| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.285 | -0.927 |
|
Retracted Output
|
-0.296 | 0.279 |
|
Institutional Self-Citation
|
1.131 | 0.520 |
|
Discontinued Journals Output
|
-0.420 | 1.099 |
|
Hyperauthored Output
|
-1.221 | -1.024 |
|
Leadership Impact Gap
|
-1.679 | -0.292 |
|
Hyperprolific Authors
|
-0.986 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-0.925 | 0.720 |
The Academy of Scientific and Innovative Research demonstrates an outstanding scientific integrity profile, with an overall risk score of -0.562 that indicates robust governance and a commitment to high-quality research practices. This strong performance is particularly evident in areas such as intellectual leadership, selection of publication venues, and authorship transparency, where the institution significantly outperforms national averages. According to SCImago Institutions Rankings data, this operational excellence is matched by thematic leadership, with the Academy ranking among the top institutions in India in critical fields such as Chemistry (Top 3), Biochemistry, Genetics and Molecular Biology (Top 5), Medicine (Top 8), and Pharmacology, Toxicology and Pharmaceutics (Top 8). This combination of high integrity and research excellence directly supports the institution's mission to "create highest quality personnel" and nurture a "socially conscious higher education platform." The only area requiring attention is a moderate tendency towards institutional self-citation, which could, if unmonitored, create an 'echo chamber' that runs counter to the goal of achieving global impact. By continuing to foster its evident strengths and addressing this minor vulnerability, the Academy is exceptionally well-positioned to solidify its role as a national and global leader in science and technology.
The institution exhibits a Z-score of -1.285, which is even lower than the national average of -0.927. This signifies a complete absence of risk signals related to affiliation practices, positioning the Academy as a benchmark of transparency in this area. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the institution's exceptionally low rate confirms a highly conservative and clear affiliation policy. This operational silence underscores a commitment to unambiguous institutional credit, effectively eliminating any risk of "affiliation shopping" and reinforcing the integrity of its collaborative footprint.
With a Z-score of -0.296, the institution maintains a low-risk profile for retracted publications, in stark contrast to the medium-risk national average of 0.279. This demonstrates significant institutional resilience, suggesting that internal quality control mechanisms are successfully mitigating systemic risks present in the wider environment. A high rate of retractions can indicate a systemic failure in pre-publication review. The Academy's strong performance suggests its supervisory and methodological frameworks are robust, fostering an integrity culture that effectively prevents the recurring malpractice or lack of rigor observed elsewhere and ensures the reliability of its scientific output.
The institution presents a Z-score of 1.131, a value notably higher than the national average of 0.520, placing both in the medium-risk category. This indicates that the Academy has a greater exposure to this risk factor than its national peers. A certain level of self-citation is natural and reflects the continuity of established research lines. However, the institution's elevated rate signals a potential for scientific isolation or 'echo chambers' where work is validated internally without sufficient external scrutiny. This high value warns of the risk of endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than global community recognition, and warrants a review of citation patterns to encourage broader engagement.
The institution's Z-score of -0.420 is in the very low-risk range, showcasing a clear preventive isolation from the medium-risk trend seen at the national level (Z-score of 1.099). This disparity highlights the effectiveness of the Academy's policies in guiding researchers toward reputable publication channels. A high proportion of output in discontinued journals constitutes a critical alert regarding due diligence. The institution's excellent performance demonstrates a successful process for vetting dissemination media, thereby avoiding the severe reputational risks and wasted resources associated with 'predatory' or low-quality practices that appear to be a challenge elsewhere in the country.
The institution records a Z-score of -1.221, indicating a very low-risk profile that is consistent with and even stronger than the low-risk national standard (Z-score of -1.024). This alignment shows that the Academy's authorship practices are well-regulated and free from signals of concern. In fields outside of 'Big Science,' high rates of hyper-authorship can indicate author list inflation, which dilutes accountability. The institution's very low score confirms its adherence to transparent and meaningful authorship criteria, ensuring that credit is assigned appropriately and individual contributions remain clear.
With an exceptional Z-score of -1.679, the institution demonstrates a very low-risk profile, far exceeding the low-risk national average of -0.292. This result signals outstanding internal research capacity and intellectual leadership. A large positive gap can suggest that an institution's prestige is dependent on external partners rather than its own structural capabilities. The Academy's strong negative score indicates the opposite: the impact of research led by its own authors is remarkably high, proving that its scientific excellence is homegrown, sustainable, and not merely the result of strategic positioning in collaborations led by others.
The institution's Z-score of -0.986 places it in the very low-risk category, aligning perfectly with the low-risk national context (Z-score of -0.067). This indicates a healthy and balanced approach to academic productivity, with no evidence of extreme publication patterns. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may signal risks such as coercive authorship or a focus on quantity over quality. The Academy's very low score confirms that its research environment promotes substantive, high-quality work over the artificial inflation of publication metrics.
The institution's Z-score of -0.268 is almost identical to the national average of -0.250, reflecting a shared environment of maximum scientific security in this domain. This integrity synchrony demonstrates a mutual commitment to external validation and global engagement. Excessive dependence on in-house journals can raise conflicts of interest and lead to academic endogamy. The Academy's minimal use of such channels confirms its preference for independent, external peer review, ensuring its scientific production is validated through standard competitive processes and achieves international visibility.
The institution achieves a Z-score of -0.925, indicating a complete absence of risk, which represents a preventive isolation from the medium-risk national trend (Z-score of 0.720). This stark difference highlights a strong institutional culture that prioritizes novel and significant contributions. High rates of bibliographic overlap often indicate 'salami slicing,' where studies are fragmented to artificially inflate productivity, distorting the scientific record. The Academy's exemplary score shows a clear commitment to publishing coherent, impactful research, thereby upholding the integrity of scientific knowledge and avoiding practices that devalue scholarly communication.
