| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.209 | -0.927 |
|
Retracted Output
|
-0.071 | 0.279 |
|
Institutional Self-Citation
|
0.756 | 0.520 |
|
Discontinued Journals Output
|
1.696 | 1.099 |
|
Hyperauthored Output
|
-1.269 | -1.024 |
|
Leadership Impact Gap
|
-0.844 | -0.292 |
|
Hyperprolific Authors
|
-0.092 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-0.716 | 0.720 |
Babasaheb Bhimrao Ambedkar University demonstrates a solid foundation in scientific integrity, reflected in its overall score of 0.199. The institution exhibits remarkable strengths in key areas of research practice, showing very low risk in hyper-authorship, impact dependency, publication in institutional journals, and redundant output. These indicators suggest a robust internal culture of accountability and originality. However, areas requiring strategic attention include a medium risk in the rate of multiple affiliations, institutional self-citation, and publication in discontinued journals, which are more pronounced than national trends. According to SCImago Institutions Rankings data, the University's academic strengths are particularly notable in Chemistry, Physics and Astronomy, Pharmacology, and Biochemistry, where it holds strong national rankings. To fully align with its mission to be a "centre of excellence," it is crucial to address the identified medium-risk areas, as they could undermine the perceived quality and external validation of its excellent research. By strengthening due diligence in publication channels and fostering broader collaborative networks, the University can ensure its reputational integrity matches its impressive scientific output, solidifying its leadership in Indian higher education.
The institution presents a Z-score of 0.209, a figure that triggers a monitoring alert as it significantly contrasts with the national average of -0.927. This divergence indicates that the University's rate of multiple affiliations is unusually high for the national context, warranting a review of its underlying causes. While multiple affiliations can be a legitimate outcome of collaboration, disproportionately high rates can signal strategic attempts to inflate institutional credit or “affiliation shopping.” This pattern suggests a need to examine affiliation policies to ensure they reflect genuine collaborative contributions and do not create reputational vulnerabilities.
With a Z-score of -0.071, the institution demonstrates effective control over publication quality, especially when compared to the national average of 0.279, which indicates a medium-risk environment. This suggests a notable level of institutional resilience, where internal control mechanisms appear to be successfully mitigating the systemic risks observed elsewhere in the country. The low rate of retractions points to a healthy research culture with robust pre-publication quality checks, reflecting responsible supervision and a commitment to methodological rigor that prevents the need for later corrections.
The institution's Z-score for self-citation is 0.756, placing it in a position of high exposure as it is more prone to this risk than the national average of 0.520. A certain level of self-citation is natural, reflecting the continuity of established research lines. However, this elevated rate can signal concerning scientific isolation or 'echo chambers' where the institution validates its own work without sufficient external scrutiny. This value warns of the risk of endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than by broader recognition from the global scientific community.
The University shows a Z-score of 1.696 in this indicator, a value that signals high exposure to risk, as it surpasses the already medium-risk national average of 1.099. This finding constitutes a critical alert regarding due diligence in selecting dissemination channels. A high Z-score indicates that a significant portion of scientific production is being channeled through media that do not meet international ethical or quality standards. This practice exposes the institution to severe reputational risks and suggests an urgent need for enhanced information literacy among researchers to avoid wasting resources on 'predatory' or low-quality journals.
The institution's Z-score of -1.269 is firmly in the very low-risk category, aligning well with the low-risk national standard of -1.024. This demonstrates a low-profile consistency, where the absence of risk signals in this area is in line with the national context. This result indicates that the University's authorship practices are transparent and accountable, successfully distinguishing between necessary large-scale collaboration and the potential for 'honorary' or inflated authorship lists. It reflects a culture where individual contributions are clearly defined and valued.
With a Z-score of -0.844, the institution shows a very low-risk profile, indicating strong intellectual leadership in its publications. This performance is consistent with the low-risk national average of -0.292 and suggests that the University's scientific prestige is built on a solid foundation of internal capacity. The minimal gap between its overall impact and the impact of its self-led research confirms that its excellence is structural and endogenous, not dependent on external partners. This is a clear sign of scientific maturity and sustainability.
The institution's Z-score of -0.092 is statistically normal and aligns closely with the national average of -0.067. This indicates that the level of author productivity is as expected for its context and size, without signals of unusual activity. The data suggests a healthy balance between quantity and quality, with no evidence of systemic issues like coercive authorship or practices that prioritize metrics over the integrity of the scientific record. The University's research environment appears to foster sustainable and meaningful intellectual contributions from its authors.
The University's Z-score of -0.268 demonstrates an exemplary very low-risk profile, showing perfect integrity synchrony with the national average of -0.250. This total alignment with an environment of maximum scientific security indicates that the institution is not reliant on its own journals for publication. By prioritizing external, independent peer review, the University avoids potential conflicts of interest and academic endogamy. This practice enhances the global visibility and credibility of its research, confirming its commitment to competitive, international standards of validation.
The institution exhibits a Z-score of -0.716, a very low-risk value that signals a strong preventive isolation from problematic national trends, where the country average is a medium-risk 0.720. This result indicates that the University does not replicate the risk dynamics of data fragmentation observed in its environment. The near-absence of redundant output suggests a culture that values significant new knowledge over artificially inflated publication counts. This commitment to originality and substance strengthens the scientific record and demonstrates a responsible use of research and review resources.