| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.320 | -0.927 |
|
Retracted Output
|
-0.090 | 0.279 |
|
Institutional Self-Citation
|
-0.237 | 0.520 |
|
Discontinued Journals Output
|
2.943 | 1.099 |
|
Hyperauthored Output
|
-1.322 | -1.024 |
|
Leadership Impact Gap
|
-0.085 | -0.292 |
|
Hyperprolific Authors
|
-0.430 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
3.831 | 0.720 |
CMR Institute of Technology, Hyderabad, demonstrates a complex scientific integrity profile, characterized by areas of exceptional control alongside critical vulnerabilities that require immediate strategic attention. With an overall score of 0.469, the institution shows commendable performance in managing risks related to multiple affiliations, hyper-authorship, and publication in institutional journals, where its practices are even more rigorous than the national average. However, this positive performance is severely counterbalanced by significant risk levels in the Rate of Output in Discontinued Journals and the Rate of Redundant Output (Salami Slicing), which are alarmingly high and amplify national trends. These specific issues directly challenge the institution's mission to achieve "global quality technical education" and foster "innovative research," as they suggest a focus on publication volume over quality and impact. While the institution has established a notable national standing in thematic areas like Earth and Planetary Sciences, Energy, and Environmental Science according to SCImago Institutions Rankings data, the identified integrity risks could undermine the long-term credibility and sustainability of these achievements. A focused intervention to improve publication channel selection and promote research of greater substance is essential to align operational practices with the institution's aspirational goals of excellence and innovation.
The institution exhibits a Z-score of -1.320, which is even lower than the national average of -0.927. This result indicates a total operational silence regarding this risk, positioning the center's practices as more conservative than the already low-risk national standard. While multiple affiliations can be legitimate, disproportionately high rates can signal attempts to inflate institutional credit. The institution's extremely low score demonstrates an exemplary and unambiguous affiliation policy, with no evidence of "affiliation shopping" or strategic manipulation, ensuring clear and transparent attribution of scientific output.
With a Z-score of -0.090, the institution maintains a low-risk profile, contrasting sharply with the medium-risk national average of 0.279. This demonstrates institutional resilience, suggesting that internal control mechanisms are effectively mitigating the systemic risks observed elsewhere in the country. Retractions can be complex, but a rate significantly lower than the national context points to robust pre-publication quality control and a strong integrity culture. This performance indicates that potential methodological errors or malpractice are being successfully prevented, safeguarding the institution's scientific record.
The institution's Z-score of -0.237 places it in the low-risk category, a favorable position compared to the national average of 0.520, which falls into the medium-risk band. This gap highlights the institution's resilience, as its control mechanisms appear to successfully mitigate the country's systemic risks of academic insularity. A certain level of self-citation is natural, but the institution's low rate suggests it avoids the 'echo chambers' that can inflate impact through endogamous validation. This indicates that its academic influence is healthily integrated with the global scientific community, relying on external scrutiny rather than internal dynamics.
The institution presents a Z-score of 2.943, a significant-risk value that starkly contrasts with the medium-risk national average of 1.099. This finding signals a risk accentuation, where the institution amplifies vulnerabilities already present in the national system. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. This score indicates that a significant portion of the institution's scientific production is being channeled through media that do not meet international ethical or quality standards, exposing it to severe reputational risks and suggesting an urgent need to improve information literacy to avoid wasting resources on 'predatory' or low-quality practices.
The institution's Z-score of -1.322 is in the very low-risk category, well below the country's low-risk score of -1.024. This demonstrates low-profile consistency, where the absence of risk signals aligns with, and even improves upon, the national standard. Outside of 'Big Science' contexts, high rates of hyper-authorship can indicate author list inflation, diluting accountability. The institution's very low score suggests a healthy and transparent authorship culture, effectively distinguishing between necessary collaboration and questionable 'honorary' authorship practices.
The institution's Z-score of -0.085, while in the low-risk category, is slightly higher than the national average of -0.292. This comparison points to an incipient vulnerability, as the institution shows signals that warrant review before they escalate. A wide positive gap can suggest that scientific prestige is dependent on external partners rather than being structurally generated from within. While the current level is not alarming, this slight divergence from the national norm invites a strategic reflection on whether the institution's excellence metrics result from its own internal capacity and intellectual leadership or from a strategic positioning in collaborations where it plays a secondary role.
With a Z-score of -0.430, the institution demonstrates a prudent profile, as this value is considerably lower than the national average of -0.067, despite both being in the low-risk category. This indicates that the institution manages its research processes with more rigor than the national standard. While high productivity can be legitimate, extreme volumes often challenge the limits of meaningful intellectual contribution. The institution's lower score suggests a healthy balance between quantity and quality, mitigating risks such as coercive authorship or the assignment of authorship without real participation, thereby prioritizing the integrity of the scientific record over inflated metrics.
The institution's Z-score of -0.268 is almost identical to the national average of -0.250, with both firmly in the very low-risk category. This reflects an integrity synchrony, showing total alignment with a national environment of maximum scientific security in this area. Excessive dependence on in-house journals can raise conflicts of interest and signal academic endogamy. The institution's negligible rate indicates that its scientific production consistently undergoes independent external peer review, ensuring global visibility and avoiding the use of internal channels as 'fast tracks' for publication without standard competitive validation.
The institution's Z-score of 3.831 is a significant-risk outlier, dramatically exceeding the medium-risk national average of 0.720. This severe deviation indicates a risk accentuation, where the institution is amplifying vulnerabilities present in the national system to a critical degree. A high value in this indicator alerts to the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity. This dynamic not only distorts the available scientific evidence and overburdens the review system but also directly contradicts the pursuit of significant new knowledge, prioritizing volume over substance and integrity.
