| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.032 | -0.927 |
|
Retracted Output
|
0.098 | 0.279 |
|
Institutional Self-Citation
|
0.576 | 0.520 |
|
Discontinued Journals Output
|
3.989 | 1.099 |
|
Hyperauthored Output
|
-1.308 | -1.024 |
|
Leadership Impact Gap
|
0.294 | -0.292 |
|
Hyperprolific Authors
|
0.189 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-0.036 | 0.720 |
Yeshwantrao Chavan College of Engineering, Nagpur, presents a composite scientific integrity profile, marked by areas of exceptional governance alongside significant vulnerabilities that require immediate strategic attention. With an overall integrity score of 0.692, the institution demonstrates robust control over authorship and affiliation practices but faces a critical challenge in its selection of publication venues. This mixed performance profile provides a crucial context for its notable research strengths, particularly in fields where it holds a strong national ranking according to SCImago Institutions Rankings data, including Earth and Planetary Sciences, Environmental Science, Physics and Astronomy, and Computer Science. While a specific mission statement was not localized for this analysis, any institutional commitment to excellence and societal contribution is inherently undermined by high-risk practices. The critical rate of publication in discontinued journals, in particular, threatens to devalue the impactful work being done in its key thematic areas, creating a disconnect between research capacity and reputational integrity. To secure its standing and ensure its research contributes meaningfully to the global scientific record, the institution is advised to leverage its strengths in governance to address its weaknesses, thereby creating a more balanced and resilient integrity framework.
The institution's Z-score of -1.032 is even lower than the national average of -0.927, indicating a complete absence of risk signals in this area. This operational silence suggests that the institution's affiliation practices are exceptionally clear and well-managed, showing no signs of the strategic inflation or "affiliation shopping" that can sometimes be signaled by disproportionately high rates. While multiple affiliations are often legitimate, the institution's extremely low rate confirms a commitment to transparent and unambiguous crediting of its research output, a foundational element of scientific integrity.
With a Z-score of 0.098, the institution demonstrates a more controlled environment regarding retracted publications compared to the national average of 0.279. This suggests a form of differentiated management where, despite being part of a national system with a medium level of risk, the college's internal quality control mechanisms appear to moderate this trend effectively. Retractions are complex events, and this moderate rate, while lower than the national context, still suggests that pre-publication quality checks could be reinforced to prevent the systemic failure of oversight that a higher rate would imply.
The institution's Z-score for self-citation is 0.576, placing it in a medium-risk category and slightly above the national average of 0.520. This indicates a high exposure to practices that may lead to scientific isolation. A certain level of self-citation is natural, reflecting ongoing research lines; however, this elevated rate warns of a potential 'echo chamber' where work is validated internally without sufficient external scrutiny. This dynamic risks an endogamous inflation of impact, suggesting the institution's academic influence may be oversized by internal citation patterns rather than by broader recognition from the global scientific community.
The institution exhibits a critical vulnerability with a Z-score of 3.989, a significant-risk level that starkly accentuates the medium-risk trend seen at the national level (Z-score: 1.099). This finding constitutes a severe alert regarding the due diligence applied in selecting dissemination channels. Such a high proportion of output in journals that fail to meet international ethical or quality standards indicates that a substantial part of the institution's scientific production is exposed to severe reputational damage. This suggests an urgent need for enhanced information literacy and policy implementation to prevent the channeling of research into 'predatory' or low-quality venues, which represents a significant waste of institutional resources and intellectual effort.
With a Z-score of -1.308, the institution maintains a very low-risk profile, demonstrating more rigorous control than the national low-risk average of -1.024. This low-profile consistency shows an absence of risk signals related to the inflation of author lists. This positive indicator suggests that, outside of legitimate "Big Science" contexts, the institution's authorship practices are transparent and uphold individual accountability, effectively avoiding the dilution of responsibility that can occur with 'honorary' or political authorship.
The institution's Z-score of 0.294 reflects a medium-risk gap, representing a moderate deviation from the low-risk national standard of -0.292. This indicates a greater-than-average sensitivity to relying on external partners for scientific impact. A wide positive gap, where overall impact is high but the impact of institution-led research is low, signals a potential sustainability risk. It suggests that the institution's scientific prestige may be dependent and exogenous rather than structurally embedded, prompting a strategic reflection on whether its excellence metrics derive from genuine internal capacity or from a supporting role in collaborations where it does not exercise intellectual leadership.
The institution shows a Z-score of 0.189, a medium-risk level that marks a moderate deviation from the low-risk national profile (-0.067). This indicates that the college has a greater concentration of authors with extremely high publication volumes than is typical in its national context. While high productivity can reflect leadership, this indicator alerts to potential imbalances between quantity and quality. It points to risks such as coercive authorship, data fragmentation, or the assignment of authorship without meaningful intellectual contribution—dynamics that prioritize metric performance over the integrity of the scientific record.
The institution's Z-score of -0.268 is slightly below the already very low national average of -0.250, signaling a total operational silence on this indicator. This demonstrates a strong commitment to external validation and global visibility by avoiding dependence on in-house journals. By channeling its output through independent, external peer-review processes, the institution effectively mitigates any risks of academic endogamy or conflicts of interest, where an institution might act as both judge and party in the evaluation of its own research.
With a Z-score of -0.036, the institution maintains a low-risk profile, showcasing institutional resilience against the medium-risk trend observed nationally (Z-score: 0.720). This suggests that the institution's internal control mechanisms or academic culture effectively mitigate the systemic risk of data fragmentation. By discouraging the practice of dividing a single study into 'minimal publishable units' to artificially inflate productivity, the institution demonstrates a commitment to publishing significant new knowledge rather than simply maximizing output volume, thereby strengthening the integrity of the scientific evidence it produces.
