| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.617 | -0.927 |
|
Retracted Output
|
-0.240 | 0.279 |
|
Institutional Self-Citation
|
-0.079 | 0.520 |
|
Discontinued Journals Output
|
1.610 | 1.099 |
|
Hyperauthored Output
|
-1.389 | -1.024 |
|
Leadership Impact Gap
|
-0.625 | -0.292 |
|
Hyperprolific Authors
|
-1.244 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
1.916 | 0.720 |
CMR Group of Institutions, Bangalore, presents a robust profile in scientific integrity, with an overall risk score of 0.028, indicating a performance well within the parameters of international good practice. The institution demonstrates significant strengths in managing authorship-related risks, showing very low exposure to hyper-authorship, hyperprolific authors, and publication in institutional journals. Furthermore, it displays notable resilience by maintaining low rates of retracted output and institutional self-citation, effectively mitigating systemic risks that are more pronounced at the national level. The primary areas for strategic attention are a medium-risk exposure to publishing in discontinued journals and a tendency towards redundant publications, both of which exceed the national average and require a review of publication and dissemination policies. These findings are contextualized by the institution's strong academic positioning, with SCImago Institutions Rankings data highlighting its national prominence in key areas such as Physics and Astronomy (ranked 81st in India), Energy (133rd), and Computer Science (194th). While the institution's specific mission statement was not available for this analysis, the identified risks—particularly in publication channel selection and potential data fragmentation—could challenge any mission centered on research excellence and societal impact. Upholding the highest standards of scientific integrity is fundamental to ensuring that the institution's strong performance in its key disciplines translates into credible, lasting contributions. A proactive approach to reinforcing publication guidelines will secure its academic reputation and enhance its strategic vision.
The institution's Z-score of -0.617, compared to the national average of -0.927, indicates a slight divergence from the national norm. While the country context shows virtually no signals of this risk, the institution presents a low but detectable level of activity. This suggests a need for awareness, as while multiple affiliations are often a legitimate result of researcher mobility or partnerships, disproportionately high rates can signal strategic attempts to inflate institutional credit or “affiliation shopping.” Monitoring this indicator ensures that collaborative practices remain transparent and aligned with academic merit.
With a Z-score of -0.240, the institution demonstrates effective control over publication quality, standing in contrast to the medium-risk national average of 0.279. This performance suggests that the institution's internal control mechanisms are successfully mitigating the systemic risks observed elsewhere in the country. A low rate of retractions is a positive sign of responsible supervision and robust pre-publication quality control. This result indicates that the institution's integrity culture is effectively preventing the kind of recurring malpractice or lack of methodological rigor that can lead to higher retraction rates.
The institution shows strong institutional resilience with a Z-score of -0.079, significantly below the national average of 0.520. This indicates that its control mechanisms are effectively mitigating the country's systemic risks related to academic endogamy. A certain level of self-citation is natural and reflects the continuity of established research lines. However, by keeping this rate low, the institution avoids signals of concerning scientific isolation or 'echo chambers,' ensuring its work is validated by the broader global community and that its academic influence is based on external recognition rather than internal dynamics.
The institution's Z-score of 1.610 is notably higher than the national average of 1.099, indicating a high exposure to this particular risk. This suggests the institution is more prone than its national peers to channeling research through questionable outlets. A high proportion of publications in discontinued journals constitutes a critical alert regarding due diligence in selecting dissemination channels. This Z-score indicates that a significant portion of scientific production may be directed towards media that do 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.
With a Z-score of -1.389, the institution demonstrates an exceptionally low-risk profile in this area, which is consistent with the low-risk national standard (Z-score of -1.024). This absence of risk signals aligns with national norms and points to healthy authorship practices. In disciplines outside of 'Big Science,' high rates of hyper-authorship can indicate author list inflation, diluting individual accountability. The institution's very low score suggests that it effectively distinguishes between necessary massive collaboration and 'honorary' authorship, fostering a culture of transparency and meaningful contribution.
The institution exhibits a prudent profile with a Z-score of -0.625, which is more rigorous than the national standard of -0.292. This favorable score indicates a healthy balance between the impact of its overall collaborative output and the impact of the research it leads directly. A wide positive gap can signal a sustainability risk where prestige is dependent on external partners rather than internal capacity. The institution's low score suggests that its scientific prestige is structural and results from genuine internal capabilities, reflecting a strong foundation for intellectual leadership.
The institution's Z-score of -1.244 signifies a very low-risk environment, aligning well with the national standard (Z-score of -0.067), which is also low. This absence of risk signals indicates a healthy and balanced approach to academic productivity. 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 indicator suggests that it prioritizes the integrity of the scientific record and quality of contribution over sheer publication volume.
With a Z-score of -0.268, the institution demonstrates complete alignment with the national environment (Z-score of -0.250), which is characterized by maximum scientific security in this area. This integrity synchrony reflects a shared commitment to avoiding potential conflicts of interest. Excessive dependence on in-house journals can raise concerns about academic endogamy and bypassing independent peer review. The institution's negligible rate indicates that its research is consistently subjected to external validation, enhancing its global visibility and credibility.
The institution's Z-score of 1.916 reveals a high exposure to this risk, significantly surpassing the national average of 0.720. This suggests the institution is more prone to practices that artificially inflate productivity than its peers. A high value in this indicator alerts to the potential practice of dividing a coherent study into minimal publishable units, also known as 'salami slicing.' This behavior distorts the available scientific evidence and overburdens the review system. The score warrants a review of research practices to ensure that the focus remains on generating significant new knowledge rather than maximizing publication volume.
