| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.392 | -0.927 |
|
Retracted Output
|
-0.249 | 0.279 |
|
Institutional Self-Citation
|
0.072 | 0.520 |
|
Discontinued Journals Output
|
1.743 | 1.099 |
|
Hyperauthored Output
|
-1.386 | -1.024 |
|
Leadership Impact Gap
|
-0.596 | -0.292 |
|
Hyperprolific Authors
|
-1.205 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
2.602 | 0.720 |
CMR Institute of Technology, Bangalore demonstrates a commendable overall integrity profile, reflected in its low global risk score of 0.122. The institution exhibits significant strengths in maintaining very low-risk levels for hyper-authorship, hyperprolific authors, and publication in institutional journals, indicating robust internal governance and a focus on genuine academic contribution. However, this strong foundation is contrasted by two key vulnerabilities: a medium-risk exposure to publication in discontinued journals and, most critically, a significant-risk level for redundant output (salami slicing). These areas of concern directly challenge the institution's mission to achieve "excellence" and "provide solutions for the betterment of society," as they can prioritize publication volume over the creation of impactful, high-quality knowledge. While the institution's strong SCImago rankings in Computer Science and Engineering showcase its capacity for high-level research, the identified integrity risks could undermine the long-term credibility and societal value of these contributions. Therefore, a strategic focus on enhancing author training in publication ethics and journal selection is recommended to ensure that operational practices fully align with the institution's aspirational mission.
The institution presents a Z-score of -0.392, while the national average is -0.927. This indicates a slight divergence from the national trend, where the institution shows minor signals of this activity in an environment that is otherwise largely inert. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, it is important to monitor this metric to ensure that these affiliations are a product of genuine collaboration and not strategic attempts to inflate institutional credit or engage in “affiliation shopping.”
With a Z-score of -0.249, the institution demonstrates notable institutional resilience compared to the national Z-score of 0.279. This suggests that its internal control mechanisms are effectively mitigating a risk that is more pronounced at the country level. Retractions are complex events, and a low rate, especially in contrast to a higher national average, signifies responsible supervision and robust quality control mechanisms prior to publication, reinforcing the integrity of the institution's research culture.
The institution's Z-score of 0.072 is considerably lower than the national average of 0.520. This reflects a differentiated management approach, where the center successfully moderates a risk that appears more common across the country. A certain level of self-citation is natural, but the institution's ability to keep this rate well below the national benchmark indicates a healthy integration with the global scientific community, avoiding the 'echo chambers' that can arise from excessive self-validation and ensuring its academic influence is driven by external recognition rather than endogamous dynamics.
The institution's Z-score of 1.743 is notably higher than the national average of 1.099, signaling a high exposure to this particular risk. This suggests the center is more prone than its national peers to publishing in channels that may not meet international ethical or quality standards. A high proportion of output in such journals is a critical alert regarding due diligence in dissemination. This practice exposes the institution to severe reputational risks and suggests an urgent need for enhanced information literacy among researchers to avoid channeling valuable scientific work into 'predatory' or low-quality venues.
The institution shows a Z-score of -1.386, which is well below the national Z-score of -1.024. This demonstrates a low-profile consistency, where the complete absence of risk signals aligns perfectly with the national standard of responsible authorship. In many fields, extensive author lists are legitimate, but the institution's very low score confirms that its collaborative practices are well-calibrated, effectively avoiding any signs of author list inflation or the dilution of individual accountability.
With a Z-score of -0.596, the institution exhibits a more prudent profile than the national standard, which has a Z-score of -0.292. This indicates that the institution manages its research leadership with greater rigor than its peers. A narrow gap suggests that the institution's scientific prestige is not overly dependent on external partners but is rooted in its own structural capacity. This reflects a sustainable model where excellence metrics result from genuine internal capabilities and intellectual leadership within collaborations.
The institution's Z-score of -1.205 is exceptionally low, particularly when compared to the national Z-score of -0.067. This result points to a low-profile consistency, where the absence of risk signals is even more pronounced than the already low-risk national environment. This excellent metric suggests that the institution fosters a culture that prioritizes the quality and integrity of the scientific record over sheer publication volume, successfully avoiding potential imbalances that can lead to coercive authorship or other questionable practices.
The institution's Z-score of -0.268 is in almost perfect alignment with the country's Z-score of -0.250. This demonstrates an integrity synchrony with an environment of maximum scientific security in this area. By not depending on in-house journals, the institution ensures its scientific production consistently undergoes independent external peer review. This practice avoids potential conflicts of interest and academic endogamy, maximizing the global visibility and competitive validation of its research.
The institution's Z-score of 2.602 represents a significant risk, marking a sharp accentuation of the vulnerability present in the national system (Z-score of 0.720). This finding suggests the institution is amplifying a national tendency towards data fragmentation. A high value in this indicator is a serious alert for the practice of dividing coherent studies into minimal publishable units to artificially inflate productivity, a practice often called 'salami slicing.' This distorts the scientific evidence, overburdens the review system, and prioritizes volume over the generation of significant new knowledge, requiring immediate and decisive intervention.
