| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.226 | -0.927 |
|
Retracted Output
|
1.160 | 0.279 |
|
Institutional Self-Citation
|
0.121 | 0.520 |
|
Discontinued Journals Output
|
2.515 | 1.099 |
|
Hyperauthored Output
|
-1.351 | -1.024 |
|
Leadership Impact Gap
|
-1.896 | -0.292 |
|
Hyperprolific Authors
|
-1.413 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
2.080 | 0.720 |
SRM Easwari Engineering College presents a balanced integrity profile, with an overall score of 0.508 reflecting significant strengths in operational transparency alongside specific, high-priority areas for strategic intervention. The institution demonstrates exceptional control over authorship practices, affiliation management, and the development of internal research capacity, indicating a solid foundation of responsible conduct. However, this positive baseline is contrasted by critical vulnerabilities in post-publication quality control, evidenced by a significant rate of retracted output, and concerning trends in publication channel selection and data fragmentation. According to SCImago Institutions Rankings data, the college's strongest thematic areas include Physics and Astronomy, Chemistry, and Mathematics, where it holds a competitive national position. These areas of excellence are directly threatened by the identified integrity risks. A high rate of retractions and publication in discontinued journals contradicts the institutional mission to "set high standards" and undermines the "intellectual strength" it aims to foster. To safeguard its reputation and fully realize its mission, the college should leverage its procedural strengths to implement rigorous quality assurance and ethical dissemination policies, transforming these challenges into an opportunity to lead in scientific integrity.
The institution exhibits a Z-score of -1.226, which is even lower than the national average of -0.927. This result indicates a complete absence of risk signals related to affiliation management, positioning the college ahead of the national standard. This demonstrates a robust and transparent policy regarding researcher affiliations. While multiple affiliations can be legitimate, disproportionately high rates can signal attempts to inflate institutional credit. The college's very low score suggests that its collaborative practices are clear and well-defined, avoiding any ambiguity or "affiliation shopping" and reflecting a culture of straightforward academic accounting.
With a Z-score of 1.160, the institution shows a significant risk level that notably surpasses the country's medium-risk score of 0.279. This disparity suggests that the college is amplifying a vulnerability already present in the national system, pointing to a critical area for review. Retractions are complex events, but a rate significantly higher than the average alerts to a potential systemic failure in quality control mechanisms prior to publication. This high score indicates a vulnerability in the institution's integrity culture, suggesting possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to protect its scientific reputation.
The institution's Z-score of 0.121 is considerably lower than the national average of 0.520, both of which fall within a medium-risk context. This indicates a differentiated management approach, where the college successfully moderates a risk that is more pronounced across the country. A certain level of self-citation is natural, but high rates can signal scientific isolation or 'echo chambers'. The college's ability to maintain a lower rate than its peers suggests it is more effectively integrated into the global research community and less reliant on internal validation, mitigating the risk of endogamous impact inflation and fostering broader academic dialogue.
The institution presents a Z-score of 2.515, substantially higher than the national average of 1.099. This demonstrates that the college has a high exposure to this risk and is more prone to showing alert signals than its environment. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. This score indicates that a significant portion of the college's scientific production is being channeled through media that may not meet international ethical or quality standards, exposing the institution to severe reputational risks and suggesting an urgent need for enhanced information literacy to avoid wasting resources on 'predatory' or low-quality practices.
With a Z-score of -1.351, the institution shows a near-total absence of risk, performing better than the low-risk national average of -1.024. This low-profile consistency demonstrates that the college's authorship practices align with the highest standards of transparency and accountability. Outside of "Big Science" contexts, high rates of hyper-authorship can indicate author list inflation, diluting individual responsibility. The college's excellent score in this area is a strong signal that it effectively distinguishes between necessary collaboration and questionable "honorary" authorship, promoting a culture of meaningful contribution.
The institution's Z-score of -1.896 is exceptionally low, far below the country's low-risk score of -0.292. This result reflects a low-profile consistency and an outstanding strength in research autonomy. A wide positive gap in this indicator often signals that an institution's prestige is dependent on external partners rather than its own capabilities. The college's strong negative score indicates the opposite: the impact of research led by its own authors is robust and significant, demonstrating true internal capacity and intellectual leadership. This is a key sign of a sustainable and structurally sound research ecosystem.
The institution's Z-score of -1.413 is extremely low, indicating no risk in this area and standing in positive contrast to the national low-risk score of -0.067. This alignment with best practices suggests a healthy research environment that prioritizes substance over sheer volume. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may signal imbalances between quantity and quality. The absence of this risk at the college indicates that its culture does not encourage coercive authorship or other dynamics that prioritize metrics over the integrity of the scientific record.
The institution's Z-score of -0.268 is almost identical to the national average of -0.250, both at a very low risk level. This reflects a perfect integrity synchrony, with the college's practices fully aligned with a national environment of maximum scientific security in this domain. While in-house journals can be valuable, excessive dependence on them raises conflicts of interest. The college's low score demonstrates a commitment to independent external peer review, ensuring its scientific production is validated competitively and achieves global visibility rather than relying on internal "fast tracks."
With a Z-score of 2.080, the institution shows a higher risk exposure compared to the national average of 0.720, even though both are in the medium-risk category. This suggests the college is more prone to this particular alert signal than its peers. Massive bibliographic overlap between publications often indicates data fragmentation or 'salami slicing,' the practice of dividing a study into minimal units to inflate productivity. This high value warns that the institutional pressure to publish may be inadvertently encouraging practices that distort the scientific evidence and prioritize volume over the generation of significant new knowledge.