| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.091 | -0.386 |
|
Retracted Output
|
2.024 | 2.124 |
|
Institutional Self-Citation
|
-1.357 | 2.034 |
|
Discontinued Journals Output
|
1.860 | 5.771 |
|
Hyperauthored Output
|
-0.777 | -1.116 |
|
Leadership Impact Gap
|
4.322 | 0.242 |
|
Hyperprolific Authors
|
-1.413 | -0.319 |
|
Institutional Journal Output
|
-0.268 | 1.373 |
|
Redundant Output
|
0.540 | 1.097 |
Salahaddin University-Erbil presents a complex integrity profile, with an overall risk score of 1.057 that reflects a combination of exceptional strengths and significant vulnerabilities. The institution demonstrates exemplary control in key areas of research ethics, showing very low risk in institutional self-citation, hyperprolific authorship, and publication in its own journals. These results indicate a solid foundation of academic independence and a culture that prioritizes external validation. However, this is contrasted by critical alerts regarding a high rate of retracted output and a substantial dependency on external partners for scientific impact, which pose direct challenges to its mission. According to SCImago Institutions Rankings data, the university's thematic strengths are concentrated in high-impact fields such as Biochemistry, Genetics and Molecular Biology, and Medicine, where it ranks among the top institutions in Iraq. To fully realize its mission of becoming a "world class university" with an unimpeachable "academic reputation," it is crucial to leverage its foundational integrity strengths to address the identified vulnerabilities. A strategic focus on enhancing pre-publication quality control and fostering internal research leadership will be essential to ensure that its recognized thematic excellence is both sustainable and built upon a robust culture of scientific integrity.
The institution exhibits a moderate deviation from the national trend, with a Z-score of 1.091 against a country average of -0.386. This indicates a greater sensitivity to risk factors related to affiliation practices than its national peers. While multiple affiliations often reflect legitimate researcher mobility or partnerships, this heightened rate suggests a need to verify that these practices are not being used strategically to inflate institutional credit. Ensuring transparency in collaborative agreements is key to confirming that all affiliations represent genuine and substantial contributions.
The university's Z-score of 2.024 signals a significant risk, which is part of a broader national challenge (country Z-score: 2.124). Although the institution's rate is slightly below the critical national average, it remains an attenuated alert that points to a systemic vulnerability. Retractions are complex, but a rate this high suggests that quality control mechanisms prior to publication may be failing. This poses a direct threat to the institution's integrity culture, indicating that recurring methodological flaws or a lack of rigorous supervision may be present, requiring immediate qualitative verification by management to protect its academic reputation.
The institution demonstrates a commendable preventive isolation from national trends, with a Z-score of -1.357 in stark contrast to the country's medium-risk score of 2.034. This result signifies an excellent commitment to external validation and global scientific dialogue. By avoiding the 'echo chambers' and endogamous impact inflation that can arise from high self-citation, the university ensures its academic influence is genuinely earned through recognition by the international community, rather than being artificially inflated by internal dynamics.
The university shows relative containment of a risk that is critical at the national level. With a Z-score of 1.860, the institution operates with more order than the national average, which stands at a severe 5.771. Although a medium-level risk signal exists, this performance suggests that the institution's due diligence in selecting publication channels is more effective than its peers. Nevertheless, this indicator highlights an ongoing need to enhance information literacy among researchers to completely avoid channeling scientific output through media that do not meet international ethical standards, thus preventing reputational damage and the misallocation of resources.
A slight divergence is observed, as the institution shows minor signals of risk activity (Z-score: -0.777) in a national context where this practice is almost non-existent (country Z-score: -1.116). While the risk level is low, this subtle deviation warrants attention. It serves as a signal to proactively monitor authorship practices to ensure that author lists reflect genuine collaboration and individual accountability, distinguishing between necessary large-scale teamwork and the potential emergence of 'honorary' or political authorship practices that could dilute transparency.
The institution's Z-score of 4.322 is a critical red flag, significantly accentuating a vulnerability that is less pronounced at the national level (country Z-score: 0.242). This extremely wide positive gap indicates that the university's scientific prestige is heavily dependent on external partners and is therefore exogenous, not structural. This raises serious concerns about the sustainability of its research excellence and suggests that its high-impact metrics may result more from strategic positioning in collaborations than from its own internal capacity for intellectual leadership, a crucial factor for long-term development.
The university demonstrates low-profile consistency, with an absence of risk signals that aligns perfectly with the national standard. Its Z-score of -1.413 is even lower than the country's already low score of -0.319, indicating a healthy research environment. This total operational silence in hyperprolificacy suggests a culture that values a sustainable balance between quantity and quality, effectively avoiding the risks of coercive authorship or the assignment of credit without meaningful intellectual contribution.
The institution achieves a state of preventive isolation, successfully avoiding a risk dynamic observed in its environment. Its Z-score of -0.268 is very low, particularly when compared to the country's medium-risk average of 1.373. This performance indicates a strong commitment to independent, external peer review, mitigating potential conflicts of interest where an institution acts as both judge and party. By prioritizing global validation over internal channels, the university enhances its international visibility and avoids the risk of academic endogamy.
The university demonstrates differentiated management of a risk that is common in the country. While both the institution (Z-score: 0.540) and the nation (Z-score: 1.097) show medium-level risk signals, the university's score is considerably lower, indicating it moderates this practice more effectively than its peers. This suggests a more robust effort to discourage 'salami slicing'—the fragmentation of coherent studies into minimal publishable units to artificially inflate productivity—thereby promoting the publication of more significant and impactful knowledge.
