| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.418 | 0.704 |
|
Retracted Output
|
-0.738 | 1.274 |
|
Institutional Self-Citation
|
-0.937 | 0.060 |
|
Discontinued Journals Output
|
1.019 | 1.132 |
|
Hyperauthored Output
|
-0.785 | -0.763 |
|
Leadership Impact Gap
|
0.633 | 0.491 |
|
Hyperprolific Authors
|
-1.413 | 2.211 |
|
Institutional Journal Output
|
-0.268 | -0.234 |
|
Redundant Output
|
-0.033 | 0.188 |
Yanbu Industrial College presents a robust overall integrity profile, marked by a low-risk score of -0.283 that indicates strong internal governance and a commitment to responsible research practices. The institution demonstrates exceptional performance in mitigating critical risks such as retracted publications, institutional self-citation, and hyperprolific authorship, effectively insulating itself from adverse national trends and highlighting a culture of quality and ethical rigor. Key areas for strategic attention include a medium-risk exposure to publishing in discontinued journals and a noticeable gap between its overall research impact and the impact of work led by its own researchers. According to SCImago Institutions Rankings data, the college's thematic strengths lie in Engineering, Energy, Environmental Science, and Mathematics. The identified vulnerabilities, particularly the reliance on external leadership for impact and the selection of publication venues, could challenge a mission centered on achieving sustainable, self-driven academic excellence. By strategically addressing these areas—enhancing researcher literacy on publication ethics and fostering greater intellectual leadership—Yanbu Industrial College can fully leverage its solid integrity foundation to amplify its thematic strengths and solidify its position as a leader in responsible and impactful research.
With a Z-score of -0.418, the institution demonstrates a low rate of multiple affiliations, contrasting with the medium-risk national average of 0.704. This suggests the presence of effective institutional resilience, where internal control mechanisms appear to successfully mitigate systemic risks prevalent in the country. While multiple affiliations are often a legitimate result of collaboration, the college's controlled rate indicates a transparent and conservative approach, avoiding practices like "affiliation shopping" and ensuring that institutional credit is claimed appropriately and ethically.
The institution exhibits a very low rate of retracted output (Z-score: -0.738), a figure that signals a clear and positive environmental disconnection from the significant risk level observed nationally (Z-score: 1.274). This excellent result indicates that the institution maintains robust internal governance and quality control mechanisms that are independent of the country's situation. A rate significantly below the global average points to a strong integrity culture and high methodological rigor, which systemically prevent the kind of recurring malpractice or errors that lead to a high volume of retractions.
Yanbu Industrial College shows a very low rate of institutional self-citation (Z-score: -0.937), positioning it in preventive isolation from the medium-risk dynamics observed in its national environment (Z-score: 0.060). This demonstrates that the institution's research impact is validated externally by the global scientific community rather than internally through 'echo chambers'. This healthy practice avoids the risk of endogamous impact inflation and confirms that its academic influence stems from broad recognition, not from self-referential dynamics.
The institution's rate of publication in discontinued journals presents a medium-risk concern (Z-score: 1.019), although it reflects differentiated management that slightly moderates the risk compared to the national average (Z-score: 1.132). This high proportion of output in questionable venues constitutes a critical alert regarding the due diligence applied in selecting dissemination channels. It indicates that a significant portion of scientific production may be channeled through media failing to meet international ethical or quality standards, exposing the institution to severe reputational risks and signaling an urgent need for enhanced information literacy to avoid 'predatory' practices.
The institution's rate of hyper-authored output (Z-score: -0.785) demonstrates statistical normality, aligning closely with the national average (Z-score: -0.763). This indicates that the level of large-scale collaboration is as expected for its context and size. The absence of an elevated score suggests that the institution is not facing widespread issues of author list inflation or the dilution of individual accountability, and its collaborative patterns appear consistent with legitimate disciplinary norms rather than 'honorary' authorship practices.
With a Z-score of 0.633, the institution shows a medium-risk gap between its overall impact and the impact of its researcher-led output, indicating high exposure to this vulnerability, even more so than the national average (Z-score: 0.491). A wide positive gap like this signals a potential sustainability risk, suggesting that the institution's scientific prestige may be dependent on external partners rather than being structurally self-sufficient. This finding invites a strategic reflection on whether its high-impact metrics are a result of genuine internal capacity or a consequence of participating in collaborations where it does not exercise primary intellectual leadership.
The institution maintains a very low rate of hyperprolific authors (Z-score: -1.413), a clear sign of preventive isolation from the medium-risk trend seen across the country (Z-score: 2.211). This is a strong indicator of a healthy research culture that prioritizes substance over sheer volume. By avoiding extreme individual publication outputs, the college effectively mitigates risks such as coercive authorship or assigning credit without meaningful participation, thereby ensuring a sound balance between quantity and quality and upholding the integrity of its scientific record.
The institution's rate of publication in its own journals is very low (Z-score: -0.268), demonstrating integrity synchrony with the national environment (Z-score: -0.234), which is also an area of maximum scientific security. This alignment confirms that the institution is not reliant on in-house journals, thereby avoiding potential conflicts of interest and academic endogamy. By prioritizing independent, external peer review, the college ensures its scientific work is validated through standard competitive channels and achieves greater global visibility.
With a low Z-score of -0.033, the institution demonstrates strong institutional resilience against the medium-risk trend of redundant publications observed nationally (Z-score: 0.188). This suggests that its internal quality controls are effective in promoting the publication of substantive work. The low value indicates that the practice of 'salami slicing'—dividing a single study into minimal publishable units to artificially inflate productivity—is not a systemic issue, reflecting a culture that prioritizes the generation of significant new knowledge over metric-driven output.
