| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.772 | 0.836 |
|
Retracted Output
|
0.004 | 0.101 |
|
Institutional Self-Citation
|
0.051 | 1.075 |
|
Discontinued Journals Output
|
1.395 | 2.544 |
|
Hyperauthored Output
|
-1.181 | -0.808 |
|
Leadership Impact Gap
|
0.396 | 0.170 |
|
Hyperprolific Authors
|
-0.583 | 0.332 |
|
Institutional Journal Output
|
-0.268 | 0.610 |
|
Redundant Output
|
-1.186 | 0.522 |
Tafila Technical University presents a robust scientific integrity profile, reflected in a low overall risk score of 0.276. The institution demonstrates significant strengths in its internal governance of authorship and publication practices, with very low risk signals in Hyper-Authored Output, Redundant Output, and Output in Institutional Journals. This indicates a culture that prioritizes transparency and external validation. However, areas requiring strategic attention include a higher-than-average exposure to Multiple Affiliations and a notable Gap between its total research impact and the impact of work led by its own researchers. According to SCImago Institutions Rankings data, the university's thematic strengths are concentrated in fields critical to its mission, such as Environmental Science, Energy, and Physics and Astronomy. These risk indicators, particularly the reliance on external leadership for impact, could challenge the long-term fulfillment of its mission to foster a self-sufficient generation and promote sustainable development. To fully align its operational integrity with its strategic vision, it is recommended that the university leverage its strong governance foundation to cultivate greater internal research leadership, thereby converting collaborative success into structural, sustainable capacity.
The university's Z-score of 1.772 is notably higher than the national average of 0.836. This suggests that the institution is more exposed to the risks associated with this practice than its peers within the country. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this elevated rate warrants a closer look. It may signal strategic attempts to inflate institutional credit or "affiliation shopping," a dynamic that could dilute the university's distinct academic identity and misrepresent its core research capacity. A review of affiliation policies is advisable to ensure they promote genuine collaboration over metric optimization.
With a Z-score of 0.004, the university demonstrates significantly better control over this indicator compared to the national average of 0.101. This reflects a differentiated management approach where the institution effectively moderates a risk that appears more common at the national level. Although retractions can sometimes signify responsible supervision through the correction of honest errors, a consistently low rate like this suggests that the university's pre-publication quality control mechanisms are robust and function more effectively than the systemic norm, protecting its scientific record and reputation.
The institution's Z-score of 0.051 is substantially lower than the national average of 1.075, indicating a clear and positive differentiation in its citation practices. This suggests the university successfully moderates risks of academic insularity that may be more prevalent across the country. A certain level of self-citation is natural, but by maintaining a very low rate, the institution avoids creating scientific 'echo chambers' and demonstrates that its academic influence is validated by the broader global community rather than being inflated by internal dynamics.
The university's Z-score of 1.395 is considerably lower than the national average of 2.544, showcasing a more diligent management of publication channels. This indicates that the institution is more effective than its national peers at avoiding journals that fail to meet international ethical or quality standards. While any presence in such journals is a concern, this comparatively lower rate suggests a stronger institutional awareness and due diligence process, which helps mitigate the severe reputational risks and wasted resources associated with 'predatory' publishing practices.
With a Z-score of -1.181, the university shows a complete absence of risk signals in this area, a profile that aligns well with the low-risk national standard (Z-score of -0.808). This low-profile consistency indicates that authorship practices at the institution are transparent and correctly reflect individual contributions. Outside of 'Big Science' contexts, inflated author lists can dilute accountability, so this result confirms that the university's research culture adheres to norms of legitimate and justifiable co-authorship.
The university's Z-score of 0.396 is higher than the national average of 0.170, indicating a greater exposure to this particular risk. This wider gap suggests that the institution's scientific prestige is more heavily dependent on collaborations where it does not exercise intellectual leadership. While partnering is essential, a high value here signals a potential sustainability risk, where high impact metrics may be more exogenous and strategic rather than a reflection of structural, internal capacity. It invites a strategic reflection on how to empower its researchers to lead high-impact projects independently.
The institution's Z-score of -0.583 places it in a low-risk category, contrasting with the medium-risk national average of 0.332. This demonstrates institutional resilience, where internal control mechanisms appear to successfully mitigate a systemic risk present in the country. While high productivity can be legitimate, extreme publication volumes can challenge the integrity of the scientific record. The university's ability to maintain a low-risk profile suggests a healthy institutional culture that prioritizes the quality and substance of contributions over sheer volume, avoiding potential issues like coercive or honorary authorship.
With a Z-score of -0.268, the university shows a complete absence of this risk, effectively isolating itself from the medium-risk dynamics observed at the national level (Z-score of 0.610). This preventive isolation is a sign of strong academic governance. By not relying on in-house journals, the institution avoids potential conflicts of interest and academic endogamy, ensuring its scientific production undergoes independent, external peer review. This commitment to global validation standards enhances the credibility and visibility of its research, a practice not universally shared in its environment.
The university's Z-score of -1.186 indicates a total absence of this risk, demonstrating a clear disconnection from the medium-risk trend observed nationally (Z-score of 0.522). This preventive isolation suggests a strong institutional focus on producing impactful and coherent studies. By avoiding data fragmentation or 'salami slicing,' the university's researchers contribute more significant new knowledge to the scientific community, prioritizing substance over the artificial inflation of productivity metrics—a practice that may be more common in the wider national system.