National Institute of Technology, Meghalaya

Region/Country

Asiatic Region
India
Universities and research institutions

Overall

-0.263

Integrity Risk

very low

Indicators relating to the period 2020-2024

Indicator University Z-score Average country Z-score
Multi-affiliation
-1.257 -0.927
Retracted Output
-0.071 0.279
Institutional Self-Citation
0.882 0.520
Discontinued Journals Output
0.132 1.099
Hyperauthored Output
-1.285 -1.024
Leadership Impact Gap
-1.989 -0.292
Hyperprolific Authors
-0.572 -0.067
Institutional Journal Output
-0.268 -0.250
Redundant Output
1.216 0.720
0 represents the global average
AI-generated summary report

EXECUTIVE SUMMARY AND STRATEGIC VISION

The National Institute of Technology, Meghalaya, demonstrates a robust scientific integrity profile, reflected in an overall risk score of -0.263, which indicates a performance well within the parameters of responsible research conduct. The institution's primary strengths lie in its exceptional control over authorship practices, leadership impact, and affiliation management, showcasing a solid foundation of ethical research. Key areas of excellence, according to SCImago Institutions Rankings data, are concentrated in Physics and Astronomy, Computer Science, and Engineering, where the institute holds strong national rankings. However, moderate risk signals in Institutional Self-Citation and Redundant Output present a potential misalignment with its mission to foster "quality education" and "effective research programs." These practices, if unaddressed, could create an impression of insularity and prioritize publication volume over the genuine "creation of knowledge." To fully realize its mission, the institution is encouraged to implement targeted strategies that address these specific vulnerabilities, thereby reinforcing its commitment to innovation, creativity, and unimpeachable scientific quality.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

With an institutional Z-score of -1.257, significantly below the national average of -0.927, the National Institute of Technology, Meghalaya, shows a complete absence of risk signals in this area. This result indicates total operational silence regarding questionable affiliation practices. The institution's performance surpasses even the low-risk national standard, suggesting that its collaborative framework is transparent and free from strategic attempts to inflate institutional credit through "affiliation shopping." This demonstrates a clear and legitimate representation of researcher mobility and partnerships, reinforcing a culture of straightforward academic accounting.

Rate of Retracted Output

The institution exhibits notable institutional resilience, with a low-risk Z-score of -0.071 in contrast to the medium-risk national average of 0.279. This positive divergence suggests that the institute's internal quality control mechanisms are effectively mitigating the systemic risks observed elsewhere in the country. While retractions can sometimes signify responsible supervision through the correction of honest errors, the institution's very low rate indicates that its pre-publication review processes are robust. This performance points to a strong integrity culture that successfully prevents recurring malpractice or a lack of methodological rigor, safeguarding its scientific record before it reaches the public domain.

Rate of Institutional Self-Citation

The institution's Z-score of 0.882 is in the medium-risk range and notably higher than the national average of 0.520, indicating a high exposure to this particular risk factor. This elevated rate suggests that the institution is more prone than its national peers to forming scientific 'echo chambers' where work is validated internally without sufficient external scrutiny. While a certain level of self-citation is natural, this disproportionately high value warns of potential endogamous impact inflation, where the institution's academic influence might be oversized by internal dynamics rather than by broader recognition from the global scientific community. This pattern warrants a strategic review to encourage more diverse and external scholarly engagement.

Rate of Output in Discontinued Journals

The institution demonstrates differentiated management in its selection of publication venues, with a medium-risk Z-score of 0.132 that is substantially lower than the national average of 1.099. This indicates that the center successfully moderates a risk that appears to be more common and systemic across the country. A high proportion of publications in discontinued journals can be a critical alert for a lack of due diligence, but this institution's contained score suggests it is more discerning in avoiding media that fail to meet international ethical or quality standards. This careful approach helps protect it from the severe reputational risks associated with 'predatory' practices.

Rate of Hyper-Authored Output

With a Z-score of -1.285, the institution operates with low-profile consistency, showing no risk signals in an area where the national context already presents a low risk (Z-score -1.024). This absence of hyper-authorship aligns with a national standard of responsible practice and indicates that the institution's research culture effectively distinguishes between necessary massive collaboration and questionable 'honorary' authorship. The data suggests that author lists at the institution are a transparent reflection of meaningful contributions, thereby upholding individual accountability.

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

The institution's Z-score of -1.989 is exceptionally low, demonstrating a clear absence of risk signals and a significant positive deviation from the national average of -0.292. This score indicates that the impact of research led by the institution is very strong, dispelling any concerns about dependency on external partners for prestige. A wide positive gap can signal that an institution's excellence is exogenous and not structural; however, this result confirms the opposite. It is a powerful indicator of genuine internal capacity and intellectual leadership, showing that the institution's scientific prestige is built on a solid foundation of its own capabilities.

Rate of Hyperprolific Authors

The institution maintains a prudent profile regarding author productivity, with a Z-score of -0.572, which is more rigorous than the national standard of -0.067. This demonstrates that the institution manages its research processes with greater control than its national peers, effectively balancing quantity and quality. By avoiding extreme individual publication volumes, the institution mitigates risks such as coercive authorship or the assignment of authorship without real participation. This focus ensures that productivity metrics do not overshadow the integrity of the scientific record and meaningful intellectual contribution.

Rate of Output in Institutional Journals

The institution's Z-score of -0.268 is almost perfectly aligned with the national average of -0.250, reflecting integrity synchrony with a national environment of maximum scientific security in this domain. This alignment shows that the institution avoids academic endogamy and potential conflicts of interest by not depending on its own journals for dissemination. This practice ensures that its scientific production consistently undergoes independent external peer review, which is essential for limiting the risk of using internal channels as 'fast tracks' and for enhancing the global visibility and validation of its research.

Rate of Redundant Output (Salami Slicing)

With a Z-score of 1.216, the institution shows high exposure to redundant publication practices, a risk that is more pronounced than in its national environment (country Z-score 0.720). This elevated value serves as a significant alert for the potential practice of 'salami slicing,' where a coherent study is fragmented into minimal publishable units to artificially inflate productivity metrics. This approach not only overburdens the peer-review system but also distorts the available scientific evidence. It is crucial to review publication strategies to ensure that the focus remains on generating significant new knowledge rather than prioritizing volume.

This report was automatically generated using Google Gemini to provide a brief analysis of the university scores.
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