| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.961 | -0.927 |
|
Retracted Output
|
0.267 | 0.279 |
|
Institutional Self-Citation
|
1.464 | 0.520 |
|
Discontinued Journals Output
|
0.551 | 1.099 |
|
Hyperauthored Output
|
-1.244 | -1.024 |
|
Leadership Impact Gap
|
-1.549 | -0.292 |
|
Hyperprolific Authors
|
-0.704 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-0.774 | 0.720 |
Sardar Patel University presents a balanced integrity profile, with an overall score of -0.108 indicating performance aligned with global expectations. The institution demonstrates significant strengths and robust governance in several key areas, showing exceptional control over redundant output (salami slicing), hyper-authorship, and multiple affiliations, where it operates with a degree of preventive isolation from national risk trends. However, this solid foundation is contrasted by medium-risk signals in the rates of retracted output, institutional self-citation, and publication in discontinued journals, which warrant strategic attention. According to SCImago Institutions Rankings data, the university's scientific strengths are particularly notable in areas such as Pharmacology, Toxicology and Pharmaceutics (ranked 10th in India), Energy (54th), and Agricultural and Biological Sciences (106th). While the institution's specific mission statement was not available for this analysis, the identified vulnerabilities, especially the high exposure to self-citation, could challenge the core academic values of excellence and social responsibility inherent to any higher education institution. By proactively addressing these medium-risk areas, Sardar Patel University can further strengthen its reputational capital and ensure its research practices fully support its prominent scientific contributions.
With a Z-score of -0.961, significantly lower than the national average of -0.927, the institution demonstrates an almost complete absence of risk signals in this area. This reflects total operational silence, indicating that affiliations are managed with exceptional transparency and rigor, even surpassing the high standards of the national context. While multiple affiliations can be legitimate, this result confirms that the university effectively avoids strategic practices like "affiliation shopping," ensuring that institutional credit is assigned based on genuine collaboration and contribution.
The institution's Z-score for retracted output is 0.267, which is nearly identical to the national average of 0.279. This alignment suggests that the university's performance is part of a systemic pattern, reflecting shared practices or challenges at a national level. Retractions are complex events, and while some signify responsible supervision, a medium-level score indicates that pre-publication quality control mechanisms may be facing vulnerabilities similar to those across the country. This warrants a qualitative review to differentiate honest error correction from any potential recurring malpractice.
The university shows a Z-score of 1.464 in institutional self-citation, a figure notably higher than the national average of 0.520. This indicates a high exposure to this risk factor, suggesting the center is more prone to these signals than its peers. A certain level of self-citation is natural, but this disproportionately high rate warns of potential scientific isolation or 'echo chambers' where work is validated internally without sufficient external scrutiny. This dynamic poses a risk of endogamous impact inflation, where academic influence may be oversized by internal citation practices rather than by broader recognition from the global scientific community.
With a Z-score of 0.551, the institution demonstrates differentiated management of this risk, performing considerably better than the national average of 1.099. This suggests the university moderates a risk that appears more common across the country, likely through more rigorous due diligence in selecting publication channels. A high proportion of output in such journals is a critical alert, but the university's controlled score indicates it is largely successful in avoiding media that do not meet international ethical standards, thereby protecting its reputation and research investment from 'predatory' practices.
The institution's Z-score of -1.244 is well below the national Z-score of -1.024, reflecting a low-profile consistency where the absence of risk signals aligns with the national standard. This performance indicates that authorship practices are well-governed and transparent. The data suggests the university effectively distinguishes between necessary massive collaboration, typical in 'Big Science,' and problematic 'honorary' or political authorship, thereby upholding individual accountability and the integrity of its research contributions.
The university exhibits a Z-score of -1.549, a result that indicates a very low-risk profile and is significantly stronger than the national average of -0.292. This low-profile consistency demonstrates that the institution's scientific prestige is not dependent on external partners but is driven by its own structural capacity. A low gap is a powerful sign of sustainability and intellectual autonomy, confirming that the university's excellence metrics result from genuine internal research leadership rather than a strategic positioning in collaborations where it does not lead.
The institution maintains a prudent profile with a Z-score of -0.704, which is substantially lower than the national average of -0.067. This indicates that the university manages its processes with more rigor than the national standard, fostering a healthy balance between productivity and quality. By showing a low incidence of extreme individual publication volumes, the institution mitigates risks such as coercive authorship or the assignment of credit without meaningful intellectual contribution, reinforcing a culture that prioritizes the integrity of the scientific record over pure metrics.
With a Z-score of -0.268, the university's performance is in near-perfect synchrony with the national average of -0.250. This total alignment with a very low-risk environment demonstrates a shared commitment to maximum scientific security. It shows that the institution avoids excessive dependence on its in-house journals, thus preventing potential conflicts of interest and academic endogamy. By prioritizing independent, external peer review, the university ensures its scientific production is validated through standard competitive channels, enhancing its global visibility and credibility.
The institution shows a Z-score of -0.774, marking a stark and positive contrast to the national average of 0.720, which sits in the medium-risk category. This demonstrates a state of preventive isolation, where the center does not replicate the risk dynamics observed in its environment. A low score here indicates that the university actively discourages data fragmentation or 'salami slicing.' This commitment to publishing coherent and significant studies rather than artificially inflating publication counts upholds the integrity of scientific evidence and strengthens the overall research ecosystem.