| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.949 | -0.927 |
|
Retracted Output
|
-0.362 | 0.279 |
|
Institutional Self-Citation
|
-0.405 | 0.520 |
|
Discontinued Journals Output
|
2.964 | 1.099 |
|
Hyperauthored Output
|
-1.307 | -1.024 |
|
Leadership Impact Gap
|
-0.691 | -0.292 |
|
Hyperprolific Authors
|
-1.413 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-0.540 | 0.720 |
GMR Institute of Technology demonstrates a robust scientific integrity profile, reflected in an exceptionally low overall risk score of 0.074. The institution's primary strength lies in its consistent outperformance of national risk averages, showcasing effective internal governance and a culture that resists systemic vulnerabilities in areas such as retractions, self-citation, and redundant publications. This solid foundation supports its notable academic achievements, particularly in its highest-ranking thematic areas according to SCImago Institutions Rankings data: Physics and Astronomy, Earth and Planetary Sciences, Engineering, and Mathematics. However, this strong profile is critically undermined by a single, significant anomaly: an extremely high rate of publication in discontinued journals. While a specific mission statement was not available for this analysis, this particular risk directly threatens core academic values of excellence and responsibility. Publishing in channels that fail to meet international standards compromises the credibility of the institution's research, wastes valuable resources, and risks damaging the reputation built upon its thematic strengths. It is imperative to leverage the institution's otherwise excellent integrity framework to urgently address and rectify its publication channel selection strategy, thereby safeguarding its long-term academic standing.
The institution presents a Z-score of -0.949, in close alignment with the national average of -0.927. This result indicates a state of integrity synchrony, where the institution's practices are in total harmony with a national environment of maximum scientific security in this regard. While multiple affiliations can be a legitimate outcome of collaboration, the data confirms the absence of any signals related to strategic attempts to inflate institutional credit or engage in “affiliation shopping,” reflecting a transparent and standard approach to academic partnerships.
The institution's Z-score is -0.362, contrasting sharply with the national average of 0.279. This demonstrates significant institutional resilience, as internal control mechanisms appear to be successfully mitigating the systemic risks observed across the country. A high rate of retractions can suggest that quality control mechanisms are failing prior to publication. In this case, the institution’s low score indicates that its pre-publication review and supervision processes are robust, protecting it from the integrity vulnerabilities and potential recurring malpractice that may be more prevalent in the national context.
The institution shows a Z-score of -0.405, which is substantially lower than the national average of 0.520. This gap highlights the institution's resilience against the risk of academic insularity. A certain level of self-citation is natural, but the national trend suggests a potential for 'echo chambers' where work is validated without sufficient external scrutiny. The institution’s prudent profile, however, indicates that its academic influence is built on broad community recognition rather than being inflated by endogamous internal dynamics, reflecting a healthy integration into the global scientific discourse.
The institution exhibits a critical Z-score of 2.964, a figure that dramatically exceeds the already moderate national average of 1.099. This finding signals a severe accentuation of risk, where the institution is not merely following but amplifying a vulnerability present in the national system. A high proportion of publications in such venues constitutes a critical alert regarding due diligence in selecting dissemination channels. This Z-score indicates that a significant portion of its scientific production is being channeled through media that do not meet international ethical or quality standards, exposing the institution to severe reputational damage and suggesting an urgent and immediate need to reform information literacy and publication strategies to avoid wasting resources on 'predatory' or low-quality practices.
The institution's Z-score is -1.307, well below the national average of -1.024. This demonstrates a low-profile consistency, where the complete absence of risk signals aligns with and even improves upon the national standard. Outside of "Big Science" contexts, high rates in this indicator can point to author list inflation, which dilutes accountability. The institution's very low score confirms that its authorship practices are transparent and well-governed, showing no evidence of 'honorary' or political authorship and reinforcing individual accountability in its research output.
The institution has a Z-score of -0.691, a more favorable value than the national average of -0.292. This reflects a prudent profile, suggesting the center manages its research processes with more rigor than the national standard. A wide positive gap can signal a sustainability risk where prestige is dependent on external partners rather than internal capacity. The institution's negative score indicates the opposite: its scientific prestige is structural and derives from research where it exercises intellectual leadership, demonstrating strong internal capabilities and avoiding strategic dependence on collaborations for impact.
The institution records a Z-score of -1.413, in stark contrast to the national average of -0.067. This result points to low-profile consistency, where the absence of risk signals is fully aligned with a secure national standard. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may signal imbalances between quantity and quality. The institution's exceptionally low score indicates a healthy research environment that prioritizes substantive scientific contributions over sheer volume, effectively avoiding risks such as coercive authorship or the assignment of credit without real participation.
The institution's Z-score is -0.268, which is almost identical to the national average of -0.250. This reflects perfect integrity synchrony, showing total alignment with a national environment of maximum scientific security on this metric. Excessive dependence on in-house journals can create conflicts of interest and academic endogamy. The institution's negligible rate of publication in its own journals confirms that its scientific production consistently undergoes independent external peer review, ensuring competitive validation and maximizing its global visibility.
The institution presents a Z-score of -0.540, while the national average sits at a moderate-risk level of 0.720. This significant difference demonstrates a pattern of preventive isolation, where the center does not replicate the risk dynamics observed in its environment. Massive bibliographic overlap between publications often indicates data fragmentation or 'salami slicing' to artificially inflate productivity. The institution’s very low score shows a clear commitment to publishing significant, coherent studies, thereby strengthening the scientific record rather than distorting it with redundant, minimally publishable units.
