| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.984 | -0.927 |
|
Retracted Output
|
0.173 | 0.279 |
|
Institutional Self-Citation
|
0.415 | 0.520 |
|
Discontinued Journals Output
|
2.556 | 1.099 |
|
Hyperauthored Output
|
-1.295 | -1.024 |
|
Leadership Impact Gap
|
-0.659 | -0.292 |
|
Hyperprolific Authors
|
0.134 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
0.463 | 0.720 |
Jain University presents a composite scientific integrity profile, with an overall risk score of 0.398 reflecting a balance of distinct strengths and areas requiring strategic attention. The institution demonstrates exemplary control in key areas of research practice, particularly in maintaining low rates of multiple and hyper-authored affiliations, and showcasing strong intellectual leadership with minimal dependency on external collaborators for impact. These strengths are foundational. However, this positive performance is contrasted by medium-risk indicators, most notably a high rate of publication in discontinued journals and a concerning incidence of hyperprolific authorship, which deviate from national trends. According to SCImago Institutions Rankings data, the university's research strengths are prominent in fields such as Energy, Earth and Planetary Sciences, and Chemistry. To fully align with its mission to foster an "ethical environment" and provide "quality education," it is crucial to address the identified risks. Practices that prioritize quantity over quality could undermine the goal of creating "able Leaders" and enriching the quality of life through robust intellectual capital. A strategic focus on enhancing publication due diligence and recalibrating productivity incentives will be essential to safeguard its reputation and ensure its research outputs fully reflect its commitment to excellence.
The institution exhibits a Z-score of -0.984, indicating a total absence of risk signals in this area, performing even more rigorously than the national average of -0.927. This demonstrates an operational environment with clear and transparent affiliation policies. While multiple affiliations can be a legitimate outcome of researcher mobility or partnerships, the university’s exceptionally low rate confirms that its crediting practices are robust, effectively preventing any strategic attempts to inflate institutional credit or engage in “affiliation shopping,” thereby ensuring that all collaborations are clearly and accurately represented.
With a Z-score of 0.173, the institution shows a moderate level of retracted output, a pattern that is common within the national context (Z-score 0.279). However, the university's score is notably lower than the country's average, suggesting a differentiated and more effective management of this risk. Although any retraction rate warrants attention, this performance indicates that the institution’s quality control and supervision mechanisms are more successful at mitigating systemic failures than those of its national peers. This reflects a comparatively stronger integrity culture that is better equipped to prevent recurring malpractice or a lack of methodological rigor before publication.
The university's rate of institutional self-citation corresponds to a Z-score of 0.415, which, while in the medium-risk category, is considerably lower than the national average of 0.520. This indicates that while the institution is part of a national system where self-citation is a common practice, it is actively moderating this behavior more effectively than its peers. This differentiated management helps mitigate the risk of creating scientific 'echo chambers' or endogamous impact inflation. By maintaining a lower rate, the university demonstrates a greater commitment to seeking external validation, ensuring its academic influence is more reliant on global community recognition than on internal dynamics.
The institution's Z-score of 2.556 for publications in discontinued journals is a point of high exposure, significantly exceeding the national average of 1.099. This indicates that the university is more prone than its peers to channeling research into outlets that fail to meet international ethical or quality standards. Such a high proportion of output in these channels constitutes a critical alert regarding the due diligence process for selecting dissemination venues. This practice exposes the institution to severe reputational risks and suggests an urgent need to implement information literacy programs to prevent the misallocation of resources to 'predatory' or low-quality publications.
With a Z-score of -1.295, the institution demonstrates an exemplary low rate of hyper-authored publications, performing significantly better than the national context, which itself has a low-risk score of -1.024. This absence of risk signals points to a robust culture of authorship integrity. The university’s performance suggests a clear distinction between necessary large-scale collaboration and questionable practices like 'honorary' or political authorship. This commitment to appropriate author attribution ensures that individual accountability and transparency are maintained, reinforcing the credibility of its research.
The institution displays a Z-score of -0.659, indicating a prudent and rigorous profile that is stronger than the national standard (-0.292). This score signifies a very small gap between the impact of its overall output and the output where it holds intellectual leadership. This is a clear indicator of sustainable, internally-driven excellence. The university's scientific prestige appears to be built upon its own structural capacity rather than being dependent on the leadership of external partners, demonstrating a robust ability to produce high-impact research independently and effectively.
The university's Z-score of 0.134 for hyperprolific authors places it at a medium-risk level, representing a moderate deviation from the national standard, which sits at a low-risk Z-score of -0.067. This discrepancy suggests the institution is more sensitive to risk factors related to extreme publication volumes than its peers. This indicator serves as an alert for potential imbalances between quantity and quality, as such high productivity can challenge the limits of meaningful intellectual contribution. It points to a need to review internal dynamics for risks such as coercive authorship or the assignment of authorship without real participation, ensuring that incentives prioritize scientific integrity over raw metrics.
With a Z-score of -0.268, the institution is in perfect integrity synchrony with the national environment (Z-score -0.250), showing a complete absence of risk in this area. This alignment demonstrates a strong commitment to using external and independent peer review channels for its scientific dissemination. By avoiding excessive dependence on in-house journals, the university effectively mitigates potential conflicts of interest and the risk of academic endogamy. This practice ensures its research undergoes standard competitive validation, enhancing its global visibility and credibility.
The institution's Z-score for redundant output is 0.463, a medium-risk value that reflects a systemic pattern seen across the country (Z-score 0.720). However, the university's score is substantially lower than the national average, indicating a differentiated management approach that better moderates this risk. This suggests that while the practice of fragmenting studies into 'minimal publishable units' to inflate productivity exists, the institution is more effective than its peers at controlling it. This demonstrates a stronger institutional focus on rewarding significant new knowledge over sheer publication volume, thereby reducing the burden on the scientific review system.