Vishwakarma Institute of Technology

EXECUTIVE SUMMARY AND STRATEGIC VISION

Vishwakarma Institute of Technology demonstrates a robust scientific integrity profile, reflected in an exceptionally low overall risk score of 0.046. The institution's primary strengths lie in its governance of authorship and collaboration, with very low risk signals in Multiple Affiliations, Hyper-Authored Output, and a minimal gap between its global impact and the impact of its self-led research. This indicates strong internal capacity and a culture of transparent contribution. According to SCImago Institutions Rankings data, these sound practices underpin notable thematic strengths, particularly in Energy, Earth and Planetary Sciences, and Computer Science, where the institution holds strong national rankings. However, moderate risks in the Rate of Output in Discontinued Journals and the Rate of Hyperprolific Authors present a direct challenge to the institutional mission. These practices undermine the goals of "strengthening Academic Practices" and promoting a genuine "Research Culture," potentially compromising the quality and social responsibility expected of its research. To fully align its operational reality with its strategic vision, the institution is encouraged to implement targeted training and review policies in these specific areas, thereby solidifying its commitment to academic excellence and responsible innovation.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution's Z-score of -1.504 is significantly lower than the national average of -0.927, indicating a complete absence of risk signals in this area. This exceptional result, even when compared to an already low-risk national context, suggests that affiliations are managed with exemplary clarity and are not being used in strategic attempts to inflate institutional credit. While multiple affiliations can be a legitimate outcome of collaboration, the institution's data shows a clear and well-defined attribution of academic output, reflecting a highly organized and transparent operational standard.

Rate of Retracted Output

With a Z-score of -0.118, the institution demonstrates notable resilience against the systemic risks of retractions, which are more prevalent nationally (country Z-score of 0.279). This low rate suggests that the institution's internal quality control and supervision mechanisms are effectively mitigating the factors that can lead to retractions. A rate significantly lower than the national average points to a healthy integrity culture, where potential methodological flaws or errors are likely addressed prior to publication, safeguarding the scientific record and institutional reputation.

Rate of Institutional Self-Citation

The institution exhibits strong control over self-citation practices, with a Z-score of -0.741, contrasting sharply with the medium-risk national average of 0.520. This performance indicates that the institution successfully avoids the 'echo chambers' and scientific isolation that can arise from disproportionately high rates of self-referencing. The data suggests that the institution's academic influence is validated by the broader global community rather than being artificially inflated by internal dynamics, ensuring its work is subject to sufficient external scrutiny.

Rate of Output in Discontinued Journals

This indicator presents a significant area for review, as the institution's Z-score of 2.165 is considerably higher than the national average of 1.099. This high exposure suggests the institution is more vulnerable than its peers to channeling research through publications that fail to meet international ethical or quality standards. A high proportion of output in such journals constitutes a critical alert regarding due diligence in selecting dissemination channels. This practice exposes the institution to severe reputational risks and indicates an urgent need for enhanced information literacy among researchers to avoid wasting resources on 'predatory' or low-quality publishing.

Rate of Hyper-Authored Output

The institution maintains a very low-risk profile with a Z-score of -1.363, which is even more conservative than the low-risk national standard (Z-score of -1.024). This absence of risk signals is a positive indicator of well-governed authorship practices. It suggests that author lists are managed with transparency and accountability, effectively distinguishing between necessary large-scale collaboration and the dilutive effects of 'honorary' or political authorship, thereby preserving the integrity of individual contributions.

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

With an exceptionally low Z-score of -2.363 compared to the national Z-score of -0.292, the institution demonstrates a remarkably strong and independent research capacity. The minimal gap between its overall impact and the impact of its self-led research indicates that its scientific prestige is structural and endogenous, not dependent on external partners. This result confirms that the institution's excellence metrics are driven by genuine internal capabilities and intellectual leadership, mitigating any risk of a dependent or exogenous reputation.

Rate of Hyperprolific Authors

This area signals a moderate deviation from the national standard, requiring attention, with an institutional Z-score of 0.173 against a country Z-score of -0.067. The institution shows a greater sensitivity to the risk of hyperprolific authorship than its peers. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to imbalances between quantity and quality. This alert warrants a review of authorship practices to mitigate risks such as coercive authorship or the assignment of credit without real participation, ensuring the integrity of the scientific record is prioritized over metric inflation.

Rate of Output in Institutional Journals

The institution's practices are in perfect alignment with the secure national environment, with its Z-score of -0.268 being nearly identical to the country's -0.250. This synchrony at a very low-risk level demonstrates a clear commitment to avoiding academic endogamy and potential conflicts of interest. It confirms that the institution's scientific production primarily undergoes independent external peer review, seeking global visibility and competitive validation rather than relying on internal channels that might serve as 'fast tracks' for publication.

Rate of Redundant Output

While operating within a national context where redundant output is a medium-level risk (country Z-score of 0.720), the institution demonstrates more effective management of this issue with a lower Z-score of 0.630. This suggests a differentiated approach that better moderates the practice of 'salami slicing'—fragmenting a single study into multiple minimal publications to artificially inflate productivity. This relative control indicates a greater institutional emphasis on producing significant, coherent contributions to knowledge over simply maximizing publication volume.