| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.952 | 2.744 |
|
Retracted Output
|
-0.061 | 0.105 |
|
Institutional Self-Citation
|
3.830 | 2.529 |
|
Discontinued Journals Output
|
0.982 | 1.776 |
|
Hyperauthored Output
|
-1.259 | -0.980 |
|
Leadership Impact Gap
|
-0.556 | 0.270 |
|
Hyperprolific Authors
|
-1.413 | -0.150 |
|
Institutional Journal Output
|
-0.268 | -0.268 |
|
Redundant Output
|
2.237 | 1.739 |
Azerbaijan Technical University presents a profile of notable strengths and specific, high-priority vulnerabilities. With an overall integrity score of 0.127, the institution demonstrates robust control in several key areas, particularly in managing authorship practices and affiliation transparency, where it significantly outperforms national averages. According to SCImago Institutions Rankings data, the university has established itself as a national leader in critical research fields, ranking #1 in Chemistry, #2 in Environmental Science, #3 in Earth and Planetary Sciences, and #4 in Energy within Azerbaijan. However, this strong thematic performance is contrasted by significant risks in Institutional Self-Citation and medium risks in Redundant Output. While a specific mission statement was not available for this analysis, these integrity risks directly challenge the universal academic principles of excellence and social responsibility. An over-reliance on internal validation could undermine the global credibility of its research leadership. To secure its prestigious national standing, it is recommended that the university focus strategic efforts on fostering greater external engagement and reinforcing publication ethics to ensure its scientific impact is both robust and externally validated.
The university shows a Z-score of -0.952, indicating a very low risk, which contrasts sharply with the medium-risk national average of 2.744. This result suggests the institution has successfully established internal governance that prevents it from replicating the risk dynamics observed across the country. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the university's controlled rate demonstrates a commitment to clear and unambiguous academic crediting, avoiding practices that could be perceived as strategic attempts to inflate institutional credit or “affiliation shopping.”
With a Z-score of -0.061, the institution maintains a low-risk profile, performing better than the national average of 0.105, which falls into the medium-risk category. This demonstrates institutional resilience, suggesting that its internal quality control mechanisms are effectively mitigating the systemic risks present in the wider national environment. Retractions can be complex events, but the university's low rate indicates that its pre-publication review processes are likely robust, preventing the kind of systemic failures or recurring malpractice that a higher rate might suggest.
The institution exhibits a Z-score of 3.830, a significant risk level that not only mirrors but exceeds the already high national average of 2.529. This finding is a critical red flag, positioning the university as a leader in this risk metric within a country already facing challenges in this area. While a certain level of self-citation is natural to reflect ongoing research, this disproportionately high rate signals a concerning degree of scientific isolation or an 'echo chamber.' There is a substantial risk that the institution's academic influence is being inflated by internal dynamics rather than validated by the global scientific community, a practice that can undermine the perceived value of its work.
The university's Z-score for this indicator is 0.982, a medium-risk value that is notably lower than the national average of 1.776. This indicates a differentiated management approach, where the institution appears to moderate a risk that is more common throughout the country. Nonetheless, a medium-risk score still constitutes an alert regarding due diligence in selecting dissemination channels. It suggests that a portion of its scientific production is being channeled through media that may not meet international ethical or quality standards, exposing the institution to reputational risks and highlighting a need to reinforce information literacy among its researchers.
With a Z-score of -1.259, the institution demonstrates a very low risk in hyper-authored publications, a figure that is even more conservative than the low-risk national average of -0.980. This low-profile consistency shows that the university's practices align with a national standard of avoiding authorship inflation. This absence of risk signals confirms that the institution is effectively distinguishing between necessary large-scale collaboration and questionable practices like 'honorary' or political authorship, thereby upholding individual accountability and transparency in its research.
The institution records a Z-score of -0.556, a low-risk value that stands in positive contrast to the medium-risk national average of 0.270. This suggests strong institutional resilience, as its control mechanisms appear to be successfully mitigating a systemic risk observed at the country level. A low gap indicates that the university's scientific prestige is largely generated by research where it exercises intellectual leadership. This is a sign of sustainable, structural excellence, demonstrating that its impact is derived from genuine internal capacity rather than a dependency on external partners.
The university has a Z-score of -1.413, a very low-risk signal that is significantly better than the national low-risk average of -0.150. This demonstrates a low-profile consistency, where the absence of risk signals aligns with, and even improves upon, the national standard. This indicates that the institution fosters a research environment that prioritizes quality over sheer volume. The data suggests an absence of practices like coercive authorship or authorship assignment without real participation, reinforcing the integrity of the scientific record.
With a Z-score of -0.268, which is identical to the national average, the institution shows a very low risk in this area. This reflects a perfect integrity synchrony, indicating total alignment with a national environment of maximum scientific security regarding this practice. The low rate suggests that the university is not overly dependent on its in-house journals, thereby avoiding potential conflicts of interest and academic endogamy. This practice ensures that its scientific production is subjected to independent external peer review, enhancing its global visibility and competitive validation.
The institution's Z-score of 2.237 places it in the medium-risk category, a level that is higher than the national average of 1.739. This indicates a high exposure to this particular risk, suggesting the university is more prone to showing these alert signals than its peers. A high value warns of the potential practice of dividing coherent studies into minimal publishable units to artificially inflate productivity, also known as 'salami slicing.' This practice not only distorts the scientific evidence but also overburdens the peer-review system, prioritizing publication volume over the generation of significant new knowledge.
