| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.156 | -0.015 |
|
Retracted Output
|
2.380 | 0.548 |
|
Institutional Self-Citation
|
2.223 | 1.618 |
|
Discontinued Journals Output
|
4.387 | 2.749 |
|
Hyperauthored Output
|
-0.436 | -0.649 |
|
Leadership Impact Gap
|
-0.716 | 0.199 |
|
Hyperprolific Authors
|
-0.540 | -0.980 |
|
Institutional Journal Output
|
-0.268 | -0.268 |
|
Redundant Output
|
0.846 | 0.793 |
L. N. Gumilov Eurasian National University presents a complex integrity profile, with an overall risk score of 1.591 indicating a mix of significant strengths and critical vulnerabilities. The institution demonstrates commendable performance in areas of internal governance, such as maintaining a low dependency on institutional journals and showcasing strong intellectual leadership, where the impact of its own research surpasses that of its collaborative output. These strengths are foundational to its mission. However, this positive foundation is severely undermined by critical-level risks in publication practices, specifically an alarming rate of output in discontinued journals and a high rate of retractions. These issues, coupled with medium-level risks in self-citation and redundant publications, pose a direct threat to the university's ambition to be a "leading research and education centre" and its commitment to being "accountable to... society." While the university holds top national rankings in key areas like Arts and Humanities, Business, Management and Accounting, Computer Science, and Physics and Astronomy, the identified integrity risks could compromise the long-term value and reputation of this excellent work. To fully realize its mission, it is imperative that the university leverages its clear academic strengths to spearhead a comprehensive reform of its publication quality control and dissemination strategies, ensuring its research practices are as robust as its scholarly output.
With a Z-score of -0.156, which is more conservative than the national average of -0.015, the university demonstrates a prudent and rigorous approach to managing institutional affiliations. This indicates that the institution's governance effectively moderates practices that could lead to risk. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the university's controlled rate suggests a well-managed system that avoids strategic attempts to inflate institutional credit or engage in “affiliation shopping,” thereby reinforcing the clarity and integrity of its collaborative footprint.
The institution's Z-score of 2.380 in this indicator is a significant concern, markedly amplifying the vulnerability already present in the national system (Z-score: 0.548). This high rate suggests that quality control mechanisms prior to publication may be failing systemically. A rate so much higher than the national average alerts to a deep vulnerability in the institution's integrity culture, indicating possible recurring malpractice or a lack of methodological rigor. This situation requires immediate qualitative verification by management to diagnose the root causes and protect the university's scientific reputation.
The university's Z-score of 2.223 indicates a higher exposure to this risk compared to the national average of 1.618. This suggests the institution is more prone to developing concerning citation patterns than its peers. While a certain level of self-citation is natural, this elevated rate can signal the formation of 'echo chambers' where work is validated without sufficient external scrutiny. This value warns of a tangible risk of endogamous impact inflation, suggesting that the institution's academic influence may be disproportionately shaped by internal dynamics rather than by broader recognition from the global scientific community.
This indicator represents a global red flag for the institution. With a Z-score of 4.387, the university not only operates in a high-risk environment (national Z-score: 2.749) but leads the risk metrics within it. This constitutes a critical alert regarding due diligence in selecting dissemination channels. The extremely high score indicates that a significant portion of the university's scientific production is being channeled through media that fail to meet international ethical or quality standards. This practice exposes the institution to severe reputational damage and suggests an urgent, systemic need for information literacy training to prevent the wasting of resources on 'predatory' or low-quality publication venues.
The institution's Z-score of -0.436, while low, points to an incipient vulnerability when compared to the national average of -0.649. Although the overall risk is minimal, the university shows slightly more activity in this area than its national context. This subtle signal warrants a proactive review of authorship practices to ensure they remain transparent and accountable. It is an opportunity to reinforce clear guidelines that distinguish between necessary, large-scale collaboration and the potential for 'honorary' or inflated authorship, thereby preventing this minor vulnerability from escalating.
The university demonstrates notable institutional resilience in this area, with a Z-score of -0.716 that stands in stark contrast to the national average of 0.199. This score effectively mitigates a systemic risk prevalent in the country. A negative value indicates that the impact of research led by the institution's own authors is stronger than its overall collaborative impact. This is a powerful sign of sustainability and suggests that the university's scientific prestige is built upon genuine internal capacity and intellectual leadership, rather than being dependent on external partners.
A slight divergence from the national standard is observed, with the institution's Z-score at -0.540 compared to the country's very low score of -0.980. This indicates that the university is beginning to show signals of risk activity in an area where the rest of the country is largely inert. While the risk level remains low, this pattern suggests a need to monitor individual publication volumes. It is crucial to ensure a healthy balance between quantity and quality, guarding against potential risks such as coercive authorship or the assignment of credit without meaningful intellectual contribution.
The university's Z-score of -0.268 shows perfect integrity synchrony, aligning completely with the national average (-0.268) in an environment of maximum scientific security. This total absence of risk signals demonstrates a strong commitment to external, independent peer review. By avoiding excessive dependence on in-house journals, the institution successfully sidesteps potential conflicts of interest and academic endogamy, ensuring its research seeks validation within the global scientific community and maximizing its international visibility.
With a Z-score of 0.846, the institution shows a high exposure to this risk, operating at a slightly more pronounced level than the national average of 0.793. This medium-level alert warns of the potential practice of data fragmentation or 'salami slicing,' where a single coherent study may be divided into minimal publishable units to artificially inflate productivity metrics. This behavior can distort the available scientific evidence and overburden the peer-review system, prioritizing publication volume over the generation of significant new knowledge.
