| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.993 | -0.927 |
|
Retracted Output
|
-0.437 | 0.279 |
|
Institutional Self-Citation
|
-0.924 | 0.520 |
|
Discontinued Journals Output
|
0.852 | 1.099 |
|
Hyperauthored Output
|
-1.206 | -1.024 |
|
Leadership Impact Gap
|
2.005 | -0.292 |
|
Hyperprolific Authors
|
-1.413 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
2.170 | 0.720 |
Acharya Institute of Technology presents a robust scientific integrity profile, marked by an overall score of -0.126 that indicates a strong foundation with specific areas for strategic improvement. The institution demonstrates exceptional performance in maintaining very low-risk levels across a majority of indicators, including the Rate of Multiple Affiliations, Retracted Output, Institutional Self-Citation, Hyper-Authored Output, Hyperprolific Authors, and Output in Institutional Journals. These strengths signal a culture of transparency and rigorous internal governance. However, this solid base is contrasted by medium-risk alerts in three key areas: the Rate of Output in Discontinued Journals, the Gap between total and leadership-driven impact, and the Rate of Redundant Output. These vulnerabilities directly challenge the institution's mission to achieve "global standards," foster "meaningful research," and uphold "ethical" practices. The reliance on external partners for impact and the presence of redundant publications could undermine the perception of internal excellence and meaningful contribution. To fully align its operational reality with its aspirational goals, the institution is encouraged to focus on enhancing publication channel selection, strengthening internal research leadership, and promoting a culture that values substantive knowledge contribution over sheer volume.
The institution demonstrates an exceptionally low risk in this area, with a Z-score of -0.993, which is even more favorable than the national average of -0.927. This reflects a state of total operational silence regarding this indicator, with an absence of risk signals that surpasses the already high national standard. While multiple affiliations can be legitimate, disproportionately high rates can signal attempts to inflate institutional credit. The institution's score indicates a clear and unambiguous approach to authorship and affiliation, ensuring that institutional credit is assigned with integrity and transparency, free from any signs of strategic “affiliation shopping.”
With a Z-score of -0.437, the institution maintains a very low-risk profile, in stark contrast to the medium-risk level observed nationally (Z-score: 0.279). This demonstrates a pattern of preventive isolation, where the institution does not replicate the risk dynamics prevalent in its environment. A high rate of retractions can suggest systemic failures in quality control prior to publication. The institution's excellent performance indicates that its internal supervision and methodological rigor are effective, acting as a safeguard against the recurring malpractice or integrity vulnerabilities that may be affecting the broader national system.
The institution's Z-score of -0.924 signifies a very low risk of excessive self-citation, positioning it favorably against the national average, which sits at a medium-risk level (Z-score: 0.520). This score suggests a dynamic of preventive isolation, where the institution avoids the endogamous tendencies observed elsewhere in the country. A certain level of self-citation is natural, but high rates can create 'echo chambers' that inflate impact without external validation. The institution's low score confirms its research is well-integrated into the global scientific community, receiving external scrutiny and recognition rather than relying on internal dynamics for validation.
The institution exhibits a medium-risk level with a Z-score of 0.852, a value that, while concerning, indicates better performance than the national average of 1.099, which is also at a medium-risk level. This suggests a form of differentiated management, where the institution is moderating a risk that is common within the country, though not eliminating it. Publishing in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. The current score indicates that a portion of the institution's research is being channeled through media that may not meet international ethical or quality standards, highlighting a need to reinforce information literacy among researchers to avoid reputational risks and the misallocation of resources to low-quality practices.
The institution's Z-score of -1.206 places it in the very low-risk category, a stronger position than the country's low-risk average of -1.024. This demonstrates a low-profile consistency, where the absence of risk signals aligns with, and even improves upon, the national standard. Outside of "Big Science" contexts, high rates of hyper-authorship can indicate author list inflation and diluted accountability. The institution's very low score suggests that its authorship practices are transparent and well-governed, effectively distinguishing between necessary large-scale collaboration and potentially problematic "honorary" authorship.
A notable moderate deviation is observed in this indicator, with the institution registering a medium-risk Z-score of 2.005, while the national context shows a low-risk score of -0.292. This suggests the institution has a greater sensitivity to this particular risk factor than its national peers. A wide positive gap, as seen here, signals a potential sustainability risk where scientific prestige may be overly dependent on external partners rather than structural, internal capacity. This result invites reflection on whether the institution's high-impact metrics stem from its own intellectual leadership or from strategic positioning in collaborations where it plays a secondary role, a dynamic that could compromise long-term research autonomy.
The institution shows a very low-risk Z-score of -1.413, indicating a significant and positive disconnection from the national environment, which presents a low-risk score of -0.067. This suggests the institution maintains internal governance standards that are independent of and more stringent than the country's situation. Extreme individual publication volumes can challenge the credibility of meaningful intellectual contribution and may point to issues like coercive authorship. The institution's very low score demonstrates a healthy balance between productivity and quality, successfully avoiding the dynamics that prioritize metrics over the integrity of the scientific record.
With a Z-score of -0.268, the institution aligns almost perfectly with the national average of -0.250, both of which are in the very low-risk category. This reflects an integrity synchrony, showing total alignment with an environment of maximum scientific security in this domain. While institutional journals can be valuable, excessive dependence on them raises conflict-of-interest concerns and risks academic endogamy. The institution's minimal rate indicates that its research output consistently undergoes independent external peer review, ensuring its work is validated by the global community and not channeled through internal 'fast tracks' that bypass standard competitive scrutiny.
The institution's Z-score of 2.170 places it at a medium-risk level, a score indicating high exposure as it is significantly more pronounced than the national medium-risk average of 0.720. This suggests the institution is more prone to showing alert signals for this practice than its environment. Massive bibliographic overlap between publications often indicates data fragmentation or 'salami slicing,' where a study is divided into minimal units to inflate productivity. This high value serves as a critical alert that such practices may be distorting the scientific record and prioritizing publication volume over the generation of significant, coherent new knowledge, a trend that requires immediate attention.
