| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.425 | -0.927 |
|
Retracted Output
|
-0.569 | 0.279 |
|
Institutional Self-Citation
|
2.942 | 0.520 |
|
Discontinued Journals Output
|
0.750 | 1.099 |
|
Hyperauthored Output
|
-1.393 | -1.024 |
|
Leadership Impact Gap
|
-1.257 | -0.292 |
|
Hyperprolific Authors
|
-0.091 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
2.324 | 0.720 |
Gokaraju Rangaraju Institute of Engineering & Technology presents a dual profile in scientific integrity, with an overall score of -0.068 reflecting a combination of exceptional strengths and specific, significant vulnerabilities. The institution demonstrates robust governance in several key areas, maintaining very low-risk levels in multiple affiliations, retractions, hyper-authorship, leadership impact, and publication in institutional journals. However, these strengths are counterbalanced by critical challenges, most notably a significant rate of institutional self-citation and medium-risk levels for redundant output (salami slicing) and publication in discontinued journals. According to SCImago Institutions Rankings data, the institution holds a strong national position in several thematic areas, including Earth and Planetary Sciences (ranked 11th in India), Energy (15th), Environmental Science (34th), and Agricultural and Biological Sciences (44th). The identified risks, particularly those related to citation and publication strategies, directly challenge the institution's mission "to achieve and impart quality education with an emphasis on practical skills and social relevance." Practices that prioritize internal metrics over external validation can undermine the perceived quality and societal impact of its research. To fully align its operational conduct with its strategic vision, it is recommended that the institution leverage its clear strengths in research governance to implement targeted policies that address these vulnerabilities, thereby enhancing the credibility of its excellent thematic positioning.
The institution exhibits an exceptionally low rate of multiple affiliations, with a Z-score of -1.425, which is even lower than the already minimal national average of -0.927. This indicates a complete absence of risk signals in this area, suggesting a clear and transparent affiliation policy. While multiple affiliations can be legitimate, disproportionately high rates can signal strategic attempts to inflate institutional credit. The institution's clean profile in this regard demonstrates robust governance and avoids any ambiguity related to "affiliation shopping," reinforcing the integrity of its collaborative framework.
With a Z-score of -0.569, the institution maintains a very low rate of retractions, effectively isolating itself from the risk dynamics observed at the national level, where the average score is a moderate 0.279. This strong preventive stance is a positive indicator of its internal controls. A high rate of retractions can suggest that quality control mechanisms prior to publication may be failing systemically. In contrast, the institution's performance indicates that its pre-publication review processes are robust, reflecting a healthy culture of integrity and a commitment to methodological rigor that prevents the kind of recurring issues seen elsewhere in the country.
The institution's rate of self-citation is a critical area of concern, with a Z-score of 2.942 marking a significant risk. This figure sharply contrasts with the national average of 0.520, indicating that the institution amplifies a vulnerability already present in the national system. A certain level of self-citation is natural, but this disproportionately high rate signals a concerning degree of scientific isolation or an 'echo chamber' where work may lack sufficient external scrutiny. This practice carries a significant risk of endogamous impact inflation, suggesting that the institution's academic influence might be artificially oversized by internal dynamics rather than genuine recognition from the global community, warranting an urgent review of citation practices.
The institution shows a moderate risk of publishing in discontinued journals with a Z-score of 0.750. While this reflects a common challenge within the country (national average of 1.099), the institution's score is notably lower, suggesting a degree of differentiated management that helps moderate this risk. Nevertheless, a medium-risk score remains an alert regarding due diligence in selecting dissemination channels. It indicates that a portion of its scientific production is being channeled through media that may not meet international ethical or quality standards, exposing the institution to reputational risks and suggesting a need to enhance information literacy among researchers to avoid 'predatory' or low-quality practices.
With a Z-score of -1.393, the institution maintains a very low-risk profile for hyper-authored publications, a performance that is even stronger than the low-risk national standard (-1.024). This absence of risk signals is a positive indicator of its research culture. When hyper-authorship appears outside of 'Big Science' contexts, it can indicate author list inflation, which dilutes individual accountability. The institution's conventional authorship patterns demonstrate transparency and appropriate credit attribution, showing no signs of 'honorary' or political authorship practices.
The institution demonstrates a very healthy and sustainable research profile, with a Z-score of -1.257 indicating a minimal gap between its overall impact and the impact of work where it holds a leadership role. This performance is significantly better than the low-risk national average of -0.292. A wide positive gap can signal that an institution's prestige is dependent on external partners rather than its own capabilities. The institution's minimal gap, however, suggests that its scientific prestige is structural and generated from within, reflecting a genuine internal capacity for high-impact research and the exercise of intellectual leadership in its collaborations.
The institution's rate of hyperprolific authors presents a low risk, with a Z-score of -0.091 that is statistically normal for its context and aligns closely with the national average of -0.067. This indicates no significant deviation from expected productivity patterns. While the risk is low, extreme individual publication volumes can challenge the limits of meaningful intellectual contribution. The current level warrants standard oversight to ensure a continued balance between quantity and quality and to mitigate any potential for practices like coercive authorship or assigning credit without real participation, thereby upholding the integrity of the scientific record.
The institution demonstrates total alignment with an environment of maximum scientific security regarding its use of institutional journals, with a Z-score of -0.268 that is synchronous with the national average of -0.250. This very low rate shows a clear commitment to external validation. Excessive dependence on in-house journals can raise conflicts of interest and signal academic endogamy. The institution's practice of publishing through external channels ensures its research undergoes independent peer review, enhancing its global visibility and credibility and showing no evidence of using internal platforms as 'fast tracks' to inflate productivity.
The institution shows a high exposure to the risk of redundant publications, with a Z-score of 2.324. Although this falls within the medium-risk category, it is significantly higher than the national average of 0.720, suggesting the institution is more prone to this practice than its peers. A high value in this indicator alerts to the potential for 'salami slicing,' where a single study is fragmented into minimal publishable units to artificially inflate productivity. This practice distorts the scientific evidence and overburdens the review system, prioritizing volume over significant new knowledge. A review of publication strategies is recommended to ensure research contributions are substantial and coherent.
