| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.544 | -0.927 |
|
Retracted Output
|
3.357 | 0.279 |
|
Institutional Self-Citation
|
12.461 | 0.520 |
|
Discontinued Journals Output
|
21.775 | 1.099 |
|
Hyperauthored Output
|
-1.401 | -1.024 |
|
Leadership Impact Gap
|
-2.740 | -0.292 |
|
Hyperprolific Authors
|
-1.413 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-1.186 | 0.720 |
The Sumathi Reddy Institute of Technology for Women demonstrates a highly polarized scientific integrity profile. With an overall risk score of 5.396, the institution exhibits exceptional control over authorship and collaboration practices, showing very low risk in areas such as Multiple Affiliations, Hyper-Authored Output, and Hyperprolific Authors. This operational rigor is commendable and provides a solid foundation of integrity. However, this strength is critically undermined by significant risk levels in three key areas: Rate of Retracted Output, Rate of Institutional Self-Citation, and an extremely high Rate of Output in Discontinued Journals. These vulnerabilities directly threaten the institution's mission to foster a "culture of innovation" and provide "avenues of research and employment opportunities," as they suggest systemic issues in quality control, impact validation, and dissemination strategy. While the institution has achieved a notable national ranking (11th in India) in Physics and Astronomy according to SCImago Institutions Rankings data, this thematic excellence is at risk of being overshadowed by practices that compromise scientific credibility. To safeguard its reputation and fully align with its mission, the institution must urgently address these concentrated risk areas, transforming them into pillars of a truly robust and responsible research environment.
The institution presents a Z-score of -1.544, a value even lower than the national average of -0.927. This result signifies a state of total operational silence regarding this risk indicator, surpassing the already high national standard for integrity. While multiple affiliations can be legitimate, the institution's exceptionally low rate demonstrates an unambiguous and transparent approach to authorship credit. This clarity ensures that institutional contributions are clearly defined, avoiding any potential for strategic "affiliation shopping" and reinforcing a culture of straightforward academic accountability.
With a Z-score of 3.357, the institution shows a significant risk level that sharply contrasts with the moderate national average of 0.279. This finding suggests that the institution is not only susceptible to but actively amplifies a vulnerability present in the national system. Retractions can sometimes signal responsible error correction, but a rate this high is a critical alert. It suggests that quality control mechanisms prior to publication may be failing systemically, pointing to a potential weakness in the institution's integrity culture and a lack of methodological rigor that requires immediate qualitative verification by management to prevent further damage to its scientific reputation.
The institution's Z-score for self-citation is 12.461, an extremely high value that dramatically accentuates the moderate risk seen at the national level (0.520). This severe deviation points to concerning scientific isolation and the formation of an 'echo chamber' where work is validated internally without sufficient external scrutiny. A certain level of self-citation is natural, but this disproportionate rate warns of a critical risk of endogamous impact inflation. It strongly suggests that the institution's perceived academic influence may be oversized by internal dynamics rather than by genuine recognition from the global scientific community, undermining its credibility.
The institution exhibits an exceptionally high Z-score of 21.775, a figure that massively amplifies the moderate risk observed nationally (1.099). This result constitutes a critical alert regarding the due diligence applied to selecting publication venues. Such a high concentration of output in journals that fail to meet international ethical or quality standards indicates that a significant portion of the institution's research is channeled through predatory or low-quality media. This practice exposes the institution to severe reputational damage and suggests an urgent need to enhance information literacy among its researchers to prevent the continued waste of resources and protect its academic standing.
The institution's Z-score of -1.401 indicates a complete absence of risk signals, a stronger performance than the country's low-risk average of -1.024. This low-profile consistency demonstrates robust internal governance over authorship practices. By avoiding the inflation of author lists outside of legitimate "Big Science" contexts, the institution ensures that individual accountability and transparency are maintained. This controlled approach serves as a positive signal, confirming that authorship is awarded based on meaningful contribution rather than honorary or political considerations.
With a Z-score of -2.740, the institution demonstrates a notable strength in research autonomy, contrasting with the low-risk national average of -0.292. This low-profile consistency, which surpasses the national standard, indicates that the impact of research led by the institution's own authors is robust and self-sufficient. This performance is a clear sign of structural health, suggesting that its scientific prestige is the result of genuine internal capacity and intellectual leadership, rather than a dependency on external collaborators for impact.
The institution shows a Z-score of -1.413, signifying a total absence of this risk, which is a more controlled position than the national low-risk average of -0.067. This exemplary performance reflects a healthy balance between productivity and quality. The complete lack of authors with extreme publication volumes suggests that the institution successfully avoids potential integrity issues such as coercive authorship or superficial contributions. This focus on meaningful intellectual work over sheer metrics reinforces the integrity of its scientific record.
The institution's Z-score of -0.268 is in near-perfect alignment with the national average of -0.250, both of which are in the very low-risk category. This integrity synchrony indicates that the institution operates in full concert with a national environment of maximum scientific security on this front. By not relying on in-house journals, the institution effectively avoids potential conflicts of interest and academic endogamy. This practice ensures its research undergoes independent external peer review, securing global visibility and validation through standard competitive channels.
The institution's Z-score of -1.186 places it in the very low-risk category, demonstrating a remarkable preventive isolation from a risk that is moderately present across the country (0.720). This strong negative score indicates that the institution's research culture prioritizes substance over volume. It successfully avoids the practice of fragmenting studies into "minimal publishable units" to inflate publication counts. This commitment to producing significant new knowledge strengthens the scientific record and shows respect for the academic review system.
