| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.023 | -0.021 |
|
Retracted Output
|
2.211 | 1.173 |
|
Institutional Self-Citation
|
-0.859 | -0.059 |
|
Discontinued Journals Output
|
1.085 | 0.812 |
|
Hyperauthored Output
|
-1.039 | -0.681 |
|
Leadership Impact Gap
|
-1.318 | 0.218 |
|
Hyperprolific Authors
|
-0.845 | 0.267 |
|
Institutional Journal Output
|
-0.268 | -0.157 |
|
Redundant Output
|
-0.659 | -0.339 |
Bahria University demonstrates a commendable overall scientific integrity profile, reflected in its overall score of 0.473, with significant strengths in maintaining low-risk research practices across multiple key indicators. The institution exhibits exceptional control over institutional self-citation, redundant output, and multiple affiliations, and shows a notable capacity for independent intellectual leadership, avoiding dependency on external collaborations for impact. However, this strong foundation is critically undermined by two significant areas of vulnerability: a high rate of publications in discontinued journals and, most alarmingly, a rate of retracted output that surpasses the already high national average. These weaknesses directly challenge the university's mission "to attain highest standards in teaching, learning and research, at par with the international standards," as they suggest systemic issues in quality control and dissemination channel selection that are inconsistent with global best practices. Despite these challenges, the university's strong performance in thematic areas such as Arts and Humanities (2nd in Pakistan), Engineering (4th), and Mathematics (4th), according to SCImago Institutions Rankings data, provides a solid academic base. To fully align its practices with its mission, it is recommended that the university leverage its foundational strengths to implement urgent and robust review mechanisms focused on pre-publication quality assurance and author guidance on selecting reputable journals.
The university demonstrates a very low rate of multiple affiliations, with a Z-score of -1.023, which is well below the national average of -0.021. This result indicates a low-profile consistency, where the absence of risk signals in this area aligns with the national standard, suggesting a stable and non-aggressive affiliation policy. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the institution's conservative rate confirms that its practices are not indicative of strategic attempts to inflate institutional credit or engage in “affiliation shopping,” reflecting a transparent approach to academic collaboration.
The institution presents a Z-score of 2.211 in retracted output, significantly exceeding the already critical national average of 1.173. This figure constitutes a global red flag, positioning the university as a leader in risk metrics within a country already highly compromised and signaling an urgent need for intervention. Retractions are complex events, but a rate this high suggests that quality control mechanisms prior to publication may be failing systemically. This Z-score is a severe alert to a vulnerability in the institution's integrity culture, indicating possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to safeguard its scientific reputation.
With a Z-score of -0.859, the university shows a very low rate of institutional self-citation, comfortably below the national benchmark of -0.059. This demonstrates a healthy pattern of external validation and aligns with national norms for research integrity. A certain level of self-citation is natural, reflecting the continuity of research lines. However, the institution's low value confirms it is not operating in a scientific 'echo chamber' and avoids the risk of endogamous impact inflation, suggesting its academic influence is genuinely recognized by the global community rather than being sustained by internal dynamics.
The university's rate of publication in discontinued journals registers a Z-score of 1.085, placing it above the national average of 0.812. This indicates a high exposure to this particular risk, suggesting the institution is more prone than its national peers to channeling research through questionable outlets. A high proportion of output in such journals is a critical alert regarding due diligence in selecting dissemination channels. This Z-score indicates that a portion of its scientific production is being directed to media that do not meet international ethical or quality standards, exposing the institution to severe reputational risks and suggesting a need for enhanced information literacy to avoid 'predatory' practices.
The institution maintains a prudent profile regarding hyper-authored publications, with a Z-score of -1.039, which is lower than the national average of -0.681. This suggests that the university manages its authorship attribution processes with more rigor than the national standard. While extensive author lists are legitimate in 'Big Science' contexts, the university's controlled rate indicates a low risk of author list inflation or the prevalence of 'honorary' authorship, thereby upholding individual accountability and transparency in its research contributions.
The university exhibits a Z-score of -1.318, indicating a negligible gap between its overall impact and the impact of research where it holds leadership, a stark contrast to the national average of 0.218. This demonstrates a preventive isolation from the risk dynamics observed in its environment. A wide positive gap can signal a dependency on external partners for prestige. However, this institution's score suggests its scientific prestige is structural and endogenous, resulting from real internal capacity rather than strategic positioning in collaborations where it does not exercise intellectual leadership, which points to a sustainable and self-sufficient research ecosystem.
With a Z-score of -0.845, the university's rate of hyperprolific authors is significantly lower than the national average of 0.267. This demonstrates strong institutional resilience, as internal control mechanisms appear to effectively mitigate the systemic risks observed at the country level. While high productivity can be legitimate, extreme publication volumes often challenge the limits of meaningful intellectual contribution. The university's low score indicates it is successfully avoiding potential imbalances between quantity and quality, and is not exposed to risks such as coercive authorship or the assignment of credit without real participation.
The university shows total operational silence in this indicator, with a Z-score of -0.268, which is even lower than the country's very low average of -0.157. This absence of risk signals, even below the national baseline, is exemplary. While in-house journals can be valuable, excessive dependence on them raises conflicts of interest. The institution's minimal use of such channels confirms that its scientific production is consistently subjected to independent external peer review, thereby maximizing its global visibility and avoiding the use of internal 'fast tracks' that could bypass standard competitive validation.
The institution's rate of redundant output, or 'salami slicing,' is very low, with a Z-score of -0.659, compared to the national average of -0.339. This low-profile consistency shows that the university's practices are well-aligned with a national environment that also shows little risk in this area. Citing previous work is necessary, but massive bibliographic overlap often indicates data fragmentation to artificially inflate productivity. The university's excellent score demonstrates a commitment to publishing significant, coherent studies over prioritizing volume, thus contributing robustly to the scientific record.