| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.900 | -0.927 |
|
Retracted Output
|
0.361 | 0.279 |
|
Institutional Self-Citation
|
0.674 | 0.520 |
|
Discontinued Journals Output
|
0.177 | 1.099 |
|
Hyperauthored Output
|
-1.180 | -1.024 |
|
Leadership Impact Gap
|
-1.387 | -0.292 |
|
Hyperprolific Authors
|
0.078 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
0.332 | 0.720 |
Shivaji University demonstrates a balanced integrity profile with an overall risk score of -0.043, indicating performance that is slightly more robust than the global average. The institution exhibits significant strengths in governance, with very low risk signals in areas such as the Rate of Multiple Affiliations, Hyper-Authored Output, the impact gap between led and total output, and publication in institutional journals. These results point to effective internal controls and a strong foundation in collaborative and leadership ethics. However, areas requiring strategic attention include a medium-risk exposure to Retracted Output, Institutional Self-Citation, and Hyperprolific Authors, where the university's metrics are slightly higher than the national average. These vulnerabilities could challenge the institution's mission "to promote and foster a culture of high quality teaching and learning and to serve societal needs by encouraging, generating and promotion excellence in research." The pursuit of excellence is directly undermined by practices that may prioritize quantity over quality. The university's notable research strengths, as evidenced by its SCImago Institutions Rankings in India for Physics and Astronomy (45th), Environmental Science (74th), Energy (86th), and Earth and Planetary Sciences (96th), provide a solid platform for growth. By addressing the identified medium-risk indicators, Shivaji University can better align its operational practices with its stated mission, ensuring that its recognized thematic excellence is built upon an unimpeachable foundation of scientific integrity.
Shivaji University presents a Z-score of -0.900, which is in close alignment with the national average for India (-0.927). This result reflects a state of integrity synchrony, where the institution's practices are perfectly harmonized with a national environment characterized by maximum scientific security in this area. The complete absence of risk signals indicates that affiliations are managed with transparency and legitimacy, avoiding any strategic attempts to inflate institutional credit or engage in “affiliation shopping.” The university's performance is a testament to its solid governance regarding collaborative frameworks.
The institution shows a Z-score of 0.361, a figure that places it in the medium-risk category and slightly above the national average of 0.279. This indicates a higher exposure to this risk factor compared to its national peers. While some retractions can result from the honest correction of errors, a rate that is more pronounced than the environmental average suggests that pre-publication quality control mechanisms may be facing systemic challenges. This vulnerability in the institution's integrity culture could point to recurring methodological issues or a lack of rigorous supervision, warranting immediate qualitative verification by management to safeguard its research quality.
With a Z-score of 0.674, the university's rate of institutional self-citation is in the medium-risk range and notably higher than India's national average of 0.520. This suggests the institution is more prone than its peers to developing scientific 'echo chambers.' While a certain level of self-citation is natural, this elevated rate warns of potential endogamous impact inflation, where the institution's academic influence might be oversized by internal dynamics rather than validated by the broader global community. This pattern could signal a concerning degree of scientific isolation that requires strategic intervention to encourage external engagement and scrutiny.
Shivaji University has a Z-score of 0.177 in this medium-risk indicator, a value significantly lower than the national average of 1.099. This demonstrates a differentiated management approach, where the institution successfully moderates a risk that is far more common across the country. Although a medium-risk signal is present, the university's performance indicates superior due diligence in selecting dissemination channels compared to its peers. This proactive stance helps protect the institution from the severe reputational damage associated with 'predatory' or low-quality publishing, though continued vigilance and information literacy training are recommended.
The university's Z-score of -1.180 is in the very low-risk category, positioning it favorably against the low-risk national average of -1.024. This demonstrates low-profile consistency, where the complete absence of risk signals aligns with and even improves upon the national standard. This excellent result indicates that the institution's collaborative practices are transparent and well-governed, effectively avoiding the risk of author list inflation. It suggests that authorship is granted based on genuine contribution, reinforcing individual accountability and the integrity of its research teams.
With a Z-score of -1.387, the institution shows a very low-risk profile in this area, contrasting with the low-risk national average of -0.292. This strong performance reflects a consistent and healthy dynamic, where the absence of a significant impact gap signals robust internal research capabilities. It suggests that the university's scientific prestige is structural and sustainable, stemming from genuine internal capacity rather than being dependent on external partners for intellectual leadership. This is a key indicator of a mature and self-reliant research ecosystem.
The institution's Z-score for this indicator is 0.078 (medium risk), which represents a moderate deviation from the national average of -0.067 (low risk). This discrepancy highlights that the university is more sensitive to this particular risk factor than its national peers. The presence of hyperprolific authors at a rate above the norm raises a warning about potential imbalances between publication quantity and research quality. It points to possible risks such as coercive authorship or the assignment of credit without meaningful participation—dynamics that prioritize metric inflation over the integrity of the scientific record and warrant a review of authorship policies.
Shivaji University's Z-score of -0.268 is almost identical to the national average of -0.250, with both falling into the very low-risk category. This reflects a clear integrity synchrony, indicating total alignment with a national environment of maximum security on this front. The negligible reliance on in-house journals demonstrates a strong commitment to independent, external peer review. This practice avoids potential conflicts of interest and academic endogamy, ensuring that the university's research is validated through standard competitive channels and achieves global visibility.
In the analysis of redundant output, the university scores 0.332, a medium-risk value that is notably better than the national average of 0.720. This reflects a differentiated management strategy, where the institution effectively moderates a risk that is more pronounced in the national system. While the signal warrants attention, the university's lower score suggests a healthier approach to publication, showing more control over practices like 'salami slicing' or data fragmentation. This indicates a greater focus on publishing significant, coherent studies rather than artificially inflating productivity metrics by dividing research into minimal units.