University of Montana, Missoula

Region/Country

Northern America
United States
Universities and research institutions

Overall

-0.346

Integrity Risk

very low

Indicators relating to the period 2020-2024

Indicator University Z-score Average country Z-score
Multi-affiliation
-0.077 -0.514
Retracted Output
-0.381 -0.126
Institutional Self-Citation
-0.484 -0.566
Discontinued Journals Output
-0.530 -0.415
Hyperauthored Output
0.451 0.594
Leadership Impact Gap
0.093 0.284
Hyperprolific Authors
-1.413 -0.275
Institutional Journal Output
-0.268 -0.220
Redundant Output
0.933 0.027
0 represents the global average
AI-generated summary report

EXECUTIVE SUMMARY AND STRATEGIC VISION

The University of Montana, Missoula, demonstrates a strong overall scientific integrity profile, reflected in a very low-risk aggregate score of -0.346. The institution's primary strengths lie in its exceptional control over critical risk areas, including an almost complete absence of publications in discontinued journals, retracted outputs, hyperprolific authorship, and output in institutional journals. These results indicate robust internal governance and a culture that prioritizes quality and ethical dissemination. However, areas requiring strategic attention have been identified, with medium-risk signals in the rates of hyper-authored output, redundant publications, and the gap between overall impact and the impact of institution-led research. According to SCImago Institutions Rankings data, these integrity metrics support a solid academic reputation, with notable strengths in fields such as Earth and Planetary Sciences, Agricultural and Biological Sciences, and Mathematics. This strong integrity foundation is well-aligned with the institutional mission to provide an "effective system of higher education." To further this mission, it is recommended that the university leverage its governance strengths to proactively address the moderate vulnerabilities in authorship and publication strategies, ensuring that its reputation for effectiveness is built upon a foundation of transparent, impactful, and non-redundant scientific contributions.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution's Z-score of -0.077 is within the low-risk band, consistent with the national context (Z-score: -0.514). However, the value is slightly higher than the national average, suggesting an incipient vulnerability. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this minor elevation warrants a review to ensure that all affiliations are strategically sound and do not represent early signals of "affiliation shopping" intended to artificially inflate institutional credit. Proactive monitoring can ensure this trend remains a reflection of healthy collaboration rather than a developing risk.

Rate of Retracted Output

With a Z-score of -0.381, the institution demonstrates an exceptionally low rate of retracted publications, placing it in a more secure position than the national standard (Z-score: -0.126). This low-profile consistency and absence of risk signals suggest that its quality control and supervision mechanisms prior to publication are robust and effective. This performance aligns with a mature integrity culture where potential issues are addressed before they escalate, successfully preventing the systemic failures that can lead to retractions and reputational damage.

Rate of Institutional Self-Citation

The institution's self-citation rate (Z-score: -0.484) is categorized as low risk, in line with the national norm (Z-score: -0.566). Nevertheless, the score is slightly higher than the country average, which may indicate an incipient vulnerability. A certain level of self-citation is natural and reflects the continuity of established research lines. However, this subtle elevation should be monitored to prevent the formation of scientific 'echo chambers' where the institution's work is validated internally without sufficient external scrutiny, a dynamic that could lead to an endogamous inflation of its perceived academic influence.

Rate of Output in Discontinued Journals

The institution exhibits an exemplary record in avoiding discontinued journals, with a Z-score of -0.530 that signifies a total absence of risk signals, performing even better than the already minimal national average (Z-score: -0.415). This indicates a strong and effective due diligence process among its researchers when selecting publication venues. This practice effectively shields the institution from the severe reputational risks associated with predatory or low-quality publishing and demonstrates a high level of information literacy across the organization.

Rate of Hyper-Authored Output

A medium-risk signal is noted for hyper-authored publications (Z-score: 0.451), a trend also present at the national level (Z-score: 0.594). Positively, the institution's score is notably lower than the country average, suggesting a differentiated management approach that successfully moderates this common risk. This indicates that while the institution engages in large-scale research, it likely exercises greater control over authorship practices than its peers, which is crucial for distinguishing between necessary massive collaboration and 'honorary' authorship that can dilute individual accountability and transparency.

Gap between Impact of total output and the impact of output with leadership

A medium-risk gap is observed between the institution's overall publication impact and the impact of research where it holds a leadership role (Z-score: 0.093), a pattern also seen nationally (Z-score: 0.284). The institution's performance is commendable, as its gap is significantly smaller than the country average, pointing to a more balanced and sustainable research strategy. This differentiated management suggests that the institution is less reliant on external partners for its scientific prestige and is successfully building its own structural capacity for intellectual leadership, mitigating the risk of its excellence metrics being dependent and exogenous rather than a result of real internal capabilities.

Rate of Hyperprolific Authors

The institution displays a near-total absence of hyperprolific authorship, with an outstanding Z-score of -1.413 that is significantly better than the low-risk national standard (Z-score: -0.275). This low-profile consistency indicates a healthy institutional balance between productivity and the capacity for meaningful intellectual contribution. It suggests the university fosters an environment that prioritizes research quality over sheer volume, effectively avoiding risks such as coercive authorship or the assignment of authorship without real participation.

Rate of Output in Institutional Journals

With a Z-score of -0.268, the institution demonstrates a complete absence of risk related to publishing in its own journals, performing even better than the minimal national average (Z-score: -0.220). This total operational silence indicates a strong commitment to external validation and global visibility. By avoiding dependence on in-house journals, the institution effectively mitigates potential conflicts of interest and the risk of academic endogamy, ensuring its scientific output is vetted through independent, competitive peer-review processes that are standard in the global community.

Rate of Redundant Output

The institution presents a medium-risk signal for redundant publications, with a Z-score of 0.933 that indicates high exposure compared to the national average (Z-score: 0.027). This suggests a greater tendency toward practices like 'salami slicing,' where a coherent study may be fragmented into minimal publishable units to artificially inflate productivity metrics. This pattern warrants strategic attention, as it can distort the available scientific evidence, overburden the peer-review system, and prioritize publication volume over the generation of significant new knowledge.

This report was automatically generated using Google Gemini to provide a brief analysis of the university scores.
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