| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.307 | -0.386 |
|
Retracted Output
|
0.756 | 2.124 |
|
Institutional Self-Citation
|
0.032 | 2.034 |
|
Discontinued Journals Output
|
3.888 | 5.771 |
|
Hyperauthored Output
|
-1.132 | -1.116 |
|
Leadership Impact Gap
|
-0.596 | 0.242 |
|
Hyperprolific Authors
|
0.160 | -0.319 |
|
Institutional Journal Output
|
-0.268 | 1.373 |
|
Redundant Output
|
-1.186 | 1.097 |
Duhok Polytechnic University demonstrates a robust overall integrity profile, marked by significant strengths in research ethics and a clear outperformance of national trends in several key areas. The institution's primary vulnerabilities are concentrated in publication channel selection and authorship practices, which require strategic attention. However, its performance is bolstered by exceptionally low-risk indicators in hyper-authorship, redundant publication, and the use of institutional journals, signaling a strong internal culture of research integrity. This solid foundation supports the university's notable thematic strengths, as evidenced by its SCImago Institutions Rankings, placing it within the Top 5 in Iraq for Computer Science and the Top 10 for Engineering. To fully align with its mission of achieving "international standards of quality assurance," it is crucial to address the high rate of output in discontinued journals, as this practice directly undermines global credibility. By mitigating this and other identified risks, the university can ensure its operational practices fully reflect its academic excellence and commitment to producing high-caliber, innovative research.
The institution's Z-score of -0.307 is slightly above the national average of -0.386, both within a low-risk range. This minimal difference suggests a statistical normality, but also an incipient vulnerability that warrants observation. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this slight upward trend compared to national peers could signal early signs of strategic attempts to inflate institutional credit. Monitoring this indicator is advisable to ensure that collaborative practices remain transparent and are driven by genuine scientific partnership rather than "affiliation shopping."
With a Z-score of 0.756, the institution exhibits a medium risk level for retracted publications, a figure that demonstrates relative containment when compared to the country's significant-risk score of 2.124. This indicates that while the university is not immune to post-publication corrections, its quality control mechanisms appear more effective than the national standard. A high Z-score, even if comparatively moderate, suggests that pre-publication review processes may have systemic vulnerabilities. This alerts to a potential weakness in the institution's integrity culture, indicating that a qualitative review of recurring methodological or ethical issues is necessary to prevent future incidents.
The university shows exemplary differentiated management in this area, with a Z-score of 0.032, far below the national average of 2.034, even though both fall within the medium-risk category. This performance indicates that the institution successfully moderates a risk that is much more pronounced across the country. A certain level of self-citation is natural, but the university's low rate demonstrates that it avoids the concerning 'echo chambers' and endogamous impact inflation suggested by the national trend. This reflects a healthy integration with the global scientific community, where its work is validated by external scrutiny rather than internal dynamics.
The institution's Z-score of 3.888 represents a significant risk and an attenuated alert. Although this value is lower than the critical national average of 5.771, it still positions the university as a global outlier. This is a critical vulnerability, as a high proportion of publications in such journals constitutes a severe reputational risk. It indicates that a significant portion of scientific production is being channeled through media that do not meet international ethical or quality standards. This finding suggests an urgent need to enhance information literacy and due diligence in selecting dissemination channels to avoid wasting resources on 'predatory' or low-quality practices that compromise scientific integrity.
The institution's Z-score of -1.132 is almost identical to the national average of -1.116, reflecting an integrity synchrony in a very low-risk environment. This alignment demonstrates that the university's authorship practices are consistent with national and disciplinary norms, successfully avoiding author list inflation. This total operational silence on the indicator confirms that authorship is managed with transparency and accountability, distinguishing legitimate large-scale collaboration from questionable 'honorary' authorship practices.
The university displays strong institutional resilience with a Z-score of -0.596, contrasting sharply with the national medium-risk average of 0.242. This negative gap is a positive sign, indicating that the impact of research led by the institution is robust and not overly dependent on external partners. While it is common for institutions to rely on collaborations for impact, this result suggests that the university possesses a high degree of internal capacity and intellectual leadership. This mitigates the systemic national risk of having a scientific prestige that is dependent and exogenous, confirming that its excellence metrics are rooted in genuine, structural capabilities.
A moderate deviation from the national standard is observed, with the institution's Z-score at 0.160 (medium risk) compared to the country's low-risk score of -0.319. This suggests the university has a greater sensitivity to this risk factor than its peers. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution. This indicator serves as an alert to potential imbalances between quantity and quality, pointing to risks such as coercive authorship or the assignment of authorship without real participation. A review is warranted to ensure that productivity metrics do not compromise the integrity of the scientific record.
The institution demonstrates a clear preventive isolation from national risk dynamics, with a very low Z-score of -0.268 against a medium-risk country average of 1.373. This is a significant strength, showing a commitment to external validation. By avoiding excessive dependence on its own journals, the university sidesteps potential conflicts of interest and academic endogamy. This practice ensures its scientific production undergoes independent external peer review, enhancing its global visibility and preventing the use of internal channels as 'fast tracks' for publication without standard competitive validation.
With a very low Z-score of -1.186, the university effectively isolates itself from the medium-risk trend seen at the national level (1.097). This indicates a strong institutional policy against data fragmentation. The absence of this risk signal suggests that researchers are not artificially inflating their productivity by dividing studies into 'minimal publishable units.' This commitment to publishing complete, significant findings protects the integrity of the scientific evidence base and demonstrates a focus on generating new knowledge rather than simply maximizing publication volume.
