University of Rajasthan

Region/Country

Asiatic Region
India
Universities and research institutions

Overall

0.238

Integrity Risk

medium

Indicators relating to the period 2020-2024

Indicator University Z-score Average country Z-score
Multi-affiliation
-1.319 -0.927
Retracted Output
0.079 0.279
Institutional Self-Citation
-0.152 0.520
Discontinued Journals Output
0.767 1.099
Hyperauthored Output
1.071 -1.024
Leadership Impact Gap
1.546 -0.292
Hyperprolific Authors
1.036 -0.067
Institutional Journal Output
-0.268 -0.250
Redundant Output
-0.138 0.720
0 represents the global average
AI-generated summary report

EXECUTIVE SUMMARY AND STRATEGIC VISION

The University of Rajasthan demonstrates a commendable overall integrity profile, with a low aggregate risk score of 0.238 that reflects robust internal controls in several key areas. The institution's primary strengths lie in its exceptionally low rates of multiple affiliations and output in institutional journals, indicating a clear focus on organic growth and external validation. Furthermore, the University effectively mitigates national trends toward institutional self-citation and redundant publication, showcasing a commitment to genuine scientific dialogue. However, a cluster of medium-risk indicators related to authorship patterns and impact dependency—specifically, hyper-authorship, hyper-prolific authors, and a significant gap between overall impact and the impact of institution-led research—warrants strategic attention. These challenges stand in contrast to the institution's outstanding performance in thematic areas such as Energy, Mathematics, Agricultural and Biological Sciences, and Biochemistry, Genetics and Molecular Biology, as per SCImago Institutions Rankings data. To fully align with its profound mission rooted in "Satya" (Truth) and "Pragna" (Wisdom), it is crucial to ensure that authorship and collaboration practices transparently reflect genuine intellectual contribution. By leveraging its foundational strengths in research integrity, the University can refine its authorship policies and foster internal research leadership, thereby ensuring its recognized thematic excellence is built upon a sustainable and ethically sound foundation.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

With an institutional Z-score of -1.319, significantly lower than the national average of -0.927, the University of Rajasthan shows a complete absence of risk signals in this area. This result suggests that the institution's affiliation practices are exceptionally clear and well-managed, operating with even greater rigor than the already low-risk national standard. While multiple affiliations can be legitimate, disproportionately high rates can signal attempts to inflate institutional credit. The University's extremely low score indicates a healthy, non-strategic approach to academic collaboration, reflecting a culture where institutional credit is earned through direct contribution rather than affiliation maneuvering.

Rate of Retracted Output

The institution's Z-score for retracted output is 0.079, while the national average stands at 0.279. This indicates that while the risk of retractions is a shared, medium-level challenge within the country, the University of Rajasthan appears to manage this issue more effectively than its national peers. Retractions are complex events, and a rate significantly higher than average can alert to systemic failures in quality control. The University's comparatively lower score suggests that its pre-publication review and supervision mechanisms are more robust, successfully moderating a risk that is more pronounced elsewhere in the national system and pointing to a more resilient integrity culture.

Rate of Institutional Self-Citation

The University of Rajasthan exhibits strong institutional resilience with a Z-score of -0.152, contrasting sharply with the national average of 0.520. This divergence demonstrates that the institution's control mechanisms are effectively mitigating a systemic risk present in the wider national context. High rates of self-citation can signal scientific isolation or 'echo chambers' that inflate impact through internal dynamics. The University’s low score is a positive indicator of external validation and global integration, suggesting its academic influence is recognized by the broader scientific community rather than being sustained by endogamous citation practices.

Rate of Output in Discontinued Journals

With a Z-score of 0.767, the University's rate of publication in discontinued journals is notably lower than the national average of 1.099. This demonstrates a differentiated management approach, where the institution successfully moderates a risk that is more common across the country. A high proportion of output in such journals is a critical alert regarding due diligence in selecting publication venues. The University's better-than-average performance suggests a higher level of information literacy among its researchers, enabling them to more effectively avoid predatory or low-quality channels and thereby protect the institution's resources and reputation.

Rate of Hyper-Authored Output

The institution presents a Z-score of 1.071 in hyper-authored output, a moderate deviation from the national average of -1.024. This shows a greater sensitivity to this risk factor compared to its national peers, flagging an area for monitoring. Outside of "Big Science" contexts, a high Z-score can indicate author list inflation, which dilutes individual accountability and transparency. The University's tendency toward this practice, which is not a national norm, suggests a need to review authorship guidelines to distinguish between necessary large-scale collaboration and potential 'honorary' authorship practices that could compromise research integrity.

Gap between Impact of total output and the impact of output with leadership

A notable Z-score of 1.546, compared to the national average of -0.292, signals a moderate deviation and greater sensitivity to this risk. This wide positive gap suggests that the institution's overall scientific prestige may be significantly dependent on external partners rather than being structurally generated from within. A high value warns that excellence metrics could result more from strategic positioning in collaborations where the institution does not exercise intellectual leadership, rather than from its own core capacity. This highlights a potential sustainability risk and invites reflection on strategies to foster and showcase the impact of its internally-led research.

Rate of Hyperprolific Authors

The University's Z-score of 1.036 for hyperprolific authors marks a moderate deviation from the national average of -0.067. This indicates that the institution shows a greater sensitivity to this risk factor than its peers. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to imbalances between quantity and quality. This signal alerts to potential risks such as coercive authorship or the assignment of credit without real participation, suggesting a review is warranted to ensure that productivity metrics do not overshadow the integrity of the scientific record.

Rate of Output in Institutional Journals

The institution's Z-score of -0.268 is in almost perfect alignment with the national average of -0.250, demonstrating integrity synchrony with an environment of maximum scientific security. This indicates a shared commitment to avoiding the risks associated with academic endogamy. Excessive dependence on in-house journals can create conflicts of interest and allow production to bypass independent external peer review. The University's very low score confirms its strong orientation toward global dissemination channels, ensuring its research undergoes standard competitive validation and achieves international visibility.

Rate of Redundant Output

With a Z-score of -0.138, the University of Rajasthan demonstrates institutional resilience against a practice that is more prevalent at the national level, where the average score is 0.720. This suggests that the institution's control mechanisms are effective in mitigating the risk of redundant publications. Massive bibliographic overlap between publications often indicates 'salami slicing'—the practice of dividing a study into minimal units to artificially inflate productivity. The University's low score indicates a culture that prioritizes the publication of significant new knowledge over sheer volume, thereby upholding the integrity of the scientific evidence base.

This report was automatically generated using Google Gemini to provide a brief analysis of the university scores.
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