| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.895 | 0.836 |
|
Retracted Output
|
-0.437 | 0.101 |
|
Institutional Self-Citation
|
-0.659 | 1.075 |
|
Discontinued Journals Output
|
1.339 | 2.544 |
|
Hyperauthored Output
|
-0.337 | -0.808 |
|
Leadership Impact Gap
|
-0.904 | 0.170 |
|
Hyperprolific Authors
|
-1.413 | 0.332 |
|
Institutional Journal Output
|
-0.268 | 0.610 |
|
Redundant Output
|
-1.186 | 0.522 |
The American University of Madaba (AUM) demonstrates an outstanding scientific integrity profile, with an overall risk score of -0.275 that places it in a position of leadership and resilience within its national context. The institution exhibits very low-risk signals across the majority of indicators, particularly in areas such as Hyperprolific Authorship, Redundant Output, and the Impact Gap, showcasing a robust internal culture that prioritizes quality and ethical conduct. This strong performance is further reflected in its academic strengths, with SCImago Institutions Rankings data highlighting its position among the Top 5 institutions in Jordan for Pharmacology, Toxicology and Pharmaceutics. This commitment to sound research practices directly supports AUM's mission to ensure "academic excellence" and prepare leaders educated in "ethical conduct" and "integrity." The primary area for strategic attention is the medium-risk signal for publishing in discontinued journals, a practice that could undermine the university's goal of benefitting society with credible, high-impact research. By maintaining its current strengths and focusing on enhancing due diligence in publication venue selection, AUM is well-positioned to solidify its reputation as a benchmark for scientific integrity in the region.
The institution's Z-score of -0.895 is in the very low-risk category, contrasting sharply with the medium-risk national average for Jordan (Z-score: 0.836). This result suggests a case of preventive isolation, where the university does not replicate the risk dynamics prevalent in its environment. While multiple affiliations can be legitimate, disproportionately high rates often signal strategic attempts to inflate institutional credit. AUM's profile indicates that its collaborative practices are well-managed and transparent, effectively avoiding any appearance of "affiliation shopping" and reinforcing a culture of clear and honest attribution.
With a Z-score of -0.437, the university demonstrates a very low rate of retracted publications, distinguishing itself from the medium-risk trend observed at the national level (Z-score: 0.101). This indicates that the institution has successfully insulated itself from the systemic vulnerabilities seen elsewhere in the country. A high rate of retractions can suggest that quality control mechanisms are failing prior to publication. AUM's excellent performance in this area points to a robust integrity culture and effective pre-publication supervision, preventing the kind of recurring malpractice or lack of methodological rigor that would necessitate corrective action.
The university maintains a low-risk Z-score of -0.659, while the national average for Jordan sits at a medium-risk level (Z-score: 1.075). This disparity highlights a significant degree of institutional resilience, suggesting that AUM's internal control mechanisms are effectively mitigating the systemic risks common in its environment. A certain level of self-citation is natural, but disproportionately high rates can signal scientific isolation or 'echo chambers.' AUM's prudent profile ensures its academic influence is validated by the broader scientific community, avoiding the risk of endogamous impact inflation.
The institution's Z-score of 1.339 places it in the medium-risk category, a trend that is also present at the national level (Z-score: 2.544). However, the university's score is significantly lower than the country average, pointing to a differentiated management approach that moderates a risk common in its environment. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels, as it exposes the institution to severe reputational risks. Although AUM shows more control than its peers, this indicator suggests an urgent need to reinforce information literacy among researchers to avoid channeling valuable work into 'predatory' or low-quality outlets.
With a Z-score of -0.337, the institution's rate of hyper-authored output is higher than the national standard (Z-score: -0.808), despite both falling within the low-risk range. This subtle difference signals an incipient vulnerability, where the university shows early signs of a practice that warrants review before it escalates. Outside of "Big Science" contexts, extensive author lists can indicate inflation or 'honorary' authorship, which dilutes individual accountability. This signal serves as a prompt for the institution to ensure its authorship practices remain transparent and merit-based.
The institution exhibits a Z-score of -0.904, a very low-risk value that stands in stark contrast to the medium-risk national average (Z-score: 0.170). This excellent result demonstrates a clear preventive isolation, where the university avoids the dependency risks observed in its environment. A wide positive gap can suggest that an institution's prestige is reliant on external partners rather than its own capabilities. AUM's strong performance indicates that its scientific impact is structural and sustainable, stemming from research where it exercises genuine intellectual leadership.
The university's Z-score of -1.413 is exceptionally low, effectively isolating it from the medium-risk trend seen across the country (Z-score: 0.332). This indicates that AUM does not replicate the environmental risk factors related to extreme publication volumes. Such volumes can challenge the limits of meaningful intellectual contribution and point to risks like coercive authorship or 'salami slicing.' AUM's profile suggests a healthy institutional balance between productivity and quality, prioritizing the integrity of the scientific record over the inflation of quantitative metrics.
With a very low Z-score of -0.268, the institution successfully distances itself from the medium-risk national average (Z-score: 0.610). This demonstrates a form of preventive isolation, where the university avoids over-reliance on its own publication channels. Excessive dependence on in-house journals can create conflicts of interest and academic endogamy, allowing research to bypass independent external peer review. AUM's practice of engaging with external journals ensures its scientific production is validated competitively, enhancing its global visibility and credibility.
The institution's Z-score of -1.186 is in the very low-risk category, showing a clear divergence from the medium-risk national trend (Z-score: 0.522). This suggests the university has established a research culture that is disconnected from the risk of data fragmentation seen elsewhere. Massive bibliographic overlap between publications often indicates 'salami slicing'—the practice of dividing a study into minimal units to inflate productivity. AUM's strong performance indicates a commitment to publishing coherent, significant contributions, thereby protecting the integrity of the scientific evidence base.