| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.722 | -0.615 |
|
Retracted Output
|
0.455 | 0.777 |
|
Institutional Self-Citation
|
0.325 | -0.262 |
|
Discontinued Journals Output
|
-0.191 | 0.094 |
|
Hyperauthored Output
|
-1.401 | -0.952 |
|
Leadership Impact Gap
|
-0.807 | 0.445 |
|
Hyperprolific Authors
|
-1.413 | -0.247 |
|
Institutional Journal Output
|
-0.268 | 1.432 |
|
Redundant Output
|
-1.186 | -0.390 |
Arak University of Technology presents a robust scientific integrity profile, reflected in an overall risk score of -0.395. The institution demonstrates exceptional strengths in maintaining very low-risk levels across a majority of indicators, particularly in areas concerning authorship practices, publication channel selection, and the structural impact of its own research leadership. These strengths provide a solid foundation for its notable academic positioning, as evidenced by SCImago Institutions Rankings data in key thematic areas such as Earth and Planetary Sciences, Energy, Engineering, and Mathematics. The primary vulnerabilities are concentrated in two medium-risk indicators: the Rate of Retracted Output and the Rate of Institutional Self-Citation. As the institution's specific mission statement was not available for this analysis, its alignment cannot be directly assessed. However, these identified risks could challenge any institutional ambition centered on achieving unimpeachable scientific excellence and global social impact, as they can undermine the external credibility fundamental to such goals. Overall, the university demonstrates a commendable commitment to scientific integrity. The strategic recommendation is to focus on reinforcing pre-publication quality controls and promoting broader external collaboration to address the identified vulnerabilities, thereby solidifying its reputation as a leader in its core disciplines.
The institution exhibits a Z-score of -1.722, which is significantly lower than the national average of -0.615. This result indicates a low-profile consistency, where the complete absence of risk signals aligns with and even exceeds the low-risk standard observed nationally. This demonstrates that the institution's affiliation practices are well-governed and do not suggest any strategic attempts to inflate institutional credit or engage in “affiliation shopping,” reflecting a transparent and straightforward approach to academic collaboration.
With a Z-score of 0.455, the institution's rate of retractions is situated in the medium-risk category, though it remains notably below the national average of 0.777. This suggests a differentiated management approach, where the university successfully moderates a risk that appears more common across the country. While retractions can sometimes signify responsible error correction, a medium-level score points to a potential vulnerability in pre-publication quality control mechanisms. The data suggests that while the institution is not immune to issues that lead to retractions, its internal processes may be more effective at containing them than those of its national peers, warranting a qualitative review to further strengthen its integrity culture.
The institution's Z-score for self-citation is 0.325, indicating a moderate deviation from the national standard, which sits at a low-risk Z-score of -0.262. This suggests the center shows a greater sensitivity to risk factors in this area than its peers. A certain level of self-citation is natural, but this elevated rate signals a potential for scientific isolation or the formation of 'echo chambers' where work is validated without sufficient external scrutiny. This value serves as a warning of the risk of endogamous impact inflation, suggesting that the institution's academic influence might be partially oversized by internal dynamics rather than by broader recognition from the global scientific community.
The university maintains a low-risk Z-score of -0.191 for publications in discontinued journals, showcasing institutional resilience against a systemic risk that is more pronounced at the national level (Z-score of 0.094). This indicates that the institution's control mechanisms and researcher training are effective in mitigating this threat. By avoiding journals that fail to meet international ethical or quality standards, the university protects itself from severe reputational damage and demonstrates strong due diligence in selecting dissemination channels, a practice that appears less consistent in its wider environment.
With a Z-score of -1.401, the institution demonstrates a very low rate of hyper-authored publications, performing better than the already low-risk national average of -0.952. This low-profile consistency indicates that the institution's authorship patterns are well-aligned with national standards and show no signs of author list inflation. This serves as a positive signal that distinguishes between necessary large-scale collaboration and questionable 'honorary' authorship practices, reinforcing the principles of individual accountability and transparency in research.
The institution shows a Z-score of -0.807, a very low-risk value that contrasts sharply with the medium-risk national average of 0.445. This demonstrates a remarkable preventive isolation, where the center does not replicate the risk dynamics observed in its environment. A low score indicates that the institution's scientific prestige is structural and internally driven, as the impact of its overall output is strongly correlated with the impact of research where it exercises intellectual leadership. This is a sign of sustainable excellence, suggesting that its reputation is built on genuine internal capacity rather than a dependency on external collaborations.
The institution's Z-score of -1.413 is in the very low-risk category, significantly below the national average of -0.247. This absence of risk signals demonstrates a low-profile consistency with the national environment and points to a healthy balance between quantity and quality in its research output. The data suggests that the university is not exposed to risks such as coercive authorship or the assignment of authorship without real participation, dynamics that prioritize metrics over the integrity of the scientific record.
With a Z-score of -0.268, the institution has a very low rate of publication in its own journals, a figure that highlights its preventive isolation from the national trend, where the average Z-score is a medium-risk 1.432. This practice is a strong indicator of a commitment to independent, external peer review and global visibility. By avoiding over-reliance on in-house journals, the institution mitigates potential conflicts of interest and the risk of academic endogamy, ensuring its scientific production is validated through standard competitive channels rather than internal 'fast tracks'.
The institution has a Z-score of -1.186 for redundant output, placing it in the very low-risk category and well below the national average of -0.390. This result indicates a low-profile consistency with national integrity standards and suggests a strong institutional culture that prioritizes significant new knowledge over volume. The absence of signals related to data fragmentation or 'salami slicing' shows a commitment to publishing coherent, impactful studies, thereby strengthening the scientific evidence base and respecting the resources of the peer-review system.