| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.024 | -0.927 |
|
Retracted Output
|
0.145 | 0.279 |
|
Institutional Self-Citation
|
-1.170 | 0.520 |
|
Discontinued Journals Output
|
5.732 | 1.099 |
|
Hyperauthored Output
|
-1.193 | -1.024 |
|
Leadership Impact Gap
|
0.576 | -0.292 |
|
Hyperprolific Authors
|
-1.413 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-1.186 | 0.720 |
Jaipur National University demonstrates a robust and commendable scientific integrity profile, with an overall score of 0.771 reflecting strong performance across a majority of indicators. The institution exhibits exceptional control over practices such as institutional self-citation and redundant output, effectively isolating itself from national risk trends and showcasing a commitment to genuine scientific contribution. This operational rigor is a significant strength. However, this positive landscape is critically undermined by a significant-risk score in the Rate of Output in Discontinued Journals, an area that requires immediate and decisive intervention. This, along with medium-risk signals in the Rate of Retracted Output and the Gap in research impact leadership, points to specific vulnerabilities. The University's recognized research strengths, as per SCImago Institutions Rankings data, lie in Biochemistry, Genetics and Molecular Biology, and Pharmacology, Toxicology and Pharmaceutics. The practice of publishing in discontinued journals directly contradicts the institutional mission's "commitment to the highest standards of academic rigour and vitality," threatening its reputation and its ability to serve society with credible knowledge. To fully align its practices with its mission and build upon its solid foundation, the University should prioritize a comprehensive strategy to enhance publication channel selection and reinforce pre-publication quality controls.
With an institutional Z-score of -1.024 compared to the national average of -0.927, the University shows a complete absence of risk signals in this area, performing even better than the low-risk national standard. This indicates that its collaborative framework is transparent and not susceptible to practices like “affiliation shopping” or strategic attempts to inflate institutional credit. The data suggests that affiliations are the result of legitimate researcher mobility and partnerships, reflecting a healthy and straightforward collaborative ecosystem.
The University's Z-score of 0.145 is notably lower than the national average of 0.279, indicating more effective management of a risk that is common in the country. While the presence of any retractions suggests that pre-publication quality control mechanisms could be further enhanced, the lower rate compared to the national context points to a degree of institutional resilience. This differentiated performance suggests that while vulnerabilities in the integrity culture may exist, they are being moderated more effectively than in the broader national system.
The institution presents a Z-score of -1.170, a figure that contrasts sharply with the national average of 0.520. This demonstrates a clear preventive isolation from a risk dynamic observed elsewhere in the country. Such a low rate of self-citation is a strong indicator of scientific extroversion, suggesting the University's work is validated by the global community rather than within an internal 'echo chamber.' This avoids the risk of endogamous impact inflation and signals a healthy integration into international research conversations.
The University's Z-score of 5.732 is a critical red flag, drastically amplifying the medium-level risk seen in the national average of 1.099. This severe discrepancy indicates a systemic vulnerability in the selection of dissemination channels. A high proportion of output in journals that fail to meet international ethical or quality standards exposes the institution to severe reputational damage. This finding suggests an urgent and immediate need for intervention, including enhanced information literacy and due diligence policies to prevent the channeling of research into 'predatory' or low-quality venues.
With a Z-score of -1.193, the institution maintains a very low-risk profile, consistent with the low-risk national environment (Z-score -1.024). The absence of signals related to author list inflation suggests that, within the University's research context, authorship practices are transparent and accountable. This aligns with national standards and indicates that collaborative work is not being diluted by 'honorary' or political authorship, but rather reflects genuine contributions.
The institution's Z-score of 0.576 marks a moderate deviation from the national average of -0.292, showing a greater sensitivity to this risk factor than its peers. This positive gap suggests that the University's overall scientific prestige may be significantly dependent on collaborations where it does not exercise intellectual leadership. This is a sustainability risk, indicating that its impact is more exogenous than structural. This finding calls for a strategic reflection on building internal capacity to ensure that excellence metrics are a direct result of the institution's own research leadership.
The University's Z-score of -1.413 is exceptionally low, reinforcing a national context where this is also a low-risk indicator (Z-score -0.067). This low-profile consistency demonstrates an absence of risk signals associated with extreme individual publication volumes. It suggests a healthy institutional environment where the balance between quantity and quality is maintained, and there is no evidence of practices such as coercive authorship or authorship assigned without meaningful intellectual contribution.
The institution's Z-score of -0.268 shows near-perfect integrity synchrony with the national average of -0.250. This total alignment in a very low-risk environment indicates a strong commitment to external, independent peer review. By avoiding excessive dependence on in-house journals, the University mitigates potential conflicts of interest and academic endogamy, ensuring its scientific production is validated through standard competitive channels and enhancing its global visibility.
With a Z-score of -1.186, the University demonstrates a remarkable preventive isolation from the national trend, where redundant output is a medium-level risk (Z-score 0.720). This near-total absence of 'salami slicing' signals a robust institutional culture that values significant, coherent contributions over the artificial inflation of publication metrics. This practice upholds the integrity of the scientific record and shows a commitment to producing new knowledge rather than fragmenting data into minimal publishable units.