| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.699 | -0.386 |
|
Retracted Output
|
0.915 | 2.124 |
|
Institutional Self-Citation
|
3.742 | 2.034 |
|
Discontinued Journals Output
|
3.948 | 5.771 |
|
Hyperauthored Output
|
-1.298 | -1.116 |
|
Leadership Impact Gap
|
-1.262 | 0.242 |
|
Hyperprolific Authors
|
0.162 | -0.319 |
|
Institutional Journal Output
|
-0.268 | 1.373 |
|
Redundant Output
|
2.085 | 1.097 |
The University of Technology, Iraq, presents a profile of notable thematic leadership combined with significant vulnerabilities in its research integrity framework, reflected in an overall risk score of 1.147. The institution demonstrates commendable strengths in areas of authorship integrity and intellectual independence, with very low risk signals for hyper-authorship, publication in institutional journals, and dependency on external partners for impact. However, these strengths are counterbalanced by critical challenges in publication practices, including significant rates of institutional self-citation, retracted output, and publication in discontinued journals. According to SCImago Institutions Rankings data, the university holds a premier national position in key disciplines such as Engineering (ranked #1 in Iraq), Computer Science (#2), Pharmacology, Toxicology and Pharmaceutics (#2), and Social Sciences (#2). This academic excellence is directly threatened by the identified integrity risks, which conflict with the university's mission to uphold "international sound criteria," "quality assurance," and "professional ethics." To safeguard its reputation and ensure its thematic leadership is built on a foundation of trust, it is recommended that the university prioritize the implementation of robust quality control mechanisms and enhance researcher training on ethical publication and dissemination strategies.
The institution's Z-score for this indicator is -0.699, which is lower than the national average of -0.386. This prudent profile suggests that the university manages its affiliation processes with more rigor than the national standard. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the university's controlled rate indicates a low risk of strategic attempts to inflate institutional credit or engage in “affiliation shopping,” reflecting a clear and well-governed approach to assigning academic credit.
With a Z-score of 0.915, the institution's rate of retracted output is at a significant level, yet it remains considerably below the critical national average of 2.124. This constitutes an attenuated alert, indicating that while the university is an outlier on a global scale, it exercises more control over this risk than its national peers. A high rate of retractions suggests that quality control mechanisms prior to publication may be failing systemically. This signal, though less severe than the national context, points to a vulnerability in the institution's integrity culture and indicates that recurring malpractice or a lack of methodological rigor may require immediate qualitative verification by management.
The University of Technology, Iraq, displays a significant Z-score of 3.742 in institutional self-citation, a figure that sharply exceeds the medium-risk national average of 2.034. This pattern indicates a risk accentuation, where the institution amplifies vulnerabilities already present in the national system. A certain level of self-citation is natural; however, this disproportionately high rate signals a concerning degree of scientific isolation or an 'echo chamber.' This value warns of a high risk of endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than validated by sufficient external scrutiny from the global community.
The institution's Z-score of 3.948 for output in discontinued journals is significant, but it is notably lower than the extremely critical national average of 5.771. This profile represents an attenuated alert, demonstrating that although the university is a global outlier, it maintains more control than the national environment. A high proportion of publications in such journals is a critical alert regarding due diligence in selecting dissemination channels. This Z-score indicates that a significant portion of scientific production is being channeled through media that do not meet international ethical or quality standards, exposing the institution to severe reputational risks and suggesting an urgent need for information literacy to avoid wasting resources on 'predatory' or low-quality practices.
The institution exhibits an exceptionally low Z-score of -1.298 for hyper-authored output, a value even more favorable than the very low national average of -1.116. This result signifies a total operational silence for this risk indicator. It confirms the absence of author list inflation and demonstrates robust practices that preserve individual accountability and transparency, effectively avoiding any suspicion of 'honorary' or political authorship.
The university records a very low Z-score of -1.262 for its impact gap, in stark contrast to the medium-risk national average of 0.242. This demonstrates a preventive isolation, whereby the institution does not replicate the risk dynamics observed in its environment. A low gap signals that the impact of research led by the institution is as strong as its overall collaborative impact. This is a key indicator of sustainability, suggesting that its scientific prestige is structural and results from real internal capacity and intellectual leadership, not from a dependency on external partners.
The institution's rate of hyperprolific authors registers a medium-risk Z-score of 0.162, a moderate deviation from the low-risk national standard of -0.319. This suggests the university shows greater sensitivity to this risk factor than its national peers. Extreme individual publication volumes challenge the limits of meaningful intellectual contribution. This indicator alerts to potential imbalances between quantity and quality, pointing 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 very low Z-score of -0.268, the university effectively insulates itself from the medium-risk trend observed at the national level (Z-score: 1.373). This preventive isolation demonstrates a strong commitment to external validation. By avoiding excessive dependence on its own journals, the institution mitigates potential conflicts of interest and the risk of academic endogamy. This practice ensures its scientific production undergoes independent external peer review, enhancing global visibility and confirming that internal channels are not used as 'fast tracks' to inflate CVs without standard competitive validation.
The university's rate of redundant output is at a medium-risk level with a Z-score of 2.085, which is notably higher than the national average of 1.097. This indicates a high exposure, suggesting the institution is more prone to showing alert signals than its environment average. Massive and recurring bibliographic overlap between simultaneous publications often indicates data fragmentation or 'salami slicing.' This high value alerts to the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity, which distorts available scientific evidence and prioritizes volume over significant new knowledge.
