| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.586 | -0.021 |
|
Retracted Output
|
0.915 | 1.173 |
|
Institutional Self-Citation
|
-1.508 | -0.059 |
|
Discontinued Journals Output
|
0.120 | 0.812 |
|
Hyperauthored Output
|
-1.298 | -0.681 |
|
Leadership Impact Gap
|
0.371 | 0.218 |
|
Hyperprolific Authors
|
-0.577 | 0.267 |
|
Institutional Journal Output
|
-0.268 | -0.157 |
|
Redundant Output
|
-0.106 | -0.339 |
Iqra University presents a profile of notable strengths in scientific integrity alongside specific, high-priority areas for improvement. With an overall risk score of 0.146, the institution demonstrates a generally positive performance, excelling in the prevention of academic endogamy and authorship malpractice. Key strengths include exceptionally low rates of Institutional Self-Citation (Z-score: -1.508), Output in Institutional Journals (Z-score: -0.268), and Hyper-Authored Output (Z-score: -1.298), indicating a robust culture of external validation and accountable collaboration. However, these achievements are contrasted by a significant-risk alert in the Rate of Retracted Output (Z-score: 0.915) and medium-risk signals in Multiple Affiliations and the Gap in research impact. The university's strong academic positioning, particularly its national leadership in Social Sciences (ranked 6th in Pakistan according to SCImago Institutions Rankings), provides a solid foundation for growth. Yet, the identified risks, especially concerning retracted and low-quality publications, directly challenge its mission “to be a world-class institution… promoting critical thinking and public duty.” Such practices undermine the credibility essential for world-class status and contradict the public trust inherent in its mission. To fully align its operational reality with its strategic vision, it is recommended that the university implement a targeted strategy to enhance pre-publication quality assurance and bolster researcher training in publication ethics.
The institution's Z-score of 0.586 for multiple affiliations indicates a moderate deviation from the national standard, which sits at a low-risk Z-score of -0.021. This suggests the university shows a greater sensitivity to this risk factor than its peers across the country. While multiple affiliations are often a legitimate result of collaboration, the higher rate at the institution warrants a closer look to ensure these are not strategic attempts to inflate institutional credit through “affiliation shopping.” This pattern, being more pronounced than the national average, calls for a review of internal policies to confirm they foster genuine scientific partnership over metric optimization.
The university operates within a national context where retracted publications are a significant issue, as reflected by the country's Z-score of 1.173. The institution's Z-score of 0.915, while also in the significant-risk category, is slightly lower, suggesting it exercises more control than the critical national average. Nonetheless, this attenuated alert remains a serious concern. A high Z-score in this indicator suggests that quality control mechanisms prior to publication may be failing systemically. Beyond individual cases, a rate significantly higher than the global average alerts to a vulnerability in the institution's integrity culture, indicating possible recurring malpractice or a lack of methodological rigor requiring immediate qualitative verification by management.
The university demonstrates an exemplary commitment to external validation, with a Z-score for institutional self-citation of -1.508, which is significantly below the already low national average of -0.059. This low-profile consistency shows an absence of risk signals that aligns with the national standard. A certain level of self-citation is natural to reflect ongoing research, but the institution's extremely low rate provides strong evidence that it avoids scientific isolation or 'echo chambers.' This result confirms that its academic influence is built on broad recognition by the global community rather than on endogamous impact inflation.
Within a national context where publishing in discontinued journals is a common medium-risk practice (country Z-score: 0.812), the institution shows effective and differentiated management with a much lower Z-score of 0.120. This indicates that the university moderates risks that appear more prevalent in the country, likely through better guidance systems. However, any significant presence in such journals constitutes a critical alert regarding due diligence in selecting dissemination channels. A high Z-score indicates that scientific production is being channeled through media that do not meet international ethical or quality standards, exposing the institution to severe reputational risks and suggesting an urgent need for information literacy to avoid wasting resources on 'predatory' practices.
The institution maintains a very low-risk profile for hyper-authored output, with a Z-score of -1.298 that is well below the national average of -0.681. This low-profile consistency demonstrates an absence of risk signals and aligns with the national standard. The data suggests that, outside of legitimate 'Big Science' contexts, the institution successfully avoids author list inflation. This serves as a positive signal that individual accountability and transparency are upheld, preventing the dilution of responsibility through 'honorary' or political authorship practices.
The institution's Z-score of 0.371 for this indicator is notably higher than the national average of 0.218, signaling a high exposure to this particular risk. This suggests the university is more prone than its peers to depending on external collaborations for its research impact. A very wide positive gap—where global impact is high but the impact of research led by the institution itself is low—signals a sustainability risk. This value invites reflection on whether its scientific prestige is dependent and exogenous, rather than structural, a critical consideration for ensuring long-term autonomy and demonstrating true internal capacity for intellectual leadership.
The university displays strong institutional resilience against the risks associated with hyperprolific authors. Its low-risk Z-score of -0.577 stands in contrast to the medium-risk level observed nationally (country Z-score: 0.267), indicating that its control mechanisms appear to mitigate the country's systemic risks effectively. By keeping extreme individual publication volumes in check, the institution avoids the potential imbalances between quantity and quality. This helps prevent risks such as coercive authorship or 'salami slicing,' thereby prioritizing the integrity of the scientific record over the pursuit of inflated productivity metrics.
In the area of publishing in its own journals, the institution exhibits total operational silence. Its Z-score of -0.268 is even lower than the very low national average of -0.157, demonstrating an absence of risk signals that surpasses the national benchmark. This commitment to avoiding in-house journals prevents potential conflicts of interest where the institution would act as both judge and party. By relying on independent external peer review, the university ensures its scientific production undergoes standard competitive validation, which enhances its global visibility and protects it from academic endogamy.
The institution's Z-score for redundant output is -0.106. While this is in the low-risk category, it is higher than the national average of -0.339, signaling an incipient vulnerability. This suggests the university is showing early signals of this practice that warrant review before they escalate. Massive and recurring bibliographic overlap between publications can indicate data fragmentation or 'salami slicing' to artificially inflate productivity. Although the current level is not alarming, this slight upward trend relative to the national norm calls for proactive monitoring to ensure research contributions remain significant and prioritize new knowledge over volume.
