| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.943 | -0.927 |
|
Retracted Output
|
-0.212 | 0.279 |
|
Institutional Self-Citation
|
-0.020 | 0.520 |
|
Discontinued Journals Output
|
2.990 | 1.099 |
|
Hyperauthored Output
|
-1.368 | -1.024 |
|
Leadership Impact Gap
|
-1.475 | -0.292 |
|
Hyperprolific Authors
|
-1.053 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
0.895 | 0.720 |
Rashtreeya Vidyalaya College of Engineering demonstrates a robust overall scientific integrity profile, reflected in a low aggregate risk score of 0.210. The institution exhibits exceptional governance in multiple key areas, including a near-zero risk in multiple affiliations, hyper-authorship, and dependency on external collaborations for impact. Furthermore, it effectively mitigates national trends in retractions and institutional self-citation, showcasing superior control mechanisms. However, this strong performance is contrasted by two significant vulnerabilities: a critical rate of publication in discontinued journals and a high exposure to redundant or 'salami-sliced' output. These weaknesses present a direct challenge to the institution's mission of achieving "leadership in quality technical education, interdisciplinary research & innovation." While its excellence is evident in its Top 10 national rankings in high-impact fields like Energy and Physics and Astronomy, the identified integrity gaps, particularly the reliance on low-quality publication channels, risk undermining the credibility of this leadership. To fully align its practices with its mission, it is recommended that the institution implement targeted training on publication ethics and strengthen authorship guidelines, thereby ensuring its operational integrity matches its academic excellence.
The institution's Z-score of -0.943 is almost identical to the national average of -0.927, indicating a complete and reassuring alignment with an environment of maximum scientific security. This operational silence in risk signals demonstrates a stable and transparent approach to collaborative acknowledgments, confirming that affiliations are managed legitimately and are not used as a strategic tool to inflate institutional credit through practices like “affiliation shopping.”
The institution displays a low risk profile (Z-score: -0.212) in stark contrast to the medium risk observed nationally (Z-score: 0.279), demonstrating notable institutional resilience. This suggests that internal quality control and supervisory mechanisms are effectively mitigating the systemic risks present in the wider environment. The low rate of retractions is a positive sign that pre-publication checks are robust, preventing the kind of recurring methodological errors or potential malpractice that could otherwise compromise the institution's culture of integrity.
With a Z-score of -0.020, the institution shows a low rate of self-citation, showcasing strong resilience against the medium-risk trend seen across the country (Z-score: 0.520). This favorable position indicates that the institution's research is validated by the broader external scientific community, successfully avoiding the formation of insular 'echo chambers.' The data suggests that the institution's academic influence is built on global recognition rather than being artificially inflated by endogamous internal dynamics.
The institution's Z-score of 2.990 is a significant alert, indicating that it markedly amplifies the vulnerabilities already present in the national system (Z-score: 1.099). This high proportion of publications in discontinued journals constitutes a critical warning regarding due diligence in selecting dissemination channels. This practice exposes the institution to severe reputational risks, suggesting that a significant portion of its scientific output is channeled through media that fail to meet international ethical or quality standards. An urgent focus on information literacy is needed to prevent the misallocation of research efforts into 'predatory' or low-quality venues.
The institution maintains a very low-risk profile (Z-score: -1.368) in hyper-authorship, a position that is even more conservative than the low-risk national standard (Z-score: -1.024). This absence of risk signals aligns with national norms and suggests that authorship practices are well-regulated. The data indicates a healthy distinction between necessary large-scale collaboration and the potential for author list inflation, thereby upholding individual accountability and transparency in its research contributions.
With a Z-score of -1.475, the institution shows a very low gap between its overall impact and the impact of research where it holds a leadership role, performing significantly better than the national context (Z-score: -0.292). This result is a strong indicator of scientific autonomy and sustainability. It demonstrates that the institution's prestige is built on genuine internal capacity and intellectual leadership, rather than being dependent on the contributions of external partners for its scientific standing.
The institution's Z-score of -1.053 indicates a very low incidence of hyperprolific authors, aligning with the low-risk national environment (Z-score: -0.067) and demonstrating sound academic governance. This lack of extreme individual publication volumes suggests a healthy balance between quantity and quality. It effectively mitigates risks associated with coercive or honorary authorship, ensuring that credit is assigned for meaningful intellectual contributions and upholding the integrity of the scientific record.
The institution's Z-score (-0.268) is virtually identical to the national average (-0.250), reflecting a complete alignment with a secure national environment in this regard. This indicates that there is no over-reliance on in-house journals, thus avoiding potential conflicts of interest where the institution might act as both judge and party. The data confirms that scientific production is appropriately channeled through external, independent peer-review processes, ensuring global visibility and competitive validation.
The institution's Z-score of 0.895 places it at a medium risk level, showing a higher exposure to this issue than the national average (Z-score: 0.720). This value serves as an alert for the potential practice of dividing coherent studies into minimal publishable units to artificially inflate productivity metrics. Such data fragmentation, or 'salami slicing,' can distort the scientific evidence base and overburden the peer-review system. This finding suggests a need to review publication strategies to ensure that the focus remains on generating significant new knowledge rather than maximizing output volume.
