| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.763 | -0.386 |
|
Retracted Output
|
0.399 | 2.124 |
|
Institutional Self-Citation
|
0.764 | 2.034 |
|
Discontinued Journals Output
|
10.898 | 5.771 |
|
Hyperauthored Output
|
-1.279 | -1.116 |
|
Leadership Impact Gap
|
3.537 | 0.242 |
|
Hyperprolific Authors
|
-1.413 | -0.319 |
|
Institutional Journal Output
|
-0.268 | 1.373 |
|
Redundant Output
|
-0.349 | 1.097 |
The University of Fallujah presents a complex scientific integrity profile, with an overall risk score of 2.189 indicating a landscape of notable strengths juxtaposed with critical vulnerabilities. The institution demonstrates exceptional performance in maintaining responsible authorship practices, with very low risk signals in Hyper-Authored Output, Hyperprolific Authors, and Output in Institutional Journals. These strengths suggest a solid foundation in research culture and governance. However, this is offset by two significant areas of concern: an extremely high Rate of Output in Discontinued Journals and a substantial Gap between its overall research impact and the impact of work where it holds intellectual leadership. According to SCImago Institutions Rankings data, the university shows considerable thematic strength, particularly in Mathematics, Veterinary, Agricultural and Biological Sciences, and Chemistry. While a specific mission statement was not available for analysis, these identified risks directly challenge the universal academic pursuits of excellence and social responsibility. A dependency on external leadership for impact and the channeling of resources into low-quality publication venues undermine the credibility of its thematic strengths and contradict the principles of sustainable, high-integrity research. The university is encouraged to leverage its robust authorship controls to implement a strategic overhaul of its publication and collaboration policies, thereby aligning its operational practices with its academic potential and ensuring its contributions are both impactful and reputable.
The institution demonstrates a prudent profile with a Z-score of -0.763, which is notably lower than the national average of -0.386. This indicates 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, this controlled, low-risk environment suggests that the institution effectively avoids practices aimed at strategically inflating institutional credit or “affiliation shopping,” fostering a transparent and clear representation of its collaborative footprint.
With a Z-score of 0.399, the university shows a moderate risk level that stands in stark contrast to the significant national average of 2.124. This suggests a state of relative containment, where although some risk signals exist, the institution operates with more effective quality control than the national norm. Retractions are complex events, and a rate significantly higher than the global average can alert to systemic failures. In this context, the university's moderate score, while warranting an internal review of pre-publication quality mechanisms, indicates it is successfully avoiding the critical integrity vulnerabilities affecting the broader national system.
The university's Z-score for institutional self-citation is 0.764, positioning it at a moderate risk level but substantially below the national average of 2.034. This reflects a differentiated management approach, where the institution successfully moderates a risk that appears more common across the country. A certain level of self-citation is natural, but high rates can signal scientific isolation. The university's ability to keep this indicator lower than its peers suggests a healthier balance, indicating its work is less prone to 'echo chambers' and receives greater validation from the external scientific community compared to the national trend.
The institution's Z-score of 10.898 represents a global red flag, as it significantly exceeds the already high national average of 5.771. This finding indicates that the university is a leading contributor to this high-risk practice within a country already deeply affected by it. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. This score suggests that a substantial portion of the university's scientific output is channeled through media failing to meet international ethical or quality standards, exposing the institution to severe reputational damage and signaling an urgent need for information literacy training to prevent the waste of resources on 'predatory' practices.
With a Z-score of -1.279, which is even lower than the national average of -1.116, the institution exhibits a state of total operational silence in this area. This is a significant strength, demonstrating an absence of risk signals that surpasses the already very low-risk national context. In fields outside of 'Big Science,' high rates of hyper-authorship can indicate author list inflation. The university's exceptionally low score points to a commendable culture of authorship, where credit is likely assigned based on meaningful contributions, thereby reinforcing individual accountability and transparency in its research.
The university's Z-score of 3.537 is at a significant risk level and starkly higher than the moderate national average of 0.242, indicating a severe risk accentuation. This shows the institution amplifies a vulnerability already present in the national system. A very wide positive gap suggests that the university's scientific prestige is critically dependent on external partners and is therefore exogenous, not structural. This high value is a strong warning that its excellence metrics may result from strategic positioning in collaborations where it does not exercise intellectual leadership, posing a serious sustainability risk to its long-term scientific reputation and capacity.
The institution shows a Z-score of -1.413, a very low-risk signal that is consistent with, and even improves upon, the low-risk national average of -0.319. This low-profile consistency demonstrates that the absence of risk signals aligns with the national standard. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution. The university's very low score in this area is a positive indicator of a balanced research environment that prioritizes the integrity of the scientific record over the sheer volume of output, effectively avoiding risks such as coercive or honorary authorship.
With a Z-score of -0.268, the institution operates in a state of preventive isolation from a risk that is moderately present at the national level (Z-score of 1.373). This very low score is a clear strength. Excessive dependence on in-house journals can create conflicts of interest and academic endogamy. By avoiding this practice, the university ensures its scientific production undergoes independent external peer review, which enhances its global visibility and confirms that its research is validated through standard competitive channels rather than potentially biased internal 'fast tracks'.
The university's Z-score of -0.349 reflects a low-risk profile, demonstrating institutional resilience against a practice that poses a moderate risk nationally (Z-score of 1.097). This suggests that the institution's internal control mechanisms are effective in mitigating a systemic risk. A high rate of redundant output, or 'salami slicing,' indicates the artificial inflation of productivity by fragmenting studies. The university's low score suggests a commendable focus on publishing coherent, significant new knowledge rather than prioritizing volume, thereby contributing responsibly to the scientific record.