| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.363 | -0.927 |
|
Retracted Output
|
-0.400 | 0.279 |
|
Institutional Self-Citation
|
-0.415 | 0.520 |
|
Discontinued Journals Output
|
0.483 | 1.099 |
|
Hyperauthored Output
|
-1.042 | -1.024 |
|
Leadership Impact Gap
|
-1.344 | -0.292 |
|
Hyperprolific Authors
|
0.567 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
0.918 | 0.720 |
The Islamic University of Science and Technology demonstrates a solid scientific integrity profile, with an overall risk score of -0.124 indicating performance that is slightly better than the global average. The institution's primary strengths lie in its exceptionally low rates of retracted output, minimal reliance on institutional journals, and a negligible gap between its overall impact and the impact of research under its direct leadership, signaling robust quality control and genuine intellectual capacity. However, areas requiring strategic attention include a moderate incidence of hyperprolific authorship and redundant publications, which suggest a potential overemphasis on quantitative metrics. According to SCImago Institutions Rankings data, the university's strongest thematic areas are concentrated in Biochemistry, Genetics and Molecular Biology (ranked 56th in India), Agricultural and Biological Sciences (110th), and Chemistry (165th). While the institution's core strengths in research quality align perfectly with its mission to foster "responsible, ethical, and purposeful leadership," the identified risks in authorship and publication practices could subtly undermine this commitment. To fully embody its mission of creating new knowledge that serves national development, the university is encouraged to reinforce its governance frameworks around authorship and publication strategy, ensuring that its pursuit of excellence is holistically supported by the highest standards of scientific integrity.
The institution presents a Z-score of -0.363, while the national average is -0.927. This indicates a slight divergence from the national context. While the country as a whole shows very low activity in this area, the university displays a low but measurable signal. Multiple affiliations are often a legitimate result of researcher mobility or partnerships, but this small deviation suggests that the university's collaborative patterns differ from the national norm. It warrants a gentle review to ensure these affiliations consistently represent genuine, substantive collaborations rather than early signs of strategic attempts to inflate institutional credit or "affiliation shopping."
With an institutional Z-score of -0.400 against a national average of 0.279, the university demonstrates a remarkable preventive isolation from a risk dynamic observed elsewhere in the country. This very low rate of retractions is a significant strength. Retractions can sometimes signify responsible supervision through the correction of honest errors; however, the country's medium-risk level points to a broader challenge. In contrast, the university's excellent performance suggests that its quality control mechanisms prior to publication are functioning effectively, preventing the systemic failures that can lead to recurring malpractice or a lack of methodological rigor. This result strongly supports the institution's integrity culture.
The university's Z-score of -0.415 contrasts favorably with the national average of 0.520. This performance highlights a notable institutional resilience. While a certain level of self-citation is natural, the country's medium-risk profile suggests a wider tendency toward scientific isolation. The university, however, appears to effectively mitigate these systemic risks. Its low rate indicates that it successfully avoids creating 'echo chambers' where work is validated without sufficient external scrutiny, thereby preventing endogamous impact inflation and demonstrating that its academic influence is earned through global community recognition rather than internal dynamics.
The institution's Z-score is 0.483, compared to the national average of 1.099. Both the university and the country operate within a medium-risk environment for this indicator, but the university's score is substantially lower, pointing to differentiated management. This suggests that while the risk of publishing in low-quality outlets is a shared national challenge, the institution moderates this risk more effectively than its peers. A high proportion of output in such journals is a critical alert regarding due diligence. The university's more controlled performance indicates a better, though not perfect, process for selecting dissemination channels, reducing exposure to severe reputational risks associated with 'predatory' practices.
With an institutional Z-score of -1.042 and a nearly identical national average of -1.024, the university's risk level is a reflection of statistical normality. The low incidence of publications with extensive author lists is as expected for its context and size. In disciplines like high-energy physics, such patterns are legitimate, but their absence here aligns with national standards. This score confirms that the university does not show signs of author list inflation, which can dilute individual accountability, and its practices are consistent with a transparent and appropriate approach to collaborative authorship.
The university exhibits an exceptionally strong Z-score of -1.344, significantly better than the national average of -0.292. This demonstrates low-profile consistency, where the absence of risk signals aligns with and improves upon the national standard. A wide positive gap can signal that an institution's prestige is dependent on external partners rather than its own capabilities. The university's very low score indicates the opposite: its scientific prestige is structural and sustainable, resulting from real internal capacity and intellectual leadership. This is a clear sign that its excellence metrics are a product of its own robust research programs.
The institution's Z-score of 0.567 represents a moderate deviation from the national average of -0.067. This is an area of concern, as the university shows a greater sensitivity to this risk factor than its peers across the country. Extreme individual publication volumes often challenge the limits of human capacity for meaningful intellectual contribution. This medium-risk signal serves as an alert to potential imbalances between quantity and quality, pointing to risks such as coercive authorship or the assignment of authorship without real participation. These dynamics prioritize metrics over the integrity of the scientific record and warrant a review of internal authorship policies.
The university's Z-score of -0.268 is in close alignment with the national average of -0.250. This integrity synchrony reflects a shared commitment, both at the institutional and national levels, to an environment of maximum scientific security in this regard. By avoiding excessive dependence on in-house journals, the institution sidesteps potential conflicts of interest and the risk of academic endogamy. This practice ensures that its scientific production undergoes independent external peer review, which is essential for achieving global visibility and competitive validation, rather than using internal channels as 'fast tracks' to inflate publication counts.
With a Z-score of 0.918, which is higher than the national average of 0.720, the institution shows high exposure to this risk. Although this is a medium-risk issue nationally, the university appears more prone to showing these alert signals than its environment average. This indicator flags the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity, also known as 'salami slicing.' A high value warns that this practice may be distorting the available scientific evidence and overburdening the review system, suggesting a cultural pressure that prioritizes publication volume over the generation of significant new knowledge.