| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.379 | -0.927 |
|
Retracted Output
|
0.220 | 0.279 |
|
Institutional Self-Citation
|
-0.078 | 0.520 |
|
Discontinued Journals Output
|
1.249 | 1.099 |
|
Hyperauthored Output
|
-1.362 | -1.024 |
|
Leadership Impact Gap
|
0.088 | -0.292 |
|
Hyperprolific Authors
|
-1.200 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
1.211 | 0.720 |
Sairam Group of Institutions presents a robust scientific integrity profile, characterized by a low overall risk score of 0.024 and significant strengths in authorship and affiliation practices. The institution demonstrates exceptional control over hyper-authorship, hyperprolificacy, and multiple affiliations, indicating a culture of transparency and accountability. However, this solid foundation is contrasted by medium-risk vulnerabilities in publication strategy, specifically a high exposure to discontinued journals and redundant publications, alongside a notable gap in the impact of its self-led research. These challenges require strategic attention to fully align operational practices with the institutional mission of achieving "unmatched excellence in Technical Education" and inculcating "ethical and moral values." The institution's strong research performance, evidenced by its SCImago Institutions Rankings in key areas such as Earth and Planetary Sciences, Physics and Astronomy, and Computer Science, provides a powerful platform for growth. By addressing the identified integrity risks, the institution can ensure its pursuit of excellence is built not just on output, but on sustainable, high-quality, and ethically sound research, thereby reinforcing its commitment to fostering an intellectually inspiring environment for its community.
The institution exhibits an exemplary profile in this area, with a Z-score of -1.379, which is significantly lower than the already low national average of -0.927. This indicates a complete absence of risk signals related to affiliation management. While multiple affiliations can be legitimate, disproportionately high rates can signal attempts to inflate institutional credit. The institution's data shows total operational silence on this front, suggesting that its affiliation practices are transparent and strictly tied to genuine collaborations, reflecting a strong commitment to ethical academic crediting.
With a Z-score of 0.220, the institution's rate of retractions is slightly below the national average of 0.279, both of which fall within a medium-risk band. This suggests a differentiated management approach where the institution appears to moderate risks that are common in the country. Retractions are complex events, and a rate significantly higher than average can alert to systemic failures in quality control. In this case, the institution's performance indicates that its pre-publication review mechanisms are functioning with slightly more efficacy than its national peers, though the presence of any signal warrants ongoing vigilance to uphold its integrity culture.
The institution demonstrates notable resilience against the risk of academic insularity, with a low-risk Z-score of -0.078, in stark contrast to the country's medium-risk average of 0.520. This performance suggests that institutional control mechanisms are effectively mitigating systemic national tendencies towards self-citation. While some self-citation is natural, high rates can create 'echo chambers' and inflate impact through endogamous dynamics. The institution's low score indicates that its research is validated by the broader scientific community, avoiding reliance on internal validation and ensuring its academic influence is based on external recognition.
The institution shows high exposure to this risk, with a Z-score of 1.249 that exceeds the national average of 1.099. This indicates that the center is more prone than its peers to publishing in journals that fail to meet international quality or ethical standards. A high proportion of output in such venues is a critical alert regarding due diligence in selecting dissemination channels. This pattern exposes the institution to severe reputational risks and suggests an urgent need to enhance information literacy among its researchers to prevent the misallocation of resources into predatory or low-impact publishing practices.
The institution maintains a very low-risk profile with a Z-score of -1.362, which is consistent with the low-risk national context (Z-score of -1.024). This absence of risk signals aligns perfectly with the national standard. A high rate of hyper-authorship outside of 'Big Science' can indicate author list inflation, diluting individual accountability. The institution's excellent result demonstrates that its authorship practices are transparent and properly reflect genuine contributions, avoiding any suggestion of 'honorary' or political authorship.
A moderate deviation is observed in this indicator, where the institution's medium-risk Z-score of 0.088 contrasts with the country's low-risk score of -0.292. This suggests the institution is more sensitive to this risk factor than its peers. A wide positive gap, where overall impact is high but the impact of institution-led research is low, signals a sustainability risk. The score suggests that the institution's scientific prestige may be overly dependent on collaborations where it does not exercise intellectual leadership, inviting a strategic reflection on how to build more robust and autonomous internal research capacity.
With a Z-score of -1.200, the institution shows a complete absence of risk signals related to hyperprolific authors, aligning with the low-risk national standard (Z-score of -0.067). 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 indicates a healthy balance between productivity and quality, reinforcing a research environment where the integrity of the scientific record is prioritized over sheer volume.
The institution's practices are in perfect alignment with a secure national environment, showing a Z-score of -0.268, which is nearly identical to the country average of -0.250. This integrity synchrony demonstrates a shared commitment to avoiding academic endogamy. Excessive reliance on in-house journals can create conflicts of interest and allow production to bypass independent peer review. The institution's very low rate shows it is committed to external validation, ensuring its research competes on a global stage and is not insulated within internal 'fast tracks'.
The institution exhibits high exposure to this risk, with a Z-score of 1.211 that is significantly higher than the national average of 0.720. This suggests the institution is more prone to practices like 'salami slicing' than its environment. Massive bibliographic overlap between publications often indicates the artificial fragmentation of a single study into minimal units to inflate productivity metrics. This practice not only overburdens the peer review system but also distorts the scientific evidence base, signaling a need to reinforce policies that prioritize the publication of significant, coherent new knowledge over volume.
