| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.091 | -0.927 |
|
Retracted Output
|
-0.315 | 0.279 |
|
Institutional Self-Citation
|
0.834 | 0.520 |
|
Discontinued Journals Output
|
-0.065 | 1.099 |
|
Hyperauthored Output
|
-1.307 | -1.024 |
|
Leadership Impact Gap
|
-1.703 | -0.292 |
|
Hyperprolific Authors
|
-0.669 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
0.682 | 0.720 |
The National Institute of Technology Rourkela demonstrates a robust scientific integrity profile, with an overall risk score of -0.385 that indicates a performance significantly healthier than the global average. The institution's primary strengths lie in its exceptionally low rates of hyper-authorship, multiple affiliations, and its minimal dependency on external collaborations for impact, showcasing strong internal research leadership. However, areas requiring strategic attention include a medium-risk level for institutional self-citation, which exceeds the national average, and a rate of redundant output that mirrors a systemic national trend. These findings are particularly relevant given the institution's outstanding national rankings in key thematic areas such as Environmental Science (ranked 27th in India), Social Sciences (29th), and Mathematics (30th), according to SCImago Institutions Rankings data. While the overall integrity is high, the identified risks of potential academic endogamy and data fragmentation could subtly undermine the core mission "to advance and spread knowledge...for the welfare of humanity" by limiting external validation and prioritizing quantity over novel contributions. A proactive focus on mitigating these specific vulnerabilities will ensure the institution's operational practices fully align with its commitment to generating globally impactful and socially responsible knowledge.
The institution presents a Z-score of -1.091, a value that signals a complete absence of risk and is even more favorable than the national average of -0.927. This result indicates total operational silence in this area, suggesting that the institution's affiliation practices are exceptionally clear and well-managed, avoiding any signals of strategic manipulation. While multiple affiliations can be legitimate, disproportionately high rates can sometimes point to attempts to inflate institutional credit. The institute's extremely low score confirms its adherence to transparent and unambiguous authorship and affiliation standards, setting a benchmark for integrity even within a low-risk national context.
With a Z-score of -0.315, the institution demonstrates a low risk of retracted publications, contrasting sharply with the medium-risk national average of 0.279. This disparity highlights a notable institutional resilience, where internal quality control mechanisms appear to be successfully mitigating the systemic risks observed across the country. Retractions can result from honest errors, but a high rate often suggests systemic failures in pre-publication review. The institute's favorable score indicates that its supervision and methodological rigor are effective, acting as a firewall against the vulnerabilities that lead to higher retraction rates elsewhere and reinforcing its commitment to a culture of integrity.
The institution's Z-score for this indicator is 0.834, a medium-risk value that is notably higher than the national average of 0.520. This suggests a high exposure to this particular risk factor, where the institute is more prone than its national peers to cite its own work. While some self-citation is natural for specialized research lines, disproportionately high rates can signal scientific isolation or 'echo chambers' that inflate impact through internal validation rather than external scrutiny. This elevated score warns of a potential for endogamous impact inflation and suggests a need to encourage broader engagement with the global scientific community to ensure its academic influence is externally validated.
The institution shows a low-risk Z-score of -0.065, which is significantly healthier than the medium-risk national average of 1.099. This demonstrates strong institutional resilience, as its researchers appear to effectively avoid the problematic publication channels that pose a systemic risk at the country level. A high proportion of output in discontinued journals is a critical alert regarding due diligence in selecting dissemination media, often pointing to engagement with predatory or low-quality publishers. The institute's low score indicates that its researchers exercise sound judgment, protecting institutional resources and reputation from the risks associated with substandard publication practices.
With an exceptionally low Z-score of -1.307 compared to the country's low-risk score of -1.024, the institution demonstrates a low-profile consistency in its authorship practices. This alignment with, and improvement upon, the national standard shows a clear absence of risk signals related to authorship inflation. Outside of "Big Science" contexts, high rates of hyper-authorship can dilute individual accountability and suggest the presence of 'honorary' authors. The institute's very low score confirms that its authorship criteria are transparent and merit-based, reflecting genuine collaboration rather than metric-driven inflation.
The institution's Z-score of -1.703 is in the very low-risk category, standing in stark contrast to the country's low-risk score of -0.292. This result signifies a low-profile consistency, where the absence of a significant impact gap aligns with a healthy research ecosystem. A wide positive gap can signal a dependency on external partners for prestige, suggesting that excellence is exogenous rather than a result of internal capacity. The institute's score indicates the opposite: its scientific impact is structurally sound and driven by its own intellectual leadership, demonstrating a sustainable and self-sufficient model of research excellence.
The institution's Z-score of -0.669 places it in the low-risk category, reflecting a more prudent profile than the national average of -0.067. This indicates that the institution manages its research processes with greater rigor than the national standard, effectively curbing extreme publication volumes. While high productivity can be legitimate, hyperprolificacy often challenges the limits of meaningful intellectual contribution and can signal risks like coercive authorship or 'salami slicing.' The institute's controlled, lower-than-average score suggests a healthy balance between productivity and quality, prioritizing the integrity of the scientific record over sheer volume.
The institution's Z-score of -0.268 is almost identical to the national average of -0.250, both falling within the very low-risk range. This reflects an integrity synchrony, showing total alignment with a national environment of maximum scientific security in this area. Excessive dependence on in-house journals can create conflicts of interest and academic endogamy, allowing research to bypass rigorous external peer review. The institute's negligible rate of publication in its own journals confirms its commitment to global standards of validation and visibility, ensuring its scientific output is vetted by the international community.
The institution has a Z-score of 0.682, a medium-risk value that is nearly identical to the national average of 0.720. This alignment suggests the institution is reflecting a systemic pattern, where practices leading to redundant publications may be influenced by shared evaluation criteria or norms at a national level. This indicator alerts to 'salami slicing,' where a single study is fragmented into minimal publishable units to inflate productivity metrics. This practice distorts the scientific evidence base and overburdens the review system. The score indicates a need to review internal incentives to ensure they promote significant new knowledge over publication volume.