| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.082 | -0.927 |
|
Retracted Output
|
1.216 | 0.279 |
|
Institutional Self-Citation
|
-1.410 | 0.520 |
|
Discontinued Journals Output
|
1.507 | 1.099 |
|
Hyperauthored Output
|
-0.681 | -1.024 |
|
Leadership Impact Gap
|
0.759 | -0.292 |
|
Hyperprolific Authors
|
-1.413 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
0.198 | 0.720 |
Sri Ramachandra Institute of Higher Education and Research presents a profile of solid scientific integrity, marked by significant strengths in governance and specific, identifiable areas for strategic improvement. With an overall score of 0.333, the institution demonstrates robust control over internal practices, reflected in very low-risk indicators for Institutional Self-Citation, Multiple Affiliations, Hyperprolific Authorship, and Output in Institutional Journals. These results signal a culture that prioritizes external validation and avoids insular or endogamous behaviors. However, this strong foundation is contrasted by critical vulnerabilities, most notably a significant rate of retracted output and medium-risk levels for publishing in discontinued journals and a dependency on external partners for research impact. According to SCImago Institutions Rankings data, the institution's academic strengths are clearly concentrated in health sciences, with a top-tier national ranking in Dentistry (12th in India) and strong positions in Medicine and Pharmacology, Toxicology and Pharmaceutics. The identified risks, particularly concerning publication quality and integrity, directly challenge the institutional mission to "preserve the higher values and ethics" and "pursue excellence." To fully align its operational reality with its aspirational goals, the institution is encouraged to leverage its foundational strengths to implement targeted quality assurance mechanisms, thereby ensuring its recognized thematic excellence is built upon a bedrock of unimpeachable scientific integrity.
The institution exhibits an exemplary profile with a Z-score of -1.082, which is even lower than the national average of -0.927. This indicates a complete absence of risk signals in this area, performing better than the already low-risk national standard. While multiple affiliations can be legitimate, disproportionately high rates can signal attempts to inflate institutional credit. The operational silence in this indicator suggests that the institution's collaborative practices are transparent and not leveraged for artificial credit, reflecting clear and well-governed affiliation policies.
The institution's Z-score of 1.216 is significantly higher than the national average of 0.279, indicating that it not only reflects but amplifies a vulnerability present in the national scientific system. Retractions are complex events, but a rate this far above the norm suggests that pre-publication quality control mechanisms may be failing systemically. This high Z-score is a critical alert to a potential vulnerability in the institution's integrity culture, pointing to possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to safeguard its scientific reputation.
The institution demonstrates exceptional performance in this area, with a Z-score of -1.410, in stark contrast to the national average of 0.520, which shows a medium risk level. This result suggests a successful preventive isolation, where the institution avoids the risk dynamics prevalent in its national context. Disproportionately high rates of self-citation can signal concerning scientific isolation or 'echo chambers.' This institution's very low score indicates a healthy reliance on external scrutiny and validation, confirming that its academic influence is built on broad recognition by the global community rather than on endogamous or inflated internal dynamics.
With a Z-score of 1.507, the institution shows a higher propensity for this risk factor compared to the national average of 1.099, despite both being in the medium-risk category. This high exposure suggests the institution is more prone than its peers to publishing in channels of questionable quality. A high proportion of output in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. This Z-score indicates that a significant portion of 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 information literacy to avoid wasting resources on 'predatory' or low-quality practices.
The institution's Z-score of -0.681, while in the low-risk category, is slightly higher than the national average of -1.024, signaling an incipient vulnerability. This suggests that while the issue is not widespread, the institution shows early signals that warrant review before they escalate. Outside of 'Big Science' contexts, a high rate of hyper-authorship can indicate author list inflation, diluting individual accountability. This indicator serves as a signal to proactively ensure that authorship practices remain transparent and distinguish between necessary massive collaboration and 'honorary' attributions.
The institution presents a moderate deviation from the national standard, with a Z-score of 0.759 against a country average of -0.292. This indicates a greater sensitivity to this risk factor than its peers, highlighting a significant gap where its overall impact is much higher than the impact of research it leads. A wide positive gap signals a sustainability risk, suggesting that scientific prestige is dependent and exogenous, not structural. This invites reflection on whether the institution's excellence metrics result from its own internal capacity or from strategic positioning in collaborations where it does not exercise intellectual leadership.
The institution's Z-score of -1.413 reflects a complete absence of risk signals, a result that is consistent with the low-risk national environment (Z-score of -0.067). This low-profile consistency demonstrates robust internal controls. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to risks such as coercive authorship or 'salami slicing.' The institution's excellent result in this area indicates a healthy balance between productivity and quality, suggesting that authorship is assigned based on real participation and the integrity of the scientific record is prioritized over sheer volume.
The institution's Z-score of -0.268 is in total alignment with the national average of -0.250, reflecting a shared environment of maximum scientific security in this domain. This integrity synchrony shows that the institution, like its national peers, avoids over-reliance on its own publication channels. Excessive dependence on in-house journals can raise conflicts of interest and lead to academic endogamy. The very low Z-score confirms that the institution's scientific production overwhelmingly undergoes independent external peer review, ensuring its work is validated competitively and achieves global visibility.
With a Z-score of 0.198, the institution demonstrates effective moderation of a risk that appears more common nationally, where the average score is 0.720. This differentiated management suggests that the institution has better controls in place than its peers to prevent this practice. Massive bibliographic overlap between publications often indicates data fragmentation or 'salami slicing' to artificially inflate productivity. The institution's lower-than-average score, while still in the medium-risk range, indicates a more responsible approach that prioritizes significant new knowledge over publication volume, though continued monitoring is advisable.
