| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.300 | -0.927 |
|
Retracted Output
|
-0.005 | 0.279 |
|
Institutional Self-Citation
|
0.047 | 0.520 |
|
Discontinued Journals Output
|
0.949 | 1.099 |
|
Hyperauthored Output
|
-1.293 | -1.024 |
|
Leadership Impact Gap
|
-1.176 | -0.292 |
|
Hyperprolific Authors
|
-0.192 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
0.433 | 0.720 |
Shanmugha Arts, Science, Technology and Research Academy (SASTRA) demonstrates a robust and well-balanced scientific integrity profile, reflected in an overall risk score of -0.087. The institution exhibits exceptional strengths in governance, with very low risk signals in the Rate of Multiple Affiliations, Hyper-Authored Output, and Output in Institutional Journals, alongside a minimal gap between its global impact and the impact of its own led research. These results indicate a culture of transparency, scientific autonomy, and commitment to external validation. While moderate vulnerabilities are present in Institutional Self-Citation, Output in Discontinued Journals, and Redundant Output, SASTRA consistently outperforms the national average, suggesting effective internal management. This strong integrity framework underpins its academic excellence, evidenced by its high national rankings in the SCImago Institutions Rankings, particularly in Agricultural and Biological Sciences (ranked 3rd in India) and Environmental Science (ranked 8th in India). This performance aligns directly with its mission to cultivate "good scholars" and "useful members of an enlightened humane society," as scientific integrity is the bedrock of value-based education. To fully realize this mission, it is recommended that the institution consolidate its strengths while implementing targeted awareness and training policies to mitigate its moderate-risk areas, thereby positioning itself as a national benchmark for responsible and impactful research.
The institution presents a Z-score of -1.300, which is significantly lower than the national average of -0.927. This exceptional result indicates a complete absence of risk signals related to affiliation practices, performing even better than the already secure national standard. While multiple affiliations can be a legitimate outcome of collaboration, the institution’s extremely low rate demonstrates an unambiguous and transparent approach to institutional credit. This operational silence in a key risk area confirms a clear and well-governed policy regarding how researchers represent their institutional ties, effectively eliminating any potential for "affiliation shopping" or strategic inflation of its academic footprint.
With a Z-score of -0.005, the institution maintains a low-risk profile, in stark contrast to the medium-risk level observed nationally (Z-score: 0.279). This disparity highlights a notable institutional resilience, suggesting that its internal quality control mechanisms are successfully mitigating the systemic vulnerabilities present in the wider environment. Retractions can signal a failure in pre-publication supervision, but SASTRA's performance indicates that its processes are robust. This acts as an effective filter, protecting the institution from the recurring methodological or ethical issues that can lead to higher retraction rates elsewhere and reinforcing its commitment to a culture of integrity.
The institution's Z-score for this indicator is 0.047, which, while indicating a medium risk level, is substantially lower than the national average of 0.520. This suggests a differentiated management approach where the institution successfully moderates a risk that is more pronounced across the country. A certain degree of self-citation is natural, but disproportionate rates can create 'echo chambers' that inflate impact without external validation. By keeping its self-citation rate well below the national trend, SASTRA demonstrates a healthier balance, ensuring its academic influence is more reliant on recognition from the global community than on internal dynamics.
SASTRA records a Z-score of 0.949, a medium-risk value that is nevertheless lower than the national average of 1.099. This indicates that the institution exercises more effective control over a risk that is common in its environment. Publishing in discontinued journals can expose an institution to severe reputational damage by associating its research with channels that fail to meet international quality or ethical standards. The institution's more moderate score suggests a greater degree of due diligence in selecting publication venues, thereby better safeguarding its resources and reputation from predatory or low-quality practices compared to the national trend.
The institution shows a Z-score of -1.293, a very low-risk value that is superior to the country's already low-risk score of -1.024. This demonstrates a consistent and low-profile approach to authorship, with a complete absence of the signals that might suggest author list inflation. In fields where massive collaboration is not the norm, high rates of hyper-authorship can dilute individual accountability. SASTRA's excellent result indicates that its authorship practices are transparent and well-defined, aligning with the highest standards of research integrity and avoiding any ambiguity around honorary or political attributions.
With a Z-score of -1.176, the institution demonstrates a very low-risk profile, significantly stronger than the national low-risk average of -0.292. This result points to a high degree of scientific autonomy and sustainable internal capacity. A wide gap in this indicator often suggests that an institution's prestige is dependent on external collaborations rather than its own intellectual leadership. SASTRA’s minimal gap is a powerful sign that its high-impact research is driven by its own scholars, confirming that its academic excellence is structural and endogenous, not merely a result of strategic positioning in partnerships.
The institution's Z-score of -0.192 places it in the low-risk category, reflecting a more prudent profile than the national average of -0.067. This suggests that SASTRA manages its research environment with greater rigor than the national standard. While high productivity can be positive, extreme publication volumes can challenge the limits of meaningful intellectual contribution and may signal imbalances between quantity and quality. The institution's controlled performance indicates a healthy academic culture that prioritizes the integrity of the scientific record over the pursuit of sheer volume, mitigating risks such as coercive or unmerited authorship.
The institution's Z-score of -0.268 is in the very low-risk category, showing a near-perfect alignment with the national average of -0.250. This integrity synchrony reflects a shared commitment to maximum scientific security in publication practices. By avoiding dependence on its own journals, SASTRA ensures its research undergoes independent, external peer review, which is crucial for global visibility and validation. This practice mitigates any potential conflicts of interest and reinforces a culture of transparency, preventing the use of internal channels as 'fast tracks' that bypass standard competitive evaluation.
SASTRA has a Z-score of 0.433, which falls into the medium-risk category but is markedly better than the national average of 0.720. This demonstrates a differentiated management of publication strategy, where the institution is more effectively moderating a common risk within the country. A high rate of redundant output often indicates 'salami slicing'—the practice of fragmenting a single study into multiple publications to inflate productivity metrics. By maintaining a lower score than its peers, the institution shows a stronger commitment to publishing complete, significant contributions to knowledge, thereby protecting the integrity of the scientific record.
