Vishwakarma University

EXECUTIVE SUMMARY AND STRATEGIC VISION

Vishwakarma University demonstrates a robust overall scientific integrity profile, reflected in a very low global risk score of 0.024. The institution exhibits exceptional control in key areas, notably maintaining a minimal gap between its overall research impact and the impact of its internally-led output, alongside a negligible reliance on institutional journals and a very low rate of multiple affiliations. These strengths are particularly commendable as the university effectively mitigates national risk trends in retracted publications and institutional self-citation. This strong performance aligns with its notable rankings in thematic areas such as Social Sciences, Chemistry, Mathematics, and Pharmacology, Toxicology and Pharmaceutics, as per SCImago Institutions Rankings data. However, two areas require strategic attention: a high exposure to publication in discontinued journals and a moderate deviation in hyperprolific authorship, both of which exceed national averages. These vulnerabilities directly challenge the university's mission to foster a "holistic culture appreciating morals and ethics" and achieve "excellence," as they risk compromising the quality and reputation of its research. By focusing on strengthening due diligence in publication channels and promoting a balanced view of academic productivity, Vishwakarma University can reinforce its commitment to integrity and fully realize its vision of co-creating human and socio-economic capital par excellence.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

With an institutional Z-score of -0.988, Vishwakarma University displays a complete absence of risk signals related to multiple affiliations, performing even more conservatively than the already low national average of -0.927. This indicates total operational silence in this area. While multiple affiliations can be a legitimate outcome of collaboration, disproportionately high rates can signal strategic attempts to inflate institutional credit. The university's exceptionally low score confirms that its affiliation practices are transparent and free from any patterns that might suggest "affiliation shopping," reflecting a clear and unambiguous assignment of institutional credit.

Rate of Retracted Output

The university maintains a low-risk Z-score of -0.334 in retracted publications, demonstrating significant institutional resilience when compared to the medium-risk national context (Z-score: 0.279). This suggests that the university's internal quality control mechanisms are effectively mitigating the systemic risks observed across the country. Retractions are complex events, but a rate significantly lower than the national average points to a robust integrity culture and rigorous pre-publication supervision, successfully preventing the types of recurring malpractice or methodological failures that may be more prevalent elsewhere.

Rate of Institutional Self-Citation

Vishwakarma University shows strong control over institutional self-citation, with a low-risk Z-score of -0.274, in contrast to the medium-risk national average of 0.520. This performance highlights the institution's resilience, indicating it has successfully avoided the risk dynamics present in its environment. A certain level of self-citation is natural, but the university's low rate demonstrates that it is not operating in a scientific 'echo chamber.' This suggests its academic influence is validated by the broader global community rather than being inflated by endogamous internal dynamics, ensuring its work receives sufficient external scrutiny.

Rate of Output in Discontinued Journals

The institution exhibits a medium-risk Z-score of 1.859 for publications in discontinued journals, a figure that indicates high exposure as it is notably above the national medium-risk average of 1.099. This is a critical alert regarding the due diligence applied in selecting dissemination channels. A high proportion of output in such journals suggests that a significant portion of the university's research is being channeled through media that may not meet international ethical or quality standards. This practice exposes the institution to severe reputational risks and signals an urgent need to enhance information literacy among its researchers to avoid channeling resources into 'predatory' or low-quality venues.

Rate of Hyper-Authored Output

The university presents a prudent profile in hyper-authored publications, with a Z-score of -1.100 that is even lower than the national standard of -1.024. This indicates that the institution manages its authorship processes with more rigor than its national peers. While extensive author lists are legitimate in 'Big Science,' a low rate outside these contexts, as seen here, suggests that the university effectively promotes transparency and individual accountability, successfully avoiding practices like author list inflation or the inclusion of 'honorary' authorships.

Gap between Impact of total output and the impact of output with leadership

With a Z-score of -1.880, the university shows a very low risk in this indicator, demonstrating low-profile consistency against the country's low-risk score of -0.292. The absence of a significant positive gap suggests that the institution's scientific prestige is not dependent on external partners but is instead structural and sustainable. This reflects a strong internal capacity for generating high-impact research, as the university's excellence metrics appear to result from genuine intellectual leadership rather than strategic positioning in collaborations where it plays a secondary role.

Rate of Hyperprolific Authors

A moderate deviation from the national standard is observed in the rate of hyperprolific authors, where the university has a medium-risk Z-score of 0.096 while the country shows a low-risk score of -0.067. This indicates a greater sensitivity to this risk factor than its peers and warrants a review of its causes. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution. This indicator 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—dynamics that prioritize metrics over the integrity of the scientific record.

Rate of Output in Institutional Journals

The university's Z-score of -0.268 for output in its own journals is almost perfectly aligned with the national average of -0.250, reflecting integrity synchrony within an environment of maximum scientific security. This demonstrates a shared commitment to avoiding potential conflicts of interest where an institution acts as both judge and party. By not relying on in-house journals, the university ensures its scientific production bypasses any risk of academic endogamy, undergoes independent external peer review, and avoids the use of internal channels as potential 'fast tracks' for publication.

Rate of Redundant Output

In the context of redundant publications, the university demonstrates differentiated management, with a medium-risk Z-score of 0.615 that is notably lower than the national average of 0.720. This suggests that while the practice of fragmenting data into 'minimal publishable units' may be a common challenge within the country, the institution is moderating this risk more effectively than its peers. This controlled approach helps protect the integrity of the scientific evidence and avoids overburdening the review system, signaling a greater focus on significant new knowledge over artificially inflated publication volume.