| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.603 | -0.927 |
|
Retracted Output
|
-0.184 | 0.279 |
|
Institutional Self-Citation
|
0.186 | 0.520 |
|
Discontinued Journals Output
|
1.770 | 1.099 |
|
Hyperauthored Output
|
-1.367 | -1.024 |
|
Leadership Impact Gap
|
-1.575 | -0.292 |
|
Hyperprolific Authors
|
-0.105 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-1.186 | 0.720 |
Swami Ramanand Teerth Marathwada University presents a robust scientific integrity profile, reflected in an overall score of -0.096, which indicates a performance well-aligned with global standards. The institution demonstrates exceptional strengths in maintaining very low-risk levels for multiple affiliations, hyper-authored output, leadership impact gap, output in institutional journals, and redundant publications. However, areas requiring strategic attention include a medium-risk exposure to publishing in discontinued journals and a moderate level of institutional self-citation. These results are contextualized by the university's strong thematic positioning within India, particularly in Pharmacology, Toxicology and Pharmaceutics (ranked 202), Earth and Planetary Sciences (ranked 217), and Physics and Astronomy (ranked 239), according to SCImago Institutions Rankings data. While the overall low-risk profile strongly supports the institutional mission to promote a "fearless and sustained pursuit of excellence" with "upright character," the identified vulnerabilities could subtly undermine these values. A proactive approach to enhancing information literacy and fostering broader external validation will be crucial to fully align operational practices with the university's aspirational goals, ensuring its contributions remain both excellent and unimpeachable.
The institution demonstrates an exceptionally low rate of multiple affiliations, with a Z-score of -1.603, which is significantly below the national average of -0.927. This represents a state of total operational silence regarding this risk indicator, suggesting that the university's policies and researcher practices are even more rigorous than the already low-risk national standard. This absence of risk signals indicates that affiliations are managed with high integrity, effectively avoiding strategic attempts to inflate institutional credit or engage in “affiliation shopping,” thereby ensuring that collaborative credit is transparent and legitimate.
With a Z-score of -0.184, the institution maintains a low rate of retracted publications, showcasing notable resilience when compared to the medium-risk national average of 0.279. This suggests that the university's internal control mechanisms are effectively mitigating the systemic risks present in the wider environment. This performance indicates that quality control processes prior to publication are robust, preventing the kind of recurring malpractice or lack of methodological rigor that a higher rate would imply and reinforcing a culture of scientific integrity.
The university's rate of institutional self-citation corresponds to a Z-score of 0.186, which, while indicating a medium risk, is considerably lower than the national average of 0.520. This points to a differentiated management approach, where the institution successfully moderates a risk that appears more common across the country. Nevertheless, the presence of this signal warrants attention to prevent the formation of scientific 'echo chambers.' A continued focus on external validation is necessary to ensure the institution's academic influence is driven by global community recognition rather than being oversized by internal dynamics.
The institution's Z-score for output in discontinued journals is 1.770, a medium-risk value that is notably higher than the national average of 1.099. This indicates a high exposure to this particular risk, suggesting the center is more prone than its peers to channeling research through media that may not meet international ethical or quality standards. This finding constitutes a critical alert regarding due diligence in selecting dissemination channels, as it exposes the institution to severe reputational damage and highlights an urgent need for enhanced information literacy to prevent the waste of resources on 'predatory' or low-quality practices.
With a Z-score of -1.367, the institution shows a very low rate of hyper-authored output, a positive signal that is consistent with the low-risk national context (Z-score of -1.024). This low-profile consistency demonstrates an absence of risk signals in this area, aligning perfectly with the national standard. It suggests that authorship practices are well-governed, effectively distinguishing between necessary massive collaboration and potentially problematic 'honorary' or political authorship, thereby preserving individual accountability and transparency in research contributions.
The institution exhibits a Z-score of -1.575, indicating a very low and favorable gap between its overall impact and the impact of research it leads, a sign of strength that aligns well with the low-risk national standard of -0.292. This low-profile consistency suggests that the university's scientific prestige is not dependent on external partners but is built upon its own structural capacity and intellectual leadership. This demonstrates a sustainable model of excellence where impact is generated organically, reflecting true internal capabilities.
The university's rate of hyperprolific authors (Z-score of -0.105) is low and aligns closely with the national average (Z-score of -0.067), indicating a state of statistical normality. The risk level is as expected for its context, suggesting that researcher productivity is within reasonable and sustainable parameters. This avoids the kind of extreme individual publication volumes that can challenge the limits of meaningful intellectual contribution and often point to risks such as coercive authorship or an unhealthy imbalance between quantity and quality.
With a Z-score of -0.268, the institution's rate of publication in its own journals is very low, demonstrating integrity synchrony with the national environment, which has a similar Z-score of -0.250. This total alignment with an environment of maximum scientific security shows a clear commitment to external, independent peer review. By avoiding potential conflicts of interest and academic endogamy, the university ensures its research undergoes standard competitive validation, thereby enhancing its global visibility and credibility.
The institution shows a very low rate of redundant output, with a Z-score of -1.186, in stark contrast to the medium-risk national average of 0.720. This demonstrates a clear preventive isolation, where the university does not replicate the risk dynamics observed in its environment. This strong performance indicates a commendable focus on publishing significant new knowledge rather than engaging in 'salami slicing'—the practice of fragmenting a coherent study into minimal units to artificially inflate productivity—thus upholding the integrity of the scientific record.
