| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.454 | -0.927 |
|
Retracted Output
|
1.704 | 0.279 |
|
Institutional Self-Citation
|
0.471 | 0.520 |
|
Discontinued Journals Output
|
0.586 | 1.099 |
|
Hyperauthored Output
|
-1.379 | -1.024 |
|
Leadership Impact Gap
|
-1.915 | -0.292 |
|
Hyperprolific Authors
|
-1.229 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
1.139 | 0.720 |
The National Institute of Technology Raipur demonstrates a robust integrity profile, marked by a low overall risk score (0.249) and exceptional performance in key areas of research governance. The institution exhibits particular strength in fostering intellectual leadership, as evidenced by a minimal gap between its overall impact and the impact of its self-led research. This is complemented by a very low incidence of hyper-authorship, hyper-prolific authors, and multiple affiliations, indicating a culture that prioritizes substantive contribution over metric inflation. These strengths are reflected in its strong national standing in thematic areas such as Computer Science, Mathematics, Energy, and Social Sciences, according to SCImago Institutions Rankings data. However, this solid foundation is challenged by a significant rate of retracted publications and a medium-to-high rate of redundant output, which directly conflict with the institutional mission to cultivate "professional excellence driven by human values." These integrity risks, if left unaddressed, could undermine the credibility of its academic achievements and its commitment to moulding "rational thinking engineers." Therefore, it is recommended that the institution leverage its clear governance strengths to implement targeted quality control and research ethics training, ensuring its operational practices fully align with its aspirational mission.
The institution shows a complete absence of risk signals related to multiple affiliations, with a Z-score of -1.454 that is even lower than the already minimal national average of -0.927. This indicates total operational silence in this area, suggesting that affiliations are managed with exceptional clarity and purpose. The data points to a transparent and legitimate reflection of researcher mobility and collaboration, fully aligned with best practices in scientific integrity, rather than any strategic attempt to inflate institutional credit.
A significant alert is raised by the institution's Z-score of 1.704 for retracted output, which sharply accentuates the vulnerabilities already present in the national system (Z-score 0.279). This severe deviation suggests that the institution's pre-publication quality control mechanisms may be failing systemically. While some retractions reflect honest error correction, a rate this far above the norm points to a potential vulnerability in the institutional integrity culture. This finding indicates a risk of recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to protect the institution's scientific reputation.
The institution's rate of self-citation (Z-score 0.471) is closely aligned with the national average (Z-score 0.520), indicating that its practices reflect a systemic pattern common throughout the country. This level of self-citation is not in itself a critical alarm, but it warrants observation. While a certain degree is natural for established research lines, it is important to ensure this does not evolve into a scientific 'echo chamber' where work is validated without sufficient external scrutiny. The current alignment suggests that the risk of endogamous impact inflation is consistent with the national context rather than being a unique institutional issue.
With a Z-score of 0.586, the institution demonstrates effective, differentiated management of publication channels compared to the national context, which shows a higher risk level (Z-score 1.099). This suggests the institution is successfully moderating a risk that appears more common in the country. A high proportion of output in discontinued journals can be a critical alert regarding due diligence, but the institution's lower score indicates a more discerning approach to selecting publication venues, thereby mitigating reputational risks associated with predatory or low-quality practices.
The institution maintains a very low-profile consistency regarding hyper-authored publications, with a Z-score of -1.379 that is well within the low-risk national standard (Z-score -1.024). The complete absence of risk signals in this area confirms that authorship practices are well-governed. This indicates that the institution effectively distinguishes between necessary large-scale collaboration and problematic practices like author list inflation or 'honorary' authorships, thereby upholding individual accountability and transparency in its research output.
The institution demonstrates exceptional strength in its research leadership, with a Z-score of -1.915 that significantly outperforms the low-risk national benchmark (-0.292). This highly negative value indicates that the impact of research led by the institution's own authors is substantially higher than its overall collaborative impact. This is a clear sign of strong internal capacity and intellectual independence, countering the risk of a prestige dependent on external partners. The data confirms that the institution's excellence is structural and endogenous, not merely the result of strategic positioning in collaborations.
The institution shows no signs of risk related to hyperprolific authors, with a Z-score of -1.229 that aligns with the low-risk national environment (Z-score -0.067). This absence of extreme individual publication volumes suggests a healthy balance between productivity and quality. It indicates that the institutional culture does not encourage practices such as coercive authorship or data fragmentation, instead prioritizing the integrity of the scientific record and meaningful intellectual contributions over sheer publication counts.
The institution exhibits integrity synchrony with its national peers regarding publication in institutional journals, with its Z-score of -0.268 being in total alignment with the country's secure environment (Z-score -0.250). This very low rate demonstrates that the institution is not overly reliant on its own journals, thus avoiding potential conflicts of interest and academic endogamy. By favoring external, independent peer review, the institution ensures its research undergoes standard competitive validation, enhancing its global visibility and credibility.
The institution shows a high exposure to redundant publication practices, with a Z-score of 1.139 that is notably higher than the national average of 0.720. This suggests the center is more prone than its peers to showing alert signals for 'salami slicing.' This practice, where a single study is fragmented into minimal publishable units to inflate productivity metrics, distorts the scientific evidence base. The elevated score warrants a review of authorship guidelines and research ethics training to ensure that the pursuit of volume does not compromise the generation of significant new knowledge.
