| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.389 | 0.327 |
|
Retracted Output
|
-0.400 | 0.826 |
|
Institutional Self-Citation
|
-0.454 | -0.522 |
|
Discontinued Journals Output
|
0.485 | -0.076 |
|
Hyperauthored Output
|
-0.874 | 0.068 |
|
Leadership Impact Gap
|
2.135 | 3.020 |
|
Hyperprolific Authors
|
-1.413 | -1.413 |
|
Institutional Journal Output
|
-0.268 | -0.268 |
|
Redundant Output
|
-0.197 | -0.708 |
The Mongolian University of Science and Technology (MUST) demonstrates a robust and generally well-managed scientific integrity profile, reflected in an overall score of -0.122. The institution exhibits significant strengths in maintaining very low rates of retracted output, hyperprolific authorship, and publication in institutional journals, often outperforming national trends and showcasing effective internal governance. These areas of excellence are complemented by strong thematic positioning, with high national rankings in Agricultural and Biological Sciences and Earth and Planetary Sciences, according to SCImago Institutions Rankings data. However, areas requiring strategic attention include a medium-risk rate of publication in discontinued journals and a slight elevation in multiple affiliations, which could pose reputational risks. These vulnerabilities, while not critical, present a potential conflict with the university's mission to be a leading "center of talents and skills" driving national development. To fully realize its vision, MUST should focus on enhancing information literacy regarding publication venues and reinforcing authorship policies, thereby ensuring that its valuable scientific contributions are built upon an unshakeable foundation of transparency and integrity.
The institution presents a Z-score of 0.389, slightly above the national average of 0.327. This value places the university in a position of high exposure, indicating it is more prone to showing alert signals than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this elevated rate suggests a need for vigilance. It is crucial to ensure that all affiliations are transparent and reflect substantive contributions, thereby mitigating the risk of strategic "affiliation shopping" intended to artificially inflate institutional credit rather than represent genuine collaboration.
With a Z-score of -0.400, the university demonstrates an exceptionally strong performance, especially when contrasted with the national average of 0.826. This stark difference signals a successful preventive isolation, where the institution does not replicate the risk dynamics observed in its environment. Such a low rate of retractions is a positive indicator of responsible supervision and robust quality control mechanisms prior to publication. It suggests that the university's integrity culture is effective in preventing the kind of recurring malpractice or lack of methodological rigor that may be affecting the national system, reflecting a systemic commitment to scientific quality.
The university's Z-score for this indicator is -0.454, which, while low, is slightly higher than the national average of -0.522. This subtle difference points to an incipient vulnerability that warrants review before it escalates. A certain level of self-citation is natural and reflects the continuity of established research lines. However, this minor elevation could be an early signal of a tendency towards scientific isolation or 'echo chambers.' Proactive monitoring is recommended to ensure the institution's work continues to receive sufficient external scrutiny, thereby preventing any risk of endogamous impact inflation and confirming its academic influence is driven by global community recognition.
The institution's Z-score of 0.485 marks a moderate deviation from the national standard, which stands at a low-risk -0.076. This discrepancy highlights a greater sensitivity to risk factors than its peers and constitutes a critical alert regarding due diligence in selecting dissemination channels. A high proportion of publications in such journals indicates that a significant portion of scientific production is being channeled through media that do not meet international ethical or quality standards. This exposes the institution to severe reputational risks and suggests an urgent need for enhanced information literacy among researchers to avoid wasting resources on 'predatory' or low-quality practices.
With a Z-score of -0.874, the university shows a low rate of hyper-authorship, contrasting favorably with the medium-risk national average of 0.068. This demonstrates strong institutional resilience, as internal control mechanisms appear to successfully mitigate the country's systemic risks in this area. This result suggests that the university effectively distinguishes between necessary massive collaboration, typical in 'Big Science,' and questionable 'honorary' or political authorship practices. By maintaining clear standards, the institution upholds individual accountability and transparency in its collaborative research efforts.
The university's Z-score of 2.135, while in the medium-risk range, is notably lower than the national average of 3.020. This indicates a differentiated management approach, where the center successfully moderates a risk that appears more common across the country. A wide positive gap signals a sustainability risk where scientific prestige is dependent on external partners rather than internal capacity. By maintaining a smaller gap, the university demonstrates a healthier balance, suggesting that its excellence metrics are increasingly rooted in real internal capacity and intellectual leadership, reducing the risk of its prestige being purely exogenous.
The institution's Z-score of -1.413 is identical to the national average, reflecting a state of integrity synchrony. This complete alignment with an environment of maximum scientific security shows a total absence of this risk signal. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and point to risks like coercive authorship or prioritizing metrics over substance. The university's clean record in this area confirms a healthy academic culture that values quality and the integrity of the scientific record over sheer quantity.
With a Z-score of -0.268, perfectly matching the national average, the university demonstrates integrity synchrony and total alignment with best practices. This very low rate indicates that the institution avoids excessive dependence on its in-house journals, thus preventing potential conflicts of interest and academic endogamy. By ensuring its scientific production overwhelmingly passes through independent external peer review, the university safeguards its credibility, enhances its global visibility, and avoids any perception of using internal channels as 'fast tracks' to inflate publication counts without standard competitive validation.
The institution's Z-score of -0.197, while in the low-risk category, marks a slight divergence from the very low-risk national average of -0.708. This indicates that the university shows signals of risk activity that do not appear to be common in the rest of the country. This value alerts to the potential practice of dividing a coherent study into minimal publishable units to artificially inflate productivity, also known as 'salami slicing.' Although the signal is not strong, it warrants attention to ensure that the institutional focus remains on producing significant new knowledge rather than distorting the scientific evidence base by prioritizing volume.
