| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.323 | -0.386 |
|
Retracted Output
|
-0.268 | 2.124 |
|
Institutional Self-Citation
|
0.438 | 2.034 |
|
Discontinued Journals Output
|
6.241 | 5.771 |
|
Hyperauthored Output
|
-1.230 | -1.116 |
|
Leadership Impact Gap
|
-0.160 | 0.242 |
|
Hyperprolific Authors
|
-1.413 | -0.319 |
|
Institutional Journal Output
|
-0.268 | 1.373 |
|
Redundant Output
|
0.334 | 1.097 |
Southern Technical University demonstrates a solid foundation in scientific integrity, with an overall score of 1.001 that reflects significant strengths in maintaining research quality and ethical standards. The institution excels in areas of authorial practice, showing very low risk in hyper-authorship, hyperprolificacy, and publication in institutional journals, and effectively filters out the high national rates of retracted publications. These positive indicators are complemented by strong thematic positioning in the SCImago Institutions Rankings, particularly in Energy, Mathematics, Computer Science, and Physics and Astronomy, where it holds competitive rankings within Iraq. However, a critical vulnerability exists in the significant rate of publication in discontinued journals, which not only exceeds the high national average but also directly challenges the university's mission to produce "suitable applied scientific research" and build credible partnerships. This practice risks undermining the institution's commitment to excellence and community service by channeling valuable resources into low-quality outlets. To fully align its operational practices with its strategic vision, the university is advised to implement urgent training and policy measures focused on responsible journal selection, thereby safeguarding its research investment and institutional reputation.
The institution presents a Z-score of 0.323, while the national average is -0.386. This moderate deviation indicates that the university shows a greater sensitivity to this risk factor than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the institution's higher-than-average rate suggests a need to review affiliation practices. This divergence from the national low-risk standard warrants an internal assessment to ensure that all affiliations are substantive and not strategic attempts to inflate institutional credit or a sign of “affiliation shopping.”
With a Z-score of -0.268, the institution demonstrates exceptional performance against a national average of 2.124, which signals a significant risk. This contrast suggests the university functions as an effective filter, successfully insulating itself from the systemic integrity vulnerabilities present in the country. A high rate of retractions can alert to recurring malpractice or a lack of methodological rigor, but the university's low score indicates that its quality control mechanisms and responsible supervision are robust and function effectively prior to publication, protecting its scientific record in a challenging environment.
The institution's Z-score for self-citation is 0.438, which is considerably lower than the national average of 2.034. This reflects a case of differentiated management, where the university successfully moderates a risk that appears to be a common practice within the country. While a certain level of self-citation is natural, disproportionately high rates can signal scientific isolation or 'echo chambers'. By maintaining a lower rate than its peers, the institution mitigates the risk of endogamous impact inflation, suggesting its academic influence is less reliant on internal dynamics and more open to external scrutiny and global community recognition.
The institution's Z-score is 6.241, a critically high value that surpasses the already significant national average of 5.771. This metric is a global red flag, indicating that the university not only participates in but leads risk metrics within a country already highly compromised in this area. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. This practice exposes the institution to severe reputational risks and suggests that a significant portion of its scientific production is being channeled through media that do not meet international ethical or quality standards, indicating an urgent need for information literacy to avoid wasting resources on 'predatory' or low-quality practices.
The institution exhibits a Z-score of -1.230, which is even lower than the country's very low average of -1.116. This signifies a state of total operational silence regarding this risk. The complete absence of signals for author list inflation, even below the national baseline, confirms that the university's authorship practices are transparent and maintain clear individual accountability. This strong performance indicates a culture that values legitimate collaboration over the dilution of responsibility through 'honorary' or political authorship.
With a Z-score of -0.160, the institution shows a low-risk profile, contrasting with the national medium-risk average of 0.242. This demonstrates institutional resilience, as control mechanisms appear to be mitigating systemic national risks related to research dependency. A wide positive gap can suggest that scientific prestige is dependent on external partners rather than internal capacity. The university's negative score, however, indicates that its excellence metrics result from genuine internal capabilities and intellectual leadership, signaling a sustainable and structurally sound research ecosystem.
The institution's Z-score is -1.413, a very low value that aligns with the low-risk national standard of -0.319. This low-profile consistency demonstrates a healthy research environment where productivity is balanced with quality. Extreme individual publication volumes can point to risks such as coercive authorship or the assignment of authorship without real participation. The absence of such signals at the university confirms that its research culture prioritizes the integrity of the scientific record over the simple inflation of metrics.
The institution has a Z-score of -0.268, indicating a very low risk, in stark contrast to the national medium-risk average of 1.373. This exemplifies preventive isolation, where the university does not replicate the risk dynamics observed in its environment. Excessive dependence on in-house journals can raise conflicts of interest and limit global visibility. By avoiding this practice, the institution demonstrates a commitment to independent external peer review, bypassing the risk of academic endogamy and ensuring its scientific production undergoes standard competitive validation.
The institution's Z-score of 0.334 is notably lower than the national average of 1.097, although both fall within the medium-risk category. This points to differentiated management, where the university moderates a risk that is more pronounced at the national level. Massive bibliographic overlap between publications often indicates data fragmentation to artificially inflate productivity. The university's more controlled rate suggests a stronger institutional focus on publishing significant new knowledge rather than distorting the scientific evidence by dividing studies into minimal publishable units.
