| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.081 | -0.927 |
|
Retracted Output
|
-0.484 | 0.279 |
|
Institutional Self-Citation
|
-0.277 | 0.520 |
|
Discontinued Journals Output
|
0.683 | 1.099 |
|
Hyperauthored Output
|
-1.215 | -1.024 |
|
Leadership Impact Gap
|
1.065 | -0.292 |
|
Hyperprolific Authors
|
-1.192 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
1.126 | 0.720 |
Charotar University of Science and Technology presents a robust scientific integrity profile, reflected in an overall score of -0.228. The institution demonstrates exceptional control in critical areas such as authorship practices and publication ethics, effectively insulating itself from national risk trends in retractions and self-citation. These strengths provide a solid foundation for its notable academic positioning, particularly in its leading research areas of Agricultural and Biological Sciences, Physics and Astronomy, and Environmental Science, as evidenced by SCImago Institutions Rankings data. However, three medium-risk indicators warrant strategic attention: a tendency to publish in discontinued journals, a significant gap between its overall impact and the impact of its own-led research, and a rate of redundant publications higher than the national average. While a specific mission statement was not available for analysis, these vulnerabilities could challenge the universal academic goals of fostering genuine intellectual leadership and producing original, high-impact knowledge. Addressing these specific areas will be crucial to ensure that institutional practices fully align with a commitment to excellence and long-term scientific sustainability, transforming a good integrity profile into an exemplary one.
The institution's Z-score is -1.081, while the national average is -0.927. This result indicates a complete operational silence regarding this risk, with the university showing an even lower incidence than the already minimal national baseline. This demonstrates an exemplary level of clarity in institutional credit attribution. While multiple affiliations can be legitimate, the complete absence of signals confirms that there are no practices in place that could be misinterpreted as strategic "affiliation shopping" to inflate institutional metrics, ensuring that research output is transparently and accurately credited.
The institution's Z-score is -0.484, in stark contrast to the national average of 0.279. This demonstrates a clear preventive isolation, where the university does not replicate the medium-risk dynamics observed in its national environment. A high rate of retractions can suggest systemic failures in pre-publication quality control. The institution's very low score indicates that its supervision and integrity mechanisms are robust and effective, successfully shielding it from the vulnerabilities that may lead to recurring malpractice or a lack of methodological rigor elsewhere in the country.
The institution's Z-score is -0.277, compared to a national average of 0.520. This showcases a notable institutional resilience, as its control mechanisms appear to successfully mitigate the systemic risks prevalent in the country. While a certain level of self-citation is natural, the national context shows a medium-level risk of creating 'echo chambers'. The institution's low score suggests its research lines maintain continuity without falling into scientific isolation, ensuring its work is validated by the broader scientific community and avoiding the risk of endogamous impact inflation.
The institution's Z-score is 0.683, while the national average is 1.099. Both the institution and the country show a medium-level risk, but the university's score suggests a more differentiated management of this issue. It appears to moderate a risk that is common nationally, indicating better due diligence in selecting publication channels than its peers. Nevertheless, a medium score is a critical alert. It indicates that a portion of its scientific production is being channeled through media that may not meet international ethical or quality standards, exposing the institution to reputational risks and suggesting a need to reinforce information literacy to avoid predatory practices.
The institution's Z-score is -1.215, compared to the national average of -1.024. The university demonstrates a low-profile consistency, with an absence of risk signals that aligns perfectly with the national standard. This very low score indicates that authorship practices are transparent and accountable. It serves as a positive signal that, within the institution, there is a clear distinction between necessary massive collaboration and potentially problematic 'honorary' or political authorship practices, ensuring that individual accountability is not diluted.
The institution's Z-score is 1.065, a moderate deviation from the national average of -0.292. This value indicates that the university shows a greater sensitivity to risk factors in this area than its national peers. The wide positive gap suggests that while the institution participates in high-impact research, its scientific prestige may be overly dependent on external partners rather than being driven by its own structural capacity. This signals a sustainability risk and invites a strategic reflection on how to convert participation in high-level collaborations into genuine intellectual leadership.
The institution's Z-score is -1.192, while the national average is -0.067. This result shows a very low-risk profile that is consistent with the low-risk national environment. The complete absence of signals related to hyperprolific authors is a positive indicator of a healthy balance between quantity and quality. It suggests that authorship is granted based on meaningful intellectual contribution, steering clear of risks such as coercive authorship or the inflation of publication lists, which prioritize metrics over the integrity of the scientific record.
The institution's Z-score is -0.268, which is in almost perfect alignment with the national average of -0.250. This integrity synchrony reflects a shared environment of maximum scientific security on this front. The very low score for both the institution and the country indicates a strong commitment to avoiding academic endogamy and the conflicts of interest that arise when an institution acts as both judge and party. This practice ensures that scientific production undergoes independent external peer review, fostering global visibility and competitive validation.
The institution's Z-score is 1.126, notably higher than the national average of 0.720. Although this risk is present systemically at a medium level across the country, the institution shows a higher exposure, suggesting it is more prone to these alert signals than its environment. This high value warns of a potential tendency to engage in 'salami slicing'—fragmenting coherent studies 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.
