| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.061 | 2.187 |
|
Retracted Output
|
0.821 | 0.849 |
|
Institutional Self-Citation
|
0.233 | 0.822 |
|
Discontinued Journals Output
|
0.362 | 0.680 |
|
Hyperauthored Output
|
1.251 | -0.618 |
|
Leadership Impact Gap
|
0.383 | -0.159 |
|
Hyperprolific Authors
|
0.135 | 0.153 |
|
Institutional Journal Output
|
-0.268 | -0.130 |
|
Redundant Output
|
-0.349 | 0.214 |
Fayoum University presents a moderate overall risk profile (Z-score: 0.487), characterized by a complex interplay of systemic alignment with national trends and areas of distinct institutional resilience. The university demonstrates notable strengths in maintaining scientific integrity, particularly in its exceptionally low rate of publication in institutional journals and its effective mitigation of redundant publications, suggesting robust internal quality controls. According to SCImago Institutions Rankings data, the university's academic strengths are most prominent in Business, Management and Accounting (ranking 6th in Egypt) and Agricultural and Biological Sciences (ranking 9th in Egypt), positioning it as a national leader in these fields. However, this profile is counterbalanced by medium-level risks across several indicators, with specific vulnerabilities in hyper-authorship and a dependency on external partners for research impact. These risks present a challenge to the university's mission to uphold "quality standards," "values and ethics," and produce "distinguished" graduates. A culture that may tolerate inflated authorship or relies on external leadership could undermine the credibility and sustainability of its research, creating a potential disconnect with its stated commitment to excellence and societal problem-solving. To fully realize its ambitious vision, Fayoum University is encouraged to leverage its clear strengths in publication ethics to develop targeted strategies that address its specific vulnerabilities, thereby ensuring its research practices are in complete alignment with its core mission.
The institution's Z-score of 1.061 is notably lower than the national average of 2.187. This indicates a pattern of differentiated management where the university successfully moderates a risk that appears more common and pronounced across the country. While multiple affiliations can be a legitimate outcome of collaboration, disproportionately high rates can signal strategic attempts to inflate institutional credit. Fayoum University's ability to maintain a lower rate than its national peers suggests more rigorous affiliation policies or a research culture less prone to "affiliation shopping," thereby better safeguarding the clarity and integrity of its institutional contributions.
With a Z-score of 0.821, the institution's rate of retractions is nearly identical to the national average of 0.849. This alignment points to a systemic pattern, suggesting that the factors contributing to retractions are likely shared across the national research ecosystem rather than being unique to the institution. A medium rate of retractions suggests that pre-publication quality control mechanisms may be facing systemic challenges. This shared vulnerability across the country highlights a collective need to strengthen methodological rigor and the integrity culture to prevent recurring malpractice or unintentional errors that lead to retractions.
The university demonstrates effective risk moderation with a Z-score of 0.233, significantly below the national average of 0.822. This is a clear instance of differentiated management, where the institution avoids the more pronounced national trend towards self-citation. While some level of self-citation is natural, high rates can create 'echo chambers' and artificially inflate impact. Fayoum University's lower score indicates a stronger engagement with the global scientific community and a reduced risk of endogamous impact inflation, suggesting its academic influence is more reliant on external validation than internal dynamics.
The institution shows a Z-score of 0.362, which is considerably lower than the national average of 0.680. This reflects a differentiated management approach, indicating that the university is more discerning in its choice of publication venues compared to the national trend. Publishing in journals that are later discontinued is a critical alert regarding due diligence, as it exposes research to reputational risk and potential association with predatory practices. The university's better-than-average performance suggests its researchers exercise greater caution, protecting institutional resources and reputation from low-quality dissemination channels.
A moderate deviation from the national norm is observed, with the institution's Z-score at 1.251 compared to the country's low-risk score of -0.618. This indicates that the university has a greater sensitivity to this risk factor than its peers. Outside of 'Big Science' contexts where large author lists are standard, a high rate of hyper-authorship can signal author list inflation, which dilutes individual accountability. This discrepancy warrants a review to distinguish between necessary large-scale collaborations and potential 'honorary' authorship practices that could compromise transparency.
The institution's Z-score of 0.383 marks a moderate deviation from the national average of -0.159, revealing a greater sensitivity to this risk. A significant positive gap, as seen here, signals a potential sustainability risk where the university's overall impact is heavily dependent on collaborations led by external partners. This suggests that its scientific prestige may be more exogenous than structural. This finding invites a strategic reflection on how to build genuine internal capacity and intellectual leadership, ensuring that excellence metrics reflect the university's own core strengths rather than just its position in broader networks.
The university's Z-score of 0.135 is closely aligned with the national average of 0.153, indicating a systemic pattern. This suggests that the pressures or academic norms driving extremely high individual publication volumes are a shared characteristic of the national research environment, which the institution reflects. While high productivity can be legitimate, extreme volumes challenge the perceived limits of meaningful intellectual contribution. This shared medium-risk level points to a potential national trend where quantity may be prioritized, creating risks such as coercive authorship or the assignment of credit without real participation.
The institution exhibits total operational silence in this area, with a Z-score of -0.268 that is even lower than the country's already very low average of -0.130. This is a significant strength, demonstrating an exemplary commitment to external, independent peer review. By avoiding over-reliance on in-house journals, the university effectively mitigates risks of academic endogamy and conflicts of interest where an institution acts as both judge and party. This practice enhances the global visibility and credibility of its research, signaling a strong culture of integrity and a commitment to competitive, international validation.
With a Z-score of -0.349, the institution shows a low-risk profile that contrasts sharply with the medium-risk national average of 0.214. This demonstrates strong institutional resilience, where internal control mechanisms appear to successfully mitigate the country's systemic risks of data fragmentation. A low rate of redundant output, or 'salami slicing,' indicates that the university's research culture prioritizes significant, coherent studies over the artificial inflation of publication counts. This practice strengthens the scientific record and reflects a commitment to producing substantive knowledge rather than minimal publishable units.