| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
4.495 | 2.744 |
|
Retracted Output
|
-0.287 | 0.105 |
|
Institutional Self-Citation
|
2.898 | 2.529 |
|
Discontinued Journals Output
|
2.362 | 1.776 |
|
Hyperauthored Output
|
-0.979 | -0.980 |
|
Leadership Impact Gap
|
-1.331 | 0.270 |
|
Hyperprolific Authors
|
-0.204 | -0.150 |
|
Institutional Journal Output
|
-0.268 | -0.268 |
|
Redundant Output
|
0.565 | 1.739 |
The Azerbaijan State University of Economics demonstrates a solid overall performance profile, marked by a significant contrast between areas of exceptional scientific integrity and specific, high-risk vulnerabilities. The institution's primary strengths lie in its robust internal research leadership, evidenced by a minimal gap between its total impact and the impact of its self-led output, alongside a commendable avoidance of academic endogamy through minimal use of institutional journals. However, this positive foundation is challenged by significant risks in the Rate of Multiple Affiliations and the Rate of Institutional Self-Citation, which are not only high but also exceed the national averages, suggesting an amplification of systemic vulnerabilities. According to SCImago Institutions Rankings data, the university holds a dominant national position, ranking first in Azerbaijan in critical fields such as Economics, Econometrics and Finance; Business, Management and Accounting; and Social Sciences. While a specific mission statement was not available for analysis, these high-risk indicators pose a direct threat to the universal academic mission of pursuing excellence and social responsibility, as they can create a perception of impact inflation over genuine scientific contribution. To safeguard its outstanding thematic leadership and long-term reputation, it is recommended that the university prioritizes a strategic review of its affiliation and citation policies to ensure its operational practices fully align with its evident research capabilities.
The institution exhibits a Z-score of 4.495, a value significantly higher than the national average of 2.744. This indicates that the university is not only participating in a national trend but is actively amplifying the associated risks. This pattern suggests a potential over-reliance on practices that could be perceived as strategic attempts to inflate institutional credit or "affiliation shopping." The pronounced elevation above the national baseline warrants an internal review to ensure that all affiliations are substantive and reflect genuine collaborative contributions, thereby protecting the institution's reputation from being associated with metrics inflation.
With a Z-score of -0.287, the institution demonstrates a very low incidence of retracted publications, contrasting favorably with the national average of 0.105, which signals a medium risk level. This disparity highlights a notable institutional resilience, suggesting that internal control mechanisms are effectively mitigating systemic risks present in the wider national environment. This low rate is a positive sign of responsible supervision and robust quality control processes prior to publication, reflecting a strong integrity culture that successfully prevents the types of recurring malpractice or methodological weaknesses that can lead to retractions.
The institution's Z-score for self-citation is 2.898, positioning it above the already significant national average of 2.529. This situation represents a critical concern, as the university is intensifying a practice within a national context that is already highly compromised. Such a disproportionately high rate signals a severe risk of functioning as a scientific 'echo chamber,' where the institution validates its own work without sufficient external scrutiny. This dynamic could lead to an endogamous inflation of impact, suggesting that the institution's perceived academic influence may be oversized by internal dynamics rather than by genuine recognition from the global scientific community.
The institution presents a Z-score of 2.362 in this category, exceeding the national medium-risk average of 1.776. This reveals a high exposure to this particular risk, indicating the center is more prone than its national peers to publishing in questionable venues. This constitutes a critical alert regarding the due diligence applied in selecting dissemination channels. A significant portion of its scientific production may be channeled through media that fail to meet international ethical or quality standards, exposing the institution to severe reputational damage and signaling an urgent need for enhanced information literacy to prevent the waste of resources on 'predatory' or low-quality practices.
The institution's Z-score of -0.979 is nearly identical to the national average of -0.980, both of which are in the low-risk range. This alignment indicates a state of statistical normality, where the institution's co-authorship patterns are consistent with expectations for its context and size. The absence of a significant risk signal suggests that its collaborative practices are appropriate for its disciplines and do not show signs of author list inflation or other questionable authorship practices.
The institution records an exceptionally low Z-score of -1.331, which stands in stark contrast to the medium-risk national average of 0.270. This demonstrates a clear preventive isolation, as the university does not replicate the risk dynamics observed in its environment. A very low score in this indicator is a sign of strength, suggesting that the institution's scientific prestige is not dependent on external partners but is driven by genuine internal capacity. This reflects a sustainable model where excellence metrics result from structural research quality and intellectual leadership, rather than from a strategic positioning in collaborations led by others.
With a Z-score of -0.204, the institution maintains a prudent profile that is even more rigorous than the national standard (-0.150). This low incidence of hyperprolific authors is a positive indicator of a healthy research environment. It suggests a focus on a sustainable balance between quantity and quality, effectively avoiding the risks associated with extreme publication volumes, such as coercive authorship or the assignment of authorship without meaningful intellectual contribution. This reflects a culture that prioritizes the integrity of the scientific record over the simple inflation of metrics.
The institution's Z-score of -0.268 is identical to the national average, with both values at a very low-risk level. This perfect alignment points to an integrity synchrony, where the university operates in full concert with a national environment of maximum scientific security on this issue. This practice demonstrates a clear commitment to seeking independent external peer review for its research, thereby avoiding the conflicts of interest and academic endogamy associated with excessive dependence on in-house journals. This approach enhances the global visibility and competitive validation of its scientific output.
The institution's Z-score of 0.565 is notably lower than the national average of 1.739, although both fall within the medium-risk category. This reflects a differentiated management approach, whereby the university successfully moderates a risk that appears to be more common at the national level. While some signals of data fragmentation or 'salami slicing' are present, the institution demonstrates greater control than its peers. This suggests a stronger institutional emphasis on publishing coherent studies with significant new knowledge, rather than artificially inflating productivity by dividing research into minimal publishable units.
