| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.297 | -0.021 |
|
Retracted Output
|
0.042 | 1.173 |
|
Institutional Self-Citation
|
-1.207 | -0.059 |
|
Discontinued Journals Output
|
0.801 | 0.812 |
|
Hyperauthored Output
|
-0.800 | -0.681 |
|
Leadership Impact Gap
|
0.902 | 0.218 |
|
Hyperprolific Authors
|
-1.413 | 0.267 |
|
Institutional Journal Output
|
-0.268 | -0.157 |
|
Redundant Output
|
-1.186 | -0.339 |
Shifa Tameer-e-Millat University demonstrates a robust and commendable scientific integrity profile, reflected in an overall score of -0.080. The institution exhibits exceptional strength in key areas of research practice, with very low risk signals in Institutional Self-Citation, Hyperprolific Authors, Output in Institutional Journals, and Redundant Output. These results indicate a culture of external validation and a focus on substantive contributions. However, areas requiring strategic attention include the Rate of Multiple Affiliations, Retracted Output, Output in Discontinued Journals, and the Gap between total and led impact, all of which present medium-level risks. These findings are particularly relevant given the university's strong national standing in specialized fields, as evidenced by SCImago Institutions Rankings data placing it among Pakistan's top institutions in Psychology, Pharmacology, Toxicology and Pharmaceutics, and Medicine. The identified vulnerabilities, particularly those related to publication quality and impact dependency, could undermine the core mission to "foster the quality research activities" and translate them into "viable products and services." Aligning publication strategies with the university's commitment to excellence is crucial. By leveraging its solid integrity foundation to address these specific challenges, the university can further enhance its research environment and solidify its role as a leader in addressing socio-economic and industrial needs.
The institution presents a Z-score of 0.297, while the national average is -0.021. This moderate deviation indicates that the university shows a greater sensitivity to factors encouraging multiple affiliations compared to its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, a disproportionately high rate can signal strategic attempts to inflate institutional credit or “affiliation shopping.” This pattern suggests a need to review internal policies to ensure that author affiliations accurately reflect substantive contributions and genuine collaborations, maintaining transparency in institutional representation.
With a Z-score of 0.042, the institution operates with more control than the national average, which stands at a critical 1.173. This suggests a degree of relative containment, where the university avoids the systemic issues seen across the country. Retractions are complex events, and a rate significantly higher than the global average can alert to a vulnerability in an institution's integrity culture. In this context, the university’s moderate score, while better than the national crisis, still indicates that quality control mechanisms prior to publication may be failing more often than expected, warranting a qualitative review by management to reinforce methodological rigor and prevent potential malpractice.
The institution's Z-score of -1.207 is well below the national average of -0.059. This demonstrates a low-profile consistency, where the complete absence of risk signals aligns with the low-risk standard observed nationally. A certain level of self-citation is natural, reflecting the continuity of research lines. The university's exceptionally low rate is a positive indicator, suggesting its work is validated through broad external scrutiny rather than within an 'echo chamber.' This reinforces the idea that the institution's academic influence is driven by recognition from the global community, not by internal dynamics.
The institution's Z-score is 0.801, closely tracking the national average of 0.812. This alignment suggests the university is effectively moderating a risk that appears to be common throughout the country's research ecosystem. This indicator is a critical alert regarding due diligence in selecting dissemination channels. The university's performance, while reflecting a systemic pattern, shows differentiated management that keeps it slightly below the national tendency. Nevertheless, the medium risk level indicates that a significant portion of scientific production may still be channeled through media that do not meet international ethical or quality standards, highlighting a need for enhanced information literacy to avoid reputational risks.
The institution shows a Z-score of -0.800, which is more favorable than the national average of -0.681. This prudent profile suggests the university manages its authorship practices with more rigor than the national standard. In disciplines outside of 'Big Science,' extensive author lists can indicate inflation or a dilution of individual accountability. The institution's low-risk score indicates that its collaborative patterns are well-managed and less prone to 'honorary' or political authorship practices, reflecting a healthy approach to transparency and accountability in research contributions.
With a Z-score of 0.902, the institution shows high exposure to this risk, significantly exceeding the national average of 0.218. This indicates that the university is more prone than its peers to publishing high-impact work where its own researchers do not hold leadership roles. A wide positive gap signals a sustainability risk, suggesting that scientific prestige may be dependent and exogenous, not structural. This disparity invites reflection on whether the institution's excellence metrics result from its own internal capacity or from strategic positioning in collaborations where it does not exercise primary intellectual leadership, a crucial factor for long-term research development.
The institution has a Z-score of -1.413, in stark contrast to the national average of 0.267, which is in the medium-risk category. This demonstrates a clear case of preventive isolation, where the university does not replicate the risk dynamics observed in its environment. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to risks like coercive authorship or 'salami slicing.' The institution's very low score is a strong positive signal, indicating a healthy balance between quantity and quality and an environment that prioritizes the integrity of the scientific record over pure metrics.
The institution's Z-score of -0.268 is even lower than the already low national average of -0.157. This signifies a total operational silence on this indicator, with an absence of risk signals that is even more pronounced than the national norm. Excessive dependence on in-house journals can raise conflicts of interest and limit global visibility by bypassing independent external peer review. The university's negligible rate in this area is a testament to its commitment to external validation and global engagement, avoiding academic endogamy and ensuring its research competes on an international stage.
The institution's Z-score of -1.186 is significantly lower than the national average of -0.339. This result points to low-profile consistency, where the absence of risk signals aligns with and improves upon the low-risk national standard. Massive bibliographic overlap between publications can indicate data fragmentation or 'salami slicing' to artificially inflate productivity. The university's very low score strongly suggests that its researchers prioritize the publication of significant, coherent studies over the division of work into minimal publishable units, thereby contributing more meaningfully to the scientific record.
