| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.473 | -0.927 |
|
Retracted Output
|
-0.371 | 0.279 |
|
Institutional Self-Citation
|
0.516 | 0.520 |
|
Discontinued Journals Output
|
0.830 | 1.099 |
|
Hyperauthored Output
|
-1.273 | -1.024 |
|
Leadership Impact Gap
|
-1.998 | -0.292 |
|
Hyperprolific Authors
|
-0.343 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-1.186 | 0.720 |
Rajagiri College of Social Sciences demonstrates a robust scientific integrity profile, marked by significant strengths in research autonomy and ethical publication practices. With an overall risk score of -0.156, the institution showcases exceptional performance in areas such as intellectual leadership, authorship transparency, and the avoidance of redundant publications, which serve as a bulwark against some of the systemic risks prevalent in the national context. However, this strong foundation is contrasted by medium-risk signals in multiple affiliations, institutional self-citation, and publication in discontinued journals, which require strategic attention. The College's recognized research activity in key areas, including Social Sciences, Economics, Econometrics and Finance, and various Biological Sciences, as per SCImago Institutions Rankings data, provides a solid platform for growth. To fully embody its mission of fostering individuals with "righteousness and courage of conviction," it is crucial to address the identified vulnerabilities. Practices that could be perceived as inflating institutional credit or creating academic echo chambers are misaligned with these core values. By proactively managing these risks, the College can ensure its operational practices are in complete harmony with its ethical mission, solidifying its reputation for excellence and social responsibility.
The institution presents a Z-score of 0.473, a figure that stands in sharp contrast to the national average of -0.927. This discrepancy signals an unusual level of activity for the national standard and triggers a monitoring alert. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the institution's significantly higher rate compared to a country-level context with virtually no such signals warrants a review of its causes. This pattern could suggest that the institution's researchers are engaging in strategic attempts to inflate institutional credit through "affiliation shopping," a practice that would require internal verification to ensure all declared affiliations are substantive and transparent.
With a Z-score of -0.371, the institution demonstrates a lower rate of retractions compared to the national average of 0.279. This positive differential suggests a high degree of institutional resilience, where internal control mechanisms appear to successfully mitigate the systemic risks observed elsewhere in the country. Retractions can be complex, but a low rate in a medium-risk environment indicates that the College's quality control and supervision mechanisms prior to publication are effective. This performance points to a healthy integrity culture that prevents the kind of recurring methodological or ethical failures that may be more common nationally.
The institution's Z-score for self-citation is 0.516, which is nearly identical to the national average of 0.520. This alignment indicates that the College's behavior reflects a systemic pattern common throughout the country's research ecosystem. A certain level of self-citation is natural to show research continuity, but the shared medium-risk level suggests a broader tendency towards scientific isolation. This practice carries the risk of creating 'echo chambers' where work is validated internally without sufficient external scrutiny, potentially leading to an endogamous inflation of impact that is not reflective of recognition by the global scientific community.
The institution's Z-score of 0.830 is notably lower than the national average of 1.099, although both fall within a medium-risk range. This suggests a form of differentiated management, where the College is actively moderating a risk that appears more pronounced across the country. Publishing in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. The College's better-than-average performance indicates more effective vetting of publication venues, yet the existing score highlights a continued need for enhanced information literacy to completely avoid channeling research into media that fail to meet international quality standards and pose a reputational risk.
The institution exhibits a Z-score of -1.273, a very low value that is even more favorable than the country's low-risk average of -1.024. This demonstrates a low-profile consistency, where the complete absence of risk signals aligns with, and improves upon, the national standard. This score indicates that the institution is not prone to author list inflation, a practice that can dilute individual accountability. The data suggests a culture of transparency and meaningful contribution in authorship, steering clear of 'honorary' or political attributions and reinforcing the integrity of its collaborative work.
With a Z-score of -1.998, the institution shows an exceptionally low gap, performing significantly better than the national average of -0.292. This near-absence of a gap is a strong indicator of intellectual autonomy and aligns perfectly with a low-risk national context. It demonstrates that the institution's scientific prestige is structural and not dependent on external partners for impact. The high quality of research led directly by the College's own authors confirms that its excellence metrics are the result of genuine internal capacity, showcasing true scientific leadership rather than strategic positioning in collaborations.
The institution's Z-score of -0.343 is considerably lower than the national average of -0.067, positioning it with a more prudent profile within a low-risk national context. This indicates that the College manages its research processes with greater rigor than the national standard. By maintaining a low rate of hyperprolific authors, the institution effectively avoids the associated risks, such as potential imbalances between quantity and quality or coercive authorship dynamics. This focus on sustainable and meaningful intellectual contribution over sheer volume reinforces the integrity of its scientific record.
The institution's Z-score of -0.268 is almost identical to the national average of -0.250, demonstrating integrity synchrony and total alignment with a national environment of maximum scientific security. This very low rate shows that the College does not rely on its own journals for publication, thereby avoiding potential conflicts of interest and academic endogamy. By consistently seeking independent external peer review for its research, the institution ensures its scientific production is validated against global standards, enhancing its visibility and credibility.
The institution records an exceptionally low Z-score of -1.186, in stark contrast to the medium-risk national average of 0.720. This demonstrates a clear case of preventive isolation, where the College does not replicate the risk dynamics prevalent in its environment. A high rate of redundant output often indicates 'salami slicing'—artificially inflating productivity by fragmenting studies. The institution's very low score signals a strong commitment to publishing coherent, significant new knowledge, thereby upholding the integrity of the scientific record and avoiding practices that overburden the peer-review system.
