| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.375 | -0.927 |
|
Retracted Output
|
-0.306 | 0.279 |
|
Institutional Self-Citation
|
3.592 | 0.520 |
|
Discontinued Journals Output
|
4.124 | 1.099 |
|
Hyperauthored Output
|
-1.333 | -1.024 |
|
Leadership Impact Gap
|
-4.261 | -0.292 |
|
Hyperprolific Authors
|
0.053 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
0.284 | 0.720 |
Rama Devi Women's University presents a polarized scientific integrity profile, characterized by areas of exceptional control alongside significant, concentrated risks. With an overall score of 0.488, the institution demonstrates robust governance in key areas such as affiliation management, authorship transparency, and the generation of self-led impactful research, often outperforming national standards. However, this strong foundation is critically undermined by significant alerts in Institutional Self-Citation and publication in Discontinued Journals, which require immediate strategic intervention. The university's thematic strengths are remarkable, particularly its world-class standing in Environmental Science (ranked 2nd in India) and a solid position in Computer Science (ranked 340th in India), according to SCImago Institutions Rankings data. Although the institution's specific mission was not available for this analysis, the identified high-risk practices directly conflict with the universal academic goals of excellence and social responsibility. Inflating impact through self-citation or channeling valuable research into predatory outlets compromises the credibility of the university's outstanding scientific contributions. To secure its reputation and build upon its clear thematic leadership, it is recommended that the university focuses decisively on mitigating these specific vulnerabilities through enhanced training, stricter publication policies, and a renewed commitment to external validation.
The institution exhibits a Z-score of -1.375, which is even lower than the national average of -0.927. This result indicates a state of total operational silence regarding this risk indicator. The complete absence of problematic signals, even when compared to an already low-risk national environment, suggests that the university's affiliation policies are clear, transparent, and effectively implemented. While multiple affiliations can be legitimate, the institution's data shows no evidence of strategic attempts to inflate institutional credit or engage in “affiliation shopping,” reflecting a highly controlled and unambiguous approach to academic collaboration.
With a Z-score of -0.306, the institution maintains a low-risk profile that contrasts favorably with the medium-risk level observed nationally (Z-score: 0.279). This demonstrates a notable degree of institutional resilience, suggesting that internal quality control mechanisms are successfully mitigating the systemic risks present in the wider environment. Retractions can be complex, but a low rate like this points towards effective pre-publication review and responsible supervision, indicating that the university's integrity culture is robust enough to prevent the kind of recurring methodological or ethical failures that might lead to a higher retraction rate.
The institution's Z-score of 3.592 is at a significant risk level, starkly accentuating the vulnerability present in the national system, which sits at a medium-risk Z-score of 0.520. This disparity suggests the university is amplifying a national tendency towards insular citation practices. While some self-citation is natural, this disproportionately high rate signals a concerning scientific isolation or an 'echo chamber' where work is validated internally without sufficient external scrutiny. This practice creates a serious risk of endogamous impact inflation, where the institution's perceived academic influence may be oversized by internal dynamics rather than genuine recognition from the global scientific community, demanding an urgent review of its citation patterns.
The university shows a Z-score of 4.124, a significant risk level that dramatically amplifies the medium-risk trend seen across the country (Z-score: 1.099). This finding constitutes a critical alert regarding the due diligence applied in selecting dissemination channels. Such a high score indicates that a substantial portion of the institution's research is being channeled through publications that fail to meet international ethical or quality standards. This exposes the university to severe reputational damage and suggests an urgent need to improve information literacy among its researchers to avoid wasting intellectual and financial resources on 'predatory' or low-quality publishing practices.
The institution's Z-score of -1.333 places it in the very low-risk category, consistent with the low-risk national standard (Z-score: -1.024). This low-profile consistency demonstrates that the university's authorship practices are well-aligned with international norms. The absence of risk signals in this area suggests that, outside of legitimate 'Big Science' collaborations, the institution effectively avoids author list inflation. This reflects a culture where authorship is tied to meaningful contribution, thereby maintaining individual accountability and transparency in its research output.
With an exceptionally low Z-score of -4.261, the institution demonstrates a strong positive profile, far exceeding the low-risk national benchmark (Z-score: -0.292). This result indicates an absence of risk and signals a high degree of scientific autonomy and sustainability. The data suggests that the university's scientific prestige is not dependent on external partners but is instead driven by research where its own academics exercise intellectual leadership. This reflects a robust internal capacity for generating high-impact work, a key indicator of a mature and self-sufficient research ecosystem.
The institution's Z-score of 0.053 corresponds to a medium risk level, representing a moderate deviation from the low-risk national standard (Z-score: -0.067). This indicates that the university shows a greater sensitivity to factors that encourage extreme publication volumes compared to its national peers. While high productivity can be legitimate, this signal warrants a review to ensure a proper balance between quantity and quality. It alerts to potential risks such as coercive authorship or the assignment of authorship without real participation—dynamics that prioritize metric accumulation over the integrity of the scientific record.
The institution's Z-score of -0.268 is almost perfectly aligned with the country's Z-score of -0.250, with both at a very low-risk level. This integrity synchrony demonstrates a total alignment with a secure national environment. The data confirms that the university does not excessively depend on its own journals for dissemination, thereby avoiding potential conflicts of interest where an institution acts as both judge and party. This practice ensures its research undergoes independent external peer review, reinforcing its global visibility and commitment to standard competitive validation.
With a Z-score of 0.284, the institution is positioned at a medium risk level, yet it demonstrates differentiated management compared to the national average (Z-score: 0.720). Although the risk of redundant publication is present, the university appears to moderate this practice more effectively than its peers across the country. This suggests that while some researchers may be engaging in data fragmentation or 'salami slicing' to inflate productivity, the institution's overall control mechanisms are containing this behavior better than the systemic national pattern, indicating a more rigorous oversight of publication ethics.