrity profile, marked by areas of exceptional strength juxtaposed with critical vulnerabilities. With an overall risk score of 0.285, the institution demonstrates a commendable performance in maintaining very low-risk levels for Institutional Self-Citation, Output in Discontinued Journals, Hyperprolific Authors, and Output in Institutional Journals, indicating a strong culture of external validation and due diligence. However, this is counterbalanced by a significant alert in the Rate of Retracted Output and medium-risk signals in Redundant Output and the Gap in Impact, suggesting systemic challenges in quality control and strategic autonomy. These findings are particularly relevant given the university's strong thematic positioning, with notable SCImago Institutions Rankings in Pharmacology, Toxicology and Pharmaceutics, Medicine, Agricultural and Biological Sciences, and Energy. The identified risks, especially concerning retractions and data fragmentation, directly challenge the university's land-grant mission to responsibly create and disseminate knowledge. To fully align its operational integrity with its academic excellence and mission, it is recommended that the university prioritize a deep qualitative review of its pre-publication quality assurance mechanisms and foster strategies that strengthen its independent research leadership.
The institution demonstrates a prudent profile with a Z-score of -0.686, which is more rigorous than the national standard of -0.514. This indicates that the university manages its affiliation practices with a higher degree of control than its national peers. While multiple affiliations can be a legitimate outcome of collaboration, the institution's lower-than-average rate suggests a well-regulated environment that effectively avoids strategic attempts to inflate institutional credit or engage in “affiliation shopping,” reinforcing a transparent and focused approach to academic partnerships.
A severe discrepancy is observed in this indicator, where the institution's Z-score of 1.761 presents a significant risk, starkly contrasting with the low-risk national average of -0.126. This atypical level of activity requires a deep integrity assessment. Retractions are complex events, but a rate significantly higher than the global average alerts to a vulnerability in the institution's integrity culture. This suggests that quality control mechanisms prior to publication may be failing systemically, indicating possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to protect the university's scientific reputation.
The university shows low-profile consistency, with a Z-score of -0.825 placing it in the very low-risk category, which aligns well with the low-risk national context (Z-score: -0.566). This excellent result indicates the absence of concerning scientific isolation or 'echo chambers.' The institution's work is validated through sufficient external scrutiny rather than relying on internal dynamics. This demonstrates a healthy integration into the global scientific community, where academic influence is earned through broad recognition, not endogamous impact inflation.
There is total operational silence in this area, as evidenced by an institutional Z-score of -0.501, which is even lower than the already minimal national average of -0.415. This constitutes a critical strength, signaling exceptional due diligence in selecting dissemination channels. The data confirms that the institution effectively avoids channeling its scientific production through media that fail to meet international ethical or quality standards, thereby protecting its resources and reputation from the risks associated with 'predatory' or low-quality publishing practices.
The institution exhibits differentiated management of this risk, with a Z-score of 0.245 that, while in the medium-risk category, is notably lower than the national average of 0.594. This suggests that while signals of potential author list inflation exist, the university moderates these risks more effectively than many of its national peers. The indicator still serves as a signal to continue monitoring authorship practices to distinguish between necessary massive collaboration and the potential for 'honorary' or political authorships that could dilute individual accountability and transparency.
The university shows high exposure in this area, with a Z-score of 1.625, significantly higher than the national average of 0.284, though both are in the medium-risk category. This wide positive gap signals a potential sustainability risk, suggesting that the institution's scientific prestige may be overly dependent on external partners rather than its own structural capacity. This invites reflection on whether its high-impact metrics result from genuine internal capabilities or from strategic positioning in collaborations where the university does not exercise primary intellectual leadership, a dynamic that could hinder long-term scientific autonomy.
With a Z-score of -1.316, the institution demonstrates low-profile consistency, falling well below the national average of -0.275 and firmly in the very low-risk category. This absence of risk signals aligns perfectly with the national standard and points to a healthy research environment. The data suggests that the university fosters a culture that prioritizes the integrity of the scientific record over sheer volume, avoiding potential imbalances between quantity and quality and the risks of coercive or unmerited authorship.
The university operates in integrity synchrony with its national environment, showing a Z-score of -0.268 that is perfectly aligned with the country's very low-risk average of -0.220. This indicates a strong commitment to external validation and global visibility. By not depending on in-house journals, the institution avoids potential conflicts of interest and academic endogamy, ensuring its scientific production undergoes independent external peer review and competes on the global stage rather than using internal channels as 'fast tracks' for publication.
A high exposure to this risk is evident, as the institution's Z-score of 0.642 is substantially higher than the national average of 0.027, placing it at the upper end of the medium-risk spectrum. This value alerts to the potential practice of dividing coherent studies into minimal publishable units to artificially inflate productivity metrics. Such data fragmentation, or 'salami slicing,' can distort the available scientific evidence and overburden the peer review system, suggesting a need to reinforce policies that prioritize the publication of significant, new knowledge over sheer volume.