| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.158 | -0.927 |
|
Retracted Output
|
-0.371 | 0.279 |
|
Institutional Self-Citation
|
0.924 | 0.520 |
|
Discontinued Journals Output
|
1.652 | 1.099 |
|
Hyperauthored Output
|
-1.375 | -1.024 |
|
Leadership Impact Gap
|
-1.756 | -0.292 |
|
Hyperprolific Authors
|
-0.213 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
4.231 | 0.720 |
Rajasthan Technical University demonstrates a generally positive scientific integrity profile, marked by significant strengths in operational autonomy and authorship practices. The institution exhibits very low-risk indicators in areas such as multiple affiliations, hyper-authorship, and reliance on institutional journals, often performing better than the national standard. This robust foundation is particularly evident in the minimal gap between its overall research impact and the impact of work under its direct leadership, signaling strong internal capacity. However, this profile is contrasted by critical vulnerabilities in publication strategy. A significant rate of redundant output (salami slicing) and a medium-to-high rate of publication in discontinued journals and institutional self-citation represent the primary areas of concern. These practices, if left unaddressed, could undermine the institution's commitment to quality and ethics as stated in its mission. The university's academic strengths, evidenced by its outstanding national ranking in Earth and Planetary Sciences (India #2) and strong positions in Mathematics and Engineering according to SCImago Institutions Rankings data, provide a solid platform for growth. To fully align its research practices with its mission of promoting innovation and ethical research, it is recommended that the university implement targeted training and policies focused on responsible publication conduct, particularly regarding output fragmentation and the selection of high-quality dissemination channels.
The institution presents a Z-score of -1.158, which is even lower than the national average of -0.927. This result indicates a complete absence of risk signals related to affiliation practices, positioning the university more securely than its national peers. While multiple affiliations can be a legitimate outcome of collaboration, the university's data shows no evidence of strategic attempts to inflate institutional credit or engage in “affiliation shopping,” reflecting a clear and transparent approach to academic attribution.
With a Z-score of -0.371, the institution maintains a low-risk profile, demonstrating notable resilience when compared to the country's medium-risk average of 0.279. This suggests that the university's internal control mechanisms are effectively mitigating the systemic risks observed at the national level. Retractions can sometimes signify responsible supervision and the correction of honest errors; in this context, the low rate indicates that quality control and methodological rigor are likely robust, preventing the kind of systemic failures that a higher rate would suggest.
The institution's Z-score for this indicator is 0.924, a medium-risk value that is notably higher than the national medium-risk average of 0.520. This suggests the university has a greater exposure to the risks associated with this practice than its peers. While a certain level of self-citation is natural, disproportionately high rates can signal concerning scientific isolation or 'echo chambers' where work is validated without sufficient external scrutiny. This value warns of a potential for endogamous impact inflation and suggests that the institution's academic influence may be oversized by internal dynamics rather than broader community recognition.
The university shows a Z-score of 1.652, a medium-risk signal that indicates a higher propensity for this practice compared to the national average of 1.099. This heightened exposure constitutes a critical alert regarding the due diligence applied in selecting dissemination channels. A high proportion of publications in such journals suggests that a significant portion of scientific output is being channeled through media that may not meet international ethical or quality standards. This exposes the institution to severe reputational risks and points to an urgent need for enhanced information literacy to avoid wasting resources on 'predatory' or low-quality practices.
With a Z-score of -1.375, the institution demonstrates a very low-risk profile, which is more robust than the country's low-risk average of -1.024. This absence of risk signals aligns well with national standards for research integrity. The data confirms that the university's publication patterns are not indicative of author list inflation or the dilution of individual accountability. This serves as a positive signal that authorship is awarded based on meaningful contribution rather than 'honorary' or political practices.
The institution's Z-score of -1.756 is in the very low-risk category, a significantly stronger result than the national low-risk average of -0.292. This indicates an exceptionally small gap between the impact of its overall output and that of the research it leads, signaling high scientific autonomy. This result suggests that the university's scientific prestige is structural and generated from within, not dependent on external partners. It reflects a mature research ecosystem where excellence metrics result from real internal capacity and intellectual leadership.
The institution's Z-score of -0.213 places it in the low-risk category, reflecting a more prudent profile than the national average of -0.067. This indicates that the university manages its authorship processes with greater rigor than the national standard. While high productivity can be legitimate, this controlled rate suggests a healthy balance between quantity and quality, effectively avoiding the risks associated with extreme publication volumes, such as coercive authorship or the assignment of credit without real participation, thereby protecting the integrity of its scientific record.
With a Z-score of -0.268, the institution is in perfect synchrony with the national average of -0.250, both of which fall into the very low-risk category. This total alignment with a secure national environment demonstrates that the university is not excessively dependent on its own journals for dissemination. This practice avoids potential conflicts of interest and the risk of academic endogamy, ensuring that its scientific production bypasses internal 'fast tracks' and is instead validated through independent, external peer review, thus maximizing its global visibility.
The institution's Z-score of 4.231 represents a significant risk, starkly contrasting with the country's medium-risk average of 0.720. This finding suggests that the university is amplifying a vulnerability already present in the national system, making it a critical area for intervention. This high value is a strong alert for the practice of data fragmentation or 'salami slicing,' where a coherent study is divided into minimal publishable units to artificially inflate productivity metrics. This practice not only distorts the available scientific evidence but also overburdens the review system, prioritizing volume over the generation of significant new knowledge and requires immediate review.
