| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.334 | 2.187 |
|
Retracted Output
|
1.798 | 0.849 |
|
Institutional Self-Citation
|
0.583 | 0.822 |
|
Discontinued Journals Output
|
0.863 | 0.680 |
|
Hyperauthored Output
|
-0.630 | -0.618 |
|
Leadership Impact Gap
|
0.211 | -0.159 |
|
Hyperprolific Authors
|
-0.311 | 0.153 |
|
Institutional Journal Output
|
-0.268 | -0.130 |
|
Redundant Output
|
0.265 | 0.214 |
Cairo University demonstrates a solid overall performance with a score of 0.809, positioning it as a leading institution with clear areas of scientific excellence alongside specific vulnerabilities in research integrity that require strategic attention. The university's primary strengths are evident in its robust control over authorship practices, showing very low risk in output published in its own journals and low risk in hyperprolificacy and hyper-authorship. However, this is contrasted by a significant risk in the rate of retracted publications, which stands out as a critical area for improvement, supplemented by medium-level risks in self-citation, publication in discontinued journals, and dependency on external collaboration for impact. According to SCImago Institutions Rankings data, the university's global leadership is undisputed in key thematic areas, including Veterinary (ranked 25th worldwide), Dentistry (34th), and Pharmacology, Toxicology and Pharmaceutics (75th). While a specific mission statement was not available for analysis, the identified integrity risks, particularly the high rate of retractions, directly challenge the principles of academic excellence and social responsibility inherent to any top-tier university. To safeguard its prestigious reputation, it is recommended that Cairo University leverage its governance strengths to implement enhanced pre-publication quality control and integrity verification mechanisms, ensuring its operational practices fully align with its demonstrated thematic leadership.
The institution presents a Z-score of 1.334, which is notably lower than the national average of 2.187. This suggests a pattern of differentiated management where the university successfully moderates a risk that appears to be more common across the country. Although both the institution and the country fall within a medium-risk category, Cairo University's more controlled approach is a positive sign. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this indicator still warrants attention. The university's effective management helps mitigate the risk of these practices being used strategically to inflate institutional credit or for “affiliation shopping,” demonstrating a more rigorous oversight than its national peers.
With a Z-score of 1.798, the institution shows a significant-risk signal that is substantially higher than the country's medium-risk average of 0.849. This finding indicates a pattern of risk accentuation, where the university not only reflects but amplifies a vulnerability present in the national system. Retractions are complex events, but a rate this far above the norm is a critical alert that pre-publication quality control mechanisms may be failing systemically. This suggests a potential vulnerability in the institution's integrity culture, pointing to possible recurring malpractice or a lack of methodological rigor that requires immediate and thorough qualitative verification by management to protect its scientific reputation.
The institution's Z-score for self-citation is 0.583, placing it in a better position than the national average of 0.822, although both are at a medium-risk level. This reflects a differentiated management approach, where the university appears to moderate the tendency towards self-citation more effectively than its national counterparts. A certain level of self-citation is natural, but disproportionate rates can signal scientific isolation or 'echo chambers.' The university's relative control helps reduce the risk of endogamous impact inflation, where academic influence might be oversized by internal dynamics rather than validated by the broader global scientific community.
The institution's Z-score of 0.863 is higher than the national average of 0.680, indicating high exposure to this particular risk. Although both operate within a medium-risk environment, the university is more prone to showing these alert signals than its peers. This constitutes a critical alert regarding due diligence in selecting dissemination channels. This score indicates that a portion of its scientific production is being channeled through media that may not meet international ethical or quality standards. This exposes the institution to severe reputational risks and suggests an urgent need for enhanced information literacy among its researchers to avoid wasting resources on 'predatory' or low-quality publication practices.
With a Z-score of -0.630, the institution is in close alignment with the national average of -0.618, both indicating a low risk level. This reflects a state of statistical normality, where the university's practices regarding the number of authors per publication are as expected for its context and size. This low-risk profile is a positive indicator, suggesting that the institution's collaborative patterns are appropriate for its disciplines and do not show signs of author list inflation or the dilution of individual accountability. It confirms that authorship practices are consistent with established norms, distinguishing between necessary large-scale collaboration and questionable honorary attributions.
The institution exhibits a Z-score of 0.211 (medium risk), which marks a moderate deviation from the national landscape, where the average score is -0.159 (low risk). This divergence highlights a risk factor at the university that is not characteristic of the country as a whole. A positive gap of this nature signals a potential sustainability risk, suggesting that the institution's scientific prestige may be dependent on external partners rather than being structurally generated from within. This finding invites a strategic reflection on whether its high-impact metrics result from genuine internal capacity or from strategic positioning in collaborations where the institution does not exercise primary intellectual leadership.
The institution's Z-score of -0.311 signifies a low risk, which contrasts favorably with the national average of 0.153, a medium-risk value. This demonstrates strong institutional resilience, as internal control mechanisms appear to be successfully mitigating systemic risks that are more prevalent at the national level. While high productivity can be legitimate, extreme publication volumes challenge the limits of meaningful intellectual contribution. The university's low score in this area is commendable, as it indicates a healthy balance between quantity and quality, effectively preventing risks such as coercive authorship or the assignment of credit without real participation, thereby prioritizing the integrity of the scientific record.
With a Z-score of -0.268, the institution demonstrates a complete absence of risk signals, performing even better than the already very low-risk national average of -0.130. This finding can be described as total operational silence in this area. It is an exemplary indicator of the university's commitment to global scientific standards, as it avoids potential conflicts of interest where an institution acts as both judge and party in the publication process. By overwhelmingly favoring external, independent peer review over in-house journals, the university avoids academic endogamy, enhances the global visibility and credibility of its research, and ensures its output is validated through standard competitive channels.
The institution's Z-score of 0.265 is slightly above the national average of 0.214, indicating a high exposure to this risk factor. While both the university and the country operate at a medium-risk level, the institution appears more prone to this practice than its peers. This value serves as an alert for the potential fragmentation of data, or 'salami slicing,' where a coherent study might be divided into minimal publishable units to artificially inflate productivity metrics. This practice not only distorts the available scientific evidence but also overburdens the peer-review system, signaling a need to reinforce policies that prioritize the publication of significant, new knowledge over sheer volume.