Ajay Kumar Garg Engineering College

EXECUTIVE SUMMARY AND STRATEGIC VISION

With a global integrity score of -0.070, Ajay Kumar Garg Engineering College presents a balanced risk profile, characterized by robust internal governance and specific, addressable vulnerabilities. The institution demonstrates significant strengths in maintaining low-risk profiles for hyper-authorship, hyperprolificacy, and impact dependency, often outperforming national averages and showcasing strong control over authorship and research leadership. However, this is contrasted by areas of high exposure, specifically in the rates of publication in discontinued journals and redundant output, which exceed the already moderate national trends. These weaknesses directly challenge the institutional mission to produce "competent professionals" within a "transparent academic" environment, as such publication practices can undermine scientific quality and reputation. The college's recognized strengths in its core thematic areas of Computer Science, Engineering, and Mathematics, as evidenced by SCImago Institutions Rankings data, provide a solid foundation for growth. By strategically addressing the identified vulnerabilities in publication channel selection and research fragmentation, the institution can ensure its operational practices fully align with its mission, solidifying its role as a provider of high-quality, responsible research and education.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution presents a Z-score of -0.363, a low-risk value that nonetheless indicates a slight divergence from the national context, which registers a very low-risk Z-score of -0.927. This suggests the emergence of risk signals at the institution that are not yet apparent across the country. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this minor deviation warrants observation. It serves as a reminder to ensure that all affiliations are substantive and transparent, preventing any potential for strategic "affiliation shopping" aimed at artificially inflating institutional credit.

Rate of Retracted Output

With a Z-score of -0.315, the institution demonstrates a low rate of retracted publications, showcasing institutional resilience when compared to the national Z-score of 0.279, which falls into the medium-risk category. This positive differential suggests that the college's internal control mechanisms are effectively mitigating the systemic risks observed elsewhere in the country. A low retraction rate, far from indicating a lack of oversight, points to robust quality control and supervision prior to publication, protecting the institution from the vulnerabilities in integrity culture that can lead to recurring malpractice or a lack of methodological rigor.

Rate of Institutional Self-Citation

The college exhibits strong institutional resilience with a low-risk Z-score of -0.035, contrasting sharply with the medium-risk national average of 0.520. This indicates that the institution's control mechanisms are successfully mitigating a broader systemic risk present in the country. A certain level of self-citation is natural, but the institution's ability to keep this rate low suggests it avoids the 'echo chambers' that can arise from excessive self-validation. This performance is a healthy sign that the institution's academic influence is validated by the global community rather than being inflated by endogamous internal dynamics.

Rate of Output in Discontinued Journals

The institution's Z-score of 1.583 places it in the medium-risk category, a concerning signal that is amplified by the fact that it is higher than the national average of 1.099. This indicates a high exposure to this particular risk, suggesting the college is more prone to this issue than its peers. A high proportion of publications in such journals constitutes a critical alert regarding due diligence in selecting dissemination channels. It indicates that a significant portion of scientific production is being channeled through media that do not meet international ethical or quality standards, exposing the institution to severe reputational risks and signaling an urgent need for improved information literacy to avoid 'predatory' practices.

Rate of Hyper-Authored Output

With a Z-score of -1.371, the institution maintains a very low-risk profile, demonstrating low-profile consistency that aligns well with the national standard (Z-score: -1.024). The complete absence of risk signals in this area indicates that authorship practices are well-governed and transparent. This performance confirms that the institution effectively distinguishes between necessary massive collaboration and questionable practices like 'honorary' or political authorship, thereby upholding individual accountability within its research activities.

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

The institution shows a very low-risk Z-score of -1.631, a figure that reflects low-profile consistency and an even stronger position than the low-risk national average of -0.292. The absence of a significant gap suggests that the institution's scientific prestige is structural and generated from within, rather than being dependent on external partners. This excellent result indicates that the college's excellence metrics are a product of genuine internal capacity and that it exercises intellectual leadership in its collaborations, mitigating any risk of its impact being perceived as exogenous or merely strategic.

Rate of Hyperprolific Authors

The college's Z-score of -1.413 is in the very low-risk range, a sign of low-profile consistency that is notably better than the national low-risk average of -0.067. This absence of risk signals suggests a healthy balance between quantity and quality in its researchers' output. By avoiding extreme individual publication volumes, the institution effectively sidesteps the risks of coercive authorship, data fragmentation, or assignment of authorship without real participation, thereby prioritizing the integrity of the scientific record over the simple inflation of metrics.

Rate of Output in Institutional Journals

With a Z-score of -0.268, the institution demonstrates integrity synchrony, as its very low-risk profile is in total alignment with the national environment (Z-score: -0.250), which also operates with maximum scientific security in this regard. This indicates that the college is not dependent on its own journals for publication, thus avoiding potential conflicts of interest where an institution acts as both judge and party. This practice ensures its scientific production undergoes independent external peer review, enhancing its global visibility and validating its research through standard competitive channels rather than internal 'fast tracks'.

Rate of Redundant Output (Salami Slicing)

The institution's Z-score of 1.285 indicates a medium-risk level, reflecting a high exposure to this practice as it is significantly above the national average of 0.720. This suggests the college is more prone to showing alert signals for data fragmentation than its peers. A high value in this indicator alerts to the potential practice of dividing coherent studies into 'minimal publishable units' to artificially inflate productivity metrics. This behavior not only distorts the available scientific evidence but also overburdens the peer-review system, signaling a need to reinforce policies that prioritize the publication of significant new knowledge over sheer volume.