| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.306 | -0.021 |
|
Retracted Output
|
-0.193 | 1.173 |
|
Institutional Self-Citation
|
-2.038 | -0.059 |
|
Discontinued Journals Output
|
1.461 | 0.812 |
|
Hyperauthored Output
|
0.691 | -0.681 |
|
Leadership Impact Gap
|
5.764 | 0.218 |
|
Hyperprolific Authors
|
-1.088 | 0.267 |
|
Institutional Journal Output
|
-0.268 | -0.157 |
|
Redundant Output
|
-1.186 | -0.339 |
Foundation University Islamabad demonstrates a commendable overall integrity profile (Overall Score: 0.130), characterized by significant strengths in maintaining ethical standards that, in several key areas, surpass national trends. The institution exhibits exceptional control over its publication quality, with very low rates of institutional self-citation, hyperprolific authorship, and retracted output, effectively insulating itself from risks prevalent in the national environment. These strengths align with a mission of academic excellence and provide a solid foundation for its notable positioning in fields such as Arts and Humanities, Psychology, and Medicine, as reflected in the SCImago Institutions Rankings data. However, this positive landscape is contrasted by three critical vulnerabilities: a significant dependency on external partners for research impact, a medium-level exposure to publishing in discontinued journals, and a moderate deviation in hyper-authorship practices. These risks could undermine the institution's long-term strategic autonomy and the perception of its internal capacity for leadership. To fully realize its mission, it is recommended that the university leverage its robust integrity framework to implement targeted policies that foster intellectual leadership and enhance due diligence in publication and authorship practices, thereby ensuring its reputation for excellence is built on sustainable, internally-driven capabilities.
The institution shows a Z-score of -1.306, indicating a near-total absence of risk signals in this area, which is a more controlled profile than the national average (Z-score: -0.021). This demonstrates a consistent and low-risk operational standard. While multiple affiliations can be a legitimate outcome of collaboration, the institution's very low rate suggests strong governance that effectively prevents strategic attempts to inflate institutional credit or engage in “affiliation shopping,” ensuring that academic contributions are clearly and accurately attributed.
With a Z-score of -0.193, the institution maintains a low-risk profile that contrasts sharply with the significant risk level observed nationally (Z-score: 1.173). This marked difference suggests the university functions as an effective filter, successfully resisting systemic national pressures that may lead to publication withdrawals. Retractions can signal a failure in pre-publication quality control, and the institution’s ability to keep this rate low in a high-risk environment is a strong indicator of a resilient integrity culture, robust methodological rigor, and responsible supervision that prevents recurring malpractice.
The institution's Z-score of -2.038 is exceptionally low, positioning it well below the already low-risk national benchmark (Z-score: -0.059). This result reflects a healthy integration within the global scientific community. A certain level of self-citation is natural, but the institution's minimal reliance on it demonstrates that its work is validated by external scrutiny rather than through an internal 'echo chamber.' This avoids any perception of endogamous impact inflation, confirming that its academic influence is earned through broad recognition.
The institution's Z-score of 1.461 indicates a medium risk level, which is notably higher than the national average (Z-score: 0.812), despite the country also being in a medium-risk category. This suggests the university has a higher exposure to this particular risk factor than its peers. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. This pattern indicates that a portion of its scientific output is being channeled through media that may not meet international ethical or quality standards, exposing the institution to severe reputational risks and signaling an urgent need for enhanced information literacy to avoid predatory practices.
With a Z-score of 0.691, the institution registers a medium risk, diverging moderately from the low-risk national standard (Z-score: -0.681). This suggests a greater sensitivity to factors that can lead to inflated author lists. Outside of "Big Science" contexts where large author lists are normal, such a pattern can indicate a dilution of individual accountability and transparency. This signal warrants a review to distinguish between necessary massive collaboration and the potential for 'honorary' or political authorship practices that compromise the integrity of the academic record.
The institution's Z-score of 5.764 is a significant red flag, drastically amplifying the medium-risk vulnerability already present in the national system (Z-score: 0.218). This extremely wide positive gap—where overall impact is high but the impact of research led by the institution is low—signals a critical risk to its long-term sustainability and academic autonomy. It suggests that the institution's scientific prestige is largely dependent and exogenous, stemming from strategic positioning in collaborations where it does not exercise intellectual leadership, rather than from its own structural capacity for innovation.
The institution presents a Z-score of -1.088, a very low-risk value that effectively isolates it from the medium-risk dynamics observed at the national level (Z-score: 0.267). This preventive stance is a clear strength. While high productivity can be legitimate, extreme publication volumes often challenge the limits of meaningful intellectual contribution. The institution's low score indicates a healthy balance between quantity and quality, successfully avoiding risks such as coercive authorship or the assignment of credit without real participation, thereby prioritizing the integrity of the scientific record over inflated metrics.
With a Z-score of -0.268, the institution demonstrates a complete absence of risk signals, performing even better than the very low-risk national average (Z-score: -0.157). This operational silence indicates a strong commitment to external validation and global visibility. By avoiding dependence on its own journals, the institution mitigates potential conflicts of interest where it would act as both judge and party. This practice ensures its scientific production consistently undergoes independent external peer review, reinforcing its credibility and preventing the use of internal channels as 'fast tracks' to inflate academic records.
The institution's Z-score of -1.186 signifies a very low risk, aligning with a national context that already shows good control (Z-score: -0.339) but demonstrating an even more rigorous standard. This low-profile consistency indicates a strong institutional culture against data fragmentation. The near absence of this signal suggests that researchers are focused on producing coherent, significant studies rather than engaging in 'salami slicing'—the practice of dividing research into minimal publishable units to artificially inflate productivity—thereby respecting the scientific record and the peer-review system.