| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.222 | -0.927 |
|
Retracted Output
|
-0.296 | 0.279 |
|
Institutional Self-Citation
|
-0.909 | 0.520 |
|
Discontinued Journals Output
|
1.842 | 1.099 |
|
Hyperauthored Output
|
-1.195 | -1.024 |
|
Leadership Impact Gap
|
2.567 | -0.292 |
|
Hyperprolific Authors
|
1.806 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-0.274 | 0.720 |
Sant Gadge Baba Amravati University presents a profile of moderate overall performance (Overall Score: 0.465) characterized by significant strengths in core research integrity alongside specific, addressable vulnerabilities. The institution demonstrates exceptional control in areas such as Institutional Self-Citation, Hyper-Authored Output, and publication in its own journals, indicating a robust culture of external validation and appropriate authorship attribution. Furthermore, it shows notable resilience, maintaining low rates of retracted and redundant output in a national context where these risks are more pronounced. However, areas requiring strategic attention include a high rate of output in discontinued journals, a significant gap in impact from institution-led research, and elevated rates of multiple affiliations and hyperprolific authorship. These risks present a direct challenge to the university's mission "to contribute to the society through the pursuit of... research at the highest level of excellence," as they can prioritize metric performance over the creation of sustainable, high-quality knowledge. To fully align its practices with its mission, the university is advised to leverage its foundational strengths in research integrity to develop targeted policies that mitigate these specific vulnerabilities, thereby ensuring its pursuit of excellence is both genuine and sustainable.
The institution's Z-score of 0.222 contrasts sharply with the national average of -0.927. This divergence constitutes a monitoring alert, as the university displays a level of risk in this area that is highly unusual for the national standard, where multiple affiliations are far less common. This situation requires a careful review of internal causes. While multiple affiliations can be legitimate, a disproportionately high rate can signal strategic attempts to inflate institutional credit or "affiliation shopping." The data suggests a need to verify that affiliation practices are driven by genuine collaboration rather than administrative optimization, ensuring transparency and fair credit attribution in all research outputs.
With a Z-score of -0.296, the institution demonstrates a low risk of retracted publications, a positive result when compared to the country's medium-risk average of 0.279. This suggests a degree of institutional resilience, where internal control mechanisms appear to be successfully mitigating the systemic risks observed at the national level. Retractions are complex events, and while some signify responsible supervision through the correction of honest errors, a rate significantly lower than the national benchmark indicates that the university's quality control mechanisms prior to publication are likely robust and effective, preventing the systemic failures that can lead to a higher volume of retractions elsewhere.
The institution exhibits a Z-score of -0.909, indicating a very low risk, which stands in stark contrast to the national medium-risk average of 0.520. This profile suggests a form of preventive isolation, where the university successfully avoids the risk dynamics prevalent in its environment. A certain level of self-citation is natural, but the institution's extremely low rate demonstrates a strong orientation towards external validation and integration into the global scientific conversation. This practice effectively prevents the formation of 'echo chambers' and the risk of endogamous impact inflation, ensuring its academic influence is validated by the broader research community rather than by internal dynamics.
The institution's Z-score of 1.842 is notably higher than the country's average of 1.099, although both fall within a medium-risk category. This indicates a high exposure to this particular risk, suggesting the university is more prone to publishing in problematic venues than its national peers. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. This pattern indicates that a significant portion of its scientific production is being channeled through media that may not meet international ethical or quality standards, exposing the institution to severe reputational risks and highlighting an urgent need for enhanced information literacy to avoid wasting resources on 'predatory' or low-quality practices.
The institution's Z-score of -1.195 signifies a very low risk, which is consistent with and even slightly better than the country's low-risk average of -1.024. This demonstrates low-profile consistency, where the absence of risk signals in this area aligns perfectly with the national standard. This healthy indicator suggests that the university's authorship practices are well-calibrated, effectively distinguishing between necessary massive collaboration and the risk of 'honorary' or political authorship. The data reflects a culture where author lists are managed with transparency, reinforcing individual accountability.
The institution presents a Z-score of 2.567, a medium-risk signal that represents a moderate deviation from the country's low-risk average of -0.292. This gap suggests the university is more sensitive to this risk factor than its peers. A wide positive gap, where overall impact is high but the impact of research led by the institution is low, signals a sustainability risk. The score suggests that a significant portion of the university's scientific prestige may be dependent and exogenous, rather than structural. This invites reflection on whether its excellence metrics result from genuine internal capacity or from strategic positioning in collaborations where the institution does not exercise primary intellectual leadership.
With a Z-score of 1.806, the institution shows a medium-risk level, marking a moderate deviation from the national low-risk average of -0.067. This greater sensitivity to risk factors warrants attention. Extreme individual publication volumes often challenge the limits of human capacity for meaningful intellectual contribution. This indicator alerts to potential imbalances between quantity and quality, pointing to risks such as coercive authorship, data fragmentation, or the assignment of authorship without real participation. These are dynamics that prioritize metric inflation over the integrity of the scientific record and require institutional review.
The institution's Z-score of -0.268 is almost identical to the country's average of -0.250, with both at a very low-risk level. This reflects a state of integrity synchrony, showing total alignment with an environment of maximum scientific security in this domain. This is a significant strength, as excessive dependence on in-house journals can raise conflicts of interest. The university's low score demonstrates that it avoids academic endogamy and does not use internal channels to bypass independent external peer review, thereby ensuring its research undergoes standard competitive validation and achieves global visibility.
The institution's Z-score of -0.274 indicates a low risk of redundant output, a positive finding when compared to the country's medium-risk average of 0.720. This disparity points to strong institutional resilience, where internal controls appear to effectively mitigate a risk that is more common at the national level. A high rate of bibliographic overlap often indicates 'salami slicing'—the practice of dividing a study into minimal units to inflate productivity. The university's low score suggests its research culture successfully prioritizes the publication of significant new knowledge over the artificial inflation of output volume, a practice that strengthens the scientific record.