| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.126 | -0.927 |
|
Retracted Output
|
2.906 | 0.279 |
|
Institutional Self-Citation
|
-1.336 | 0.520 |
|
Discontinued Journals Output
|
1.834 | 1.099 |
|
Hyperauthored Output
|
-1.119 | -1.024 |
|
Leadership Impact Gap
|
0.133 | -0.292 |
|
Hyperprolific Authors
|
-1.413 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-0.202 | 0.720 |
Bharati Vidyapeeth Deemed University demonstrates a solid overall performance (Score: 0.832) characterized by significant strengths in internal governance and notable, specific vulnerabilities. The institution excels in maintaining very low-risk profiles for Multiple Affiliations, Institutional Self-Citation, Hyper-Authored and Hyperprolific Output, and publications in its own journals, indicating robust policies that promote transparency and external validation. However, this strong foundation is contrasted by a significant-risk alert in the Rate of Retracted Output and medium-risk signals in publications in Discontinued Journals and the Gap in Impact, which require strategic attention. These integrity metrics are particularly relevant given the university's strong national standing in key research areas, including its SCImago Institutions Rankings placement in Chemistry (12th in India), Pharmacology, Toxicology and Pharmaceutics (20th), and Social Sciences (46th). While the institution's specific mission was not available for this analysis, the identified risks—especially concerning retractions and questionable publication venues—directly challenge the universal academic values of excellence, rigor, and social responsibility. Addressing these vulnerabilities is crucial to safeguard the credibility of its high-performing research domains and ensure its scientific contributions are both impactful and unimpeachable. A focused effort to strengthen pre-publication quality controls and enhance researcher guidance on journal selection will be essential to align its operational practices fully with its evident research potential.
The institution exhibits a Z-score of -1.126, which is even lower than the national average of -0.927, indicating a complete absence of risk signals in this area. This performance demonstrates total operational silence, suggesting that the university's policies on researcher affiliation are exceptionally clear and transparent. While multiple affiliations can be legitimate, disproportionately high rates can signal attempts to inflate institutional credit. By maintaining a rate below the already low national benchmark, the university effectively mitigates any risk of “affiliation shopping,” ensuring that institutional credit is claimed appropriately and reflects genuine collaborative contributions.
With a Z-score of 2.906, the institution displays a significant risk level that is substantially higher than the country's medium-risk average of 0.279. This finding suggests that the university is not only exposed to but also amplifies a vulnerability present in the national system. Retractions are complex events, but a rate this far above the norm is a critical alert that pre-publication quality control mechanisms may be failing systemically. This high score points to a potential weakness in the institution's integrity culture, possibly indicating recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to protect its scientific reputation.
The institution's Z-score of -1.336 is in the very low-risk category, starkly contrasting with the national medium-risk average of 0.520. This demonstrates a pattern of preventive isolation, where the university successfully avoids the risk dynamics observed in its wider environment. A certain level of self-citation is natural, but high rates can create 'echo chambers' and inflate impact endogenously. The university's extremely low score confirms that its research is validated through broad external scrutiny from the global community, reflecting a healthy integration into international scientific discourse and avoiding any perception that its academic influence is oversized by internal dynamics.
The university's Z-score of 1.834 places it in the medium-risk category, a level of concern that is more pronounced than the national average of 1.099. This indicates a high exposure to this particular risk, suggesting the institution is more prone to this issue than its peers. A significant presence in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. This score indicates that a portion of its scientific production is channeled through media that may not meet international ethical or quality standards, exposing the institution to severe reputational risks and signaling an urgent need for improved information literacy to avoid wasting resources on 'predatory' or low-quality practices.
With a Z-score of -1.119, the institution maintains a very low-risk profile, which is consistent with and even slightly better than the country's low-risk average of -1.024. This low-profile consistency demonstrates that the university's authorship practices align well with national standards for integrity. While extensive author lists are legitimate in 'Big Science,' a low score outside these contexts is a positive sign. It suggests that the institution successfully avoids author list inflation, thereby upholding individual accountability and ensuring that authorship is granted for meaningful contributions rather than as a result of 'honorary' or political practices.
The institution presents a Z-score of 0.133, indicating a medium-level risk that deviates moderately from the low-risk national profile (-0.292). This divergence suggests the university has a greater sensitivity to this risk factor than its national peers. A wide positive gap, where overall impact is high but the impact of institution-led research is low, signals a sustainability risk. This score suggests that a portion of the university's scientific prestige may be dependent and exogenous, inviting reflection on whether its excellence metrics result from genuine internal capacity or from strategic positioning in collaborations where it does not exercise primary intellectual leadership.
The institution's Z-score of -1.413 is in the very low-risk range, showing a strong and positive contrast to the country's low-risk average of -0.067. This low-profile consistency indicates an absence of risk signals and an alignment with sound national practices. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution. The university's very low score in this area is a positive indicator of a healthy balance between quantity and quality, effectively mitigating risks such as coercive authorship or the assignment of authorship without real participation, thereby prioritizing the integrity of the scientific record over pure metrics.
With a Z-score of -0.268, the institution's performance is almost identical to the national average of -0.250, with both falling into the very low-risk category. This demonstrates integrity synchrony and a total alignment with an environment of maximum scientific security. Over-reliance on in-house journals can create conflicts of interest and academic endogamy. The university's negligible rate of publication in its own journals confirms that its scientific production consistently undergoes independent external peer review, which is essential for ensuring global visibility and competitive validation of its research findings.
The institution registers a Z-score of -0.202, a low-risk value that stands in favorable contrast to the country's medium-risk average of 0.720. This difference highlights a notable institutional resilience, where internal control mechanisms appear to successfully mitigate a systemic risk prevalent in the national context. A high rate of bibliographic overlap can indicate 'salami slicing'—the practice of fragmenting a study to inflate productivity. The university's low score suggests a culture that values the publication of coherent, significant new knowledge over the artificial inflation of output, thereby strengthening the scientific record and respecting the academic review system.
