| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.865 | -0.927 |
|
Retracted Output
|
-0.146 | 0.279 |
|
Institutional Self-Citation
|
0.211 | 0.520 |
|
Discontinued Journals Output
|
-0.004 | 1.099 |
|
Hyperauthored Output
|
-1.155 | -1.024 |
|
Leadership Impact Gap
|
-0.136 | -0.292 |
|
Hyperprolific Authors
|
-0.839 | -0.067 |
|
Institutional Journal Output
|
-0.214 | -0.250 |
|
Redundant Output
|
2.075 | 0.720 |
The Indian Statistical Institute demonstrates a robust and healthy scientific integrity profile, reflected in an overall score of -0.187. This performance indicates a general alignment with best practices and, in several key areas, a significant outperformance compared to the national context. The institution's primary strengths lie in its exceptionally low rates of hyper-authored output and publication in its own journals, coupled with a remarkable resilience against national trends of retracted publications and output in discontinued journals. However, a notable vulnerability is observed in the Rate of Redundant Output (Salami Slicing), which presents a medium risk and is significantly higher than the national average. This specific challenge warrants strategic attention. These integrity metrics support the institution's academic prestige, which is evident in its elite positioning in key thematic areas according to SCImago Institutions Rankings data, including Mathematics (ranked 2nd in India), Computer Science (18th), and Engineering (24th). Although the institution's specific mission statement was not available for this analysis, the identified risk of redundant publication could undermine core academic values such as research excellence and the pursuit of significant new knowledge. Addressing this vulnerability is crucial to ensure that quantitative output aligns with qualitative impact and social responsibility. A targeted review of publication guidelines could further solidify an already strong institutional profile, reinforcing its leadership and commitment to scientific rigor.
The institution presents a Z-score of -0.865, a minimal value that is slightly higher than the national average of -0.927. This subtle difference in a very low-risk environment suggests the presence of residual noise, where the institution is among the first to show faint signals in an otherwise inert context. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, and the current level is far from alarming, this minor deviation from the national baseline indicates that even legitimate collaborative activities are marginally more frequent here than elsewhere in the country, without suggesting any strategic inflation of institutional credit.
With a Z-score of -0.146, the institution demonstrates a low risk of retracted publications, contrasting sharply with the medium-risk national average of 0.279. This positive gap highlights a notable institutional resilience, where internal control mechanisms appear to be successfully mitigating systemic risks prevalent in the country. A high rate of retractions can suggest that quality control mechanisms prior to publication may be failing. Therefore, the institution's low score is a positive indicator of responsible supervision and a robust integrity culture, effectively preventing the types of recurring malpractice or lack of methodological rigor that may be more common at the national level.
The institution's Z-score for this indicator is 0.211, placing it in the medium-risk category, similar to the national average of 0.520. However, the institution's score is considerably lower, pointing to a differentiated management approach that successfully moderates a risk that appears common across the country. A certain level of self-citation is natural, but disproportionately high rates can signal concerning scientific isolation or 'echo chambers'. By maintaining a lower rate than its peers, the institution shows better control in avoiding endogamous impact inflation, ensuring its academic influence is validated by the broader global community rather than being oversized by internal dynamics.
The institution exhibits a low-risk Z-score of -0.004, which stands in stark contrast to the medium-risk national average of 1.099. This significant difference showcases the institution's effective resilience and filtering capacity, protecting it from a systemic national vulnerability. A high proportion of publications in discontinued journals constitutes a critical alert regarding due diligence in selecting dissemination channels. The institution's excellent performance indicates that its researchers are successfully navigating the publishing landscape, avoiding media that fail to meet international ethical or quality standards and thereby safeguarding institutional resources and reputation from predatory practices.
With a Z-score of -1.155, the institution operates at a very low-risk level, which is even more secure than the country's low-risk average of -1.024. This demonstrates a low-profile consistency, where the complete absence of risk signals is in harmony with, and even exceeds, the national standard. While extensive author lists are legitimate in 'Big Science' contexts, a high Z-score outside these fields can indicate author list inflation. The institution's very low score confirms that its authorship practices are transparent and accountable, reflecting genuine massive collaboration where appropriate, rather than any tendency toward 'honorary' or political authorship.
The institution's Z-score of -0.136 is in the low-risk category, as is the national average of -0.292. However, the institution's score is higher (closer to zero), which points to an incipient vulnerability that warrants observation. A wide positive gap can signal that scientific prestige is dependent on external partners rather than being structurally generated. While the institution's negative score confirms it maintains strong intellectual leadership in its collaborations, the fact that this score is less pronounced than the national average suggests a slight vulnerability. It invites reflection to ensure that its excellence metrics continue to result from real internal capacity.
The institution shows a Z-score of -0.839, a low-risk value that is substantially better than the national average of -0.067. This difference indicates a prudent profile, suggesting the institution manages its research processes with more rigor than the national standard. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to risks such as coercive authorship or the assignment of authorship without real participation. The institution's significantly lower score is a strong positive signal that it fosters a healthy balance between quantity and quality, prioritizing the integrity of the scientific record over the inflation of metrics.
With a Z-score of -0.214, the institution's risk level is very low and almost identical to the national average of -0.250. This reflects a state of integrity synchrony, indicating 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 lead to academic endogamy by bypassing independent external peer review. The institution's negligible rate of publication in its own journals confirms its commitment to global visibility and standard competitive validation, avoiding the use of internal channels as potential 'fast tracks' to inflate publication records.
The institution's Z-score of 2.075 places it in the medium-risk category, a level it shares with the country (0.720). However, the institution's score is substantially higher, indicating a high exposure to this risk and suggesting it is more prone to showing these alert signals than the national average. Massive bibliographic overlap between simultaneous publications often indicates data fragmentation or 'salami slicing' to artificially inflate productivity. This high value is a critical alert, suggesting a potential practice of dividing coherent studies into minimal publishable units. This dynamic can distort the scientific evidence and overburdens the review system, prioritizing volume over significant new knowledge and requiring an internal review of publication ethics and authorship guidelines.
