| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.170 | 2.241 |
|
Retracted Output
|
-0.230 | 0.447 |
|
Institutional Self-Citation
|
-0.402 | -0.186 |
|
Discontinued Journals Output
|
0.215 | 0.101 |
|
Hyperauthored Output
|
-0.474 | -0.505 |
|
Leadership Impact Gap
|
0.525 | 0.285 |
|
Hyperprolific Authors
|
-1.413 | 1.633 |
|
Institutional Journal Output
|
-0.268 | -0.192 |
|
Redundant Output
|
-0.267 | -0.164 |
Balamand University presents a robust scientific integrity profile, with an overall risk score of -0.242 indicating a performance that is healthier than the global average. The institution demonstrates significant strengths in maintaining very low-risk levels for hyperprolific authorship and publication in institutional journals, effectively isolating itself from national trends and showcasing a commitment to quality over quantity and external validation. This solid foundation is complemented by strong thematic positioning, with SCImago Institutions Rankings data highlighting excellence in areas such as Energy (ranked 1st in Lebanon), Earth and Planetary Sciences (4th), and Biochemistry, Genetics and Molecular Biology (5th). However, two areas require strategic attention: a high exposure to publication in discontinued journals and a notable gap in impact between collaborative and institution-led research. These vulnerabilities could subtly undermine the University's mission to foster "rigorous research" and "ethical standards." A dependency on external leadership for impact may limit its capacity for "nation building" through homegrown innovation, while engagement with low-quality journals contradicts the pursuit of excellence. The University's overall strong integrity framework provides an excellent platform to address these specific challenges, and a focused effort on enhancing journal selection literacy and fostering internal research leadership will ensure its practices fully align with its commendable mission.
The University demonstrates institutional resilience in its affiliation practices, with a Z-score of -0.170, which sits comfortably in the low-risk category, in contrast to the national average of 2.241, which signals a medium-risk environment. This divergence suggests that the University's internal governance and control mechanisms are effectively mitigating the systemic risks observed across the country. While multiple affiliations can be a legitimate outcome of collaboration, the University’s controlled rate indicates that it is not exposed to the risk of strategic "affiliation shopping" or artificial inflation of institutional credit, thereby maintaining a clear and transparent representation of its collaborative footprint.
With a low-risk Z-score of -0.230 compared to Lebanon's medium-risk score of 0.447, the University again shows strong institutional resilience. This favorable position suggests that its quality control and supervision mechanisms prior to publication are more robust than the national standard. Retractions can be complex, but a rate significantly lower than the surrounding environment indicates a healthy integrity culture. The data suggests the University is effectively preventing the kind of systemic failures, recurring malpractice, or lack of methodological rigor that a higher rate would imply, safeguarding its scientific reputation.
The institution exhibits a prudent profile regarding self-citation, with its Z-score of -0.402 being even lower than the country's already low-risk average of -0.186. This indicates that the University manages its citation practices with more rigor than the national standard. A certain level of self-citation is natural, reflecting ongoing research lines. However, the University's particularly low rate demonstrates a strong orientation towards external validation and integration within the global scientific community, successfully avoiding the creation of 'echo chambers' or the risk of endogamous impact inflation where an institution's influence is oversized by internal dynamics.
This indicator reveals an area of high exposure for the University. Its Z-score of 0.215, while in the medium-risk category, is notably higher than the national average of 0.101. This suggests the institution is more prone than its national peers to channeling its research into outlets that fail to meet international ethical or quality standards. This pattern constitutes a critical alert regarding due diligence in selecting dissemination channels. It exposes the institution to severe reputational risks and points to an urgent need to enhance information literacy among its researchers to avoid wasting resources on 'predatory' or low-quality practices that compromise the integrity of their work.
The University's practices in authorship align with statistical normality for its context. Its Z-score of -0.474 is in the low-risk category and is almost identical to the national average of -0.505. This alignment indicates that the institution's level of multi-author collaboration is as expected, without raising concerns. The data suggests that, for the disciplines represented, authorship lists are appropriate and do not show signs of inflation, dilution of individual accountability, or the presence of 'honorary' authorship practices that can obscure true contributions.
The University shows high exposure to dependency risk, with a Z-score of 0.525 that is significantly higher than the national medium-risk average of 0.285. This wide positive gap signals a potential issue of sustainability, suggesting that the institution's scientific prestige is heavily reliant on external partners. While collaboration is vital, this value indicates that the impact of research led directly by the University is comparatively low. This should prompt a strategic reflection on whether its excellence metrics are the result of genuine internal capacity or a consequence of strategic positioning in collaborations where it does not exercise primary intellectual leadership.
In a clear display of strength, the University demonstrates preventive isolation from national trends. Its Z-score of -1.413 is in the very low-risk category, starkly contrasting with the country's medium-risk score of 1.633. This shows the institution does not replicate the risk dynamics observed in its environment. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution. The University's very low score indicates a culture that prioritizes quality and scientific integrity over sheer volume, effectively avoiding risks such as coercive authorship or the assignment of credit without real participation.
This indicator reveals total operational silence, signifying an exemplary commitment to external validation. The University's Z-score of -0.268 is not only in the very low-risk category but is also better than the national average of -0.192. This absence of risk signals, even below the national baseline, shows a strong institutional policy of seeking independent, external peer review. By avoiding reliance on in-house journals, the University mitigates any potential conflicts of interest, bypasses the risk of academic endogamy, and ensures its scientific production is validated through standard competitive channels, maximizing its global visibility.
The University maintains a prudent profile in managing the originality of its output, with a Z-score of -0.267 that is lower and thus more favorable than the national low-risk average of -0.164. This suggests that the institution's processes are managed with more rigor than the national standard. A high rate of bibliographic overlap can indicate 'salami slicing'—the practice of fragmenting a study into minimal units to inflate publication counts. The University's low score indicates a healthy research culture that encourages the publication of coherent, significant studies, thereby protecting the integrity of the scientific record and respecting the academic review system.