| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.342 | -0.927 |
|
Retracted Output
|
-0.484 | 0.279 |
|
Institutional Self-Citation
|
2.278 | 0.520 |
|
Discontinued Journals Output
|
-0.223 | 1.099 |
|
Hyperauthored Output
|
-1.349 | -1.024 |
|
Leadership Impact Gap
|
-1.646 | -0.292 |
|
Hyperprolific Authors
|
0.450 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
0.016 | 0.720 |
The Indian Institute of Technology Patna demonstrates a robust overall integrity profile, reflected in a favorable global score of -0.341. This performance is anchored in significant strengths across multiple key areas, with very low risk signals in Rate of Multiple Affiliations, Rate of Retracted Output, Rate of Hyper-Authored Output, the gap in research leadership impact, and publication in institutional journals. These results indicate strong internal governance and a commitment to transparent practices. However, the analysis also highlights areas requiring strategic attention, specifically medium-risk levels in Institutional Self-Citation, Hyperprolific Authors, and Redundant Output. These vulnerabilities contrast with the institution's academic strengths, where it ranks prominently within India in thematic areas such as Arts and Humanities (rank 30), Computer Science (rank 37), and Mathematics (rank 37), according to SCImago Institutions Rankings data. While the institution's specific mission statement was not available for this analysis, these integrity indicators are fundamental to the universal mission of any higher education institution: the pursuit of excellence and social responsibility. The identified risks, if left unaddressed, could undermine these core values by creating a perception that metrics are prioritized over substantive scientific contribution. A proactive approach to reinforcing publication ethics and fostering external validation will be crucial to ensuring that the institution's operational integrity fully aligns with its demonstrated academic excellence.
The institution's Z-score of -1.342 is notably lower than the national average of -0.927. This result indicates a total operational silence regarding this risk indicator, with an absence of problematic signals that is even more pronounced than the already low national benchmark. This exceptionally low rate suggests that affiliations are declared with high precision and transparency. While multiple affiliations can be legitimate, the institution's profile shows no evidence of strategic "affiliation shopping" or attempts to artificially inflate institutional credit, reflecting clear and unambiguous research collaboration policies.
With a Z-score of -0.484, the institution exhibits a very low rate of retractions, in stark contrast to the country's medium-risk average of 0.279. This demonstrates a form of preventive isolation, where the institution does not replicate the risk dynamics observed in its national environment. This suggests that its quality control mechanisms and pre-publication supervision are effectively insulating it from the systemic vulnerabilities that may lead to higher retraction rates elsewhere. This strong performance indicates a healthy integrity culture that prevents recurring malpractice or significant methodological flaws, safeguarding its scientific record.
The institution presents a Z-score of 2.278, which, while within the medium-risk category shared by the national average of 0.520, is significantly higher. This indicates a high exposure to this particular risk, suggesting the center is more prone to these alert signals than its peers. A certain level of self-citation is natural, but this disproportionately high rate warns of potential scientific isolation or 'echo chambers' where work is validated internally without sufficient external scrutiny. This dynamic risks an endogamous inflation of impact, where academic influence may be oversized by internal citation practices rather than by broader recognition from the global scientific community.
The institution maintains a low-risk Z-score of -0.223, demonstrating institutional resilience against a national context showing a medium-risk average of 1.099. This suggests that its internal control mechanisms and researcher training are effectively mitigating a systemic risk prevalent in the country. By largely avoiding discontinued journals, the institution shows strong due diligence in selecting publication channels. This protects its reputation and ensures that research outputs are not channeled through media failing to meet international ethical or quality standards, thus avoiding the reputational damage and wasted resources associated with 'predatory' practices.
The institution's Z-score of -1.349 is in the very low-risk category, consistent with the country's low-risk profile (-1.024). This low-profile consistency shows that the absence of risk signals in this area aligns with the national standard. This indicates that authorship practices are generally transparent and accountable. The data suggests that, for this institution, extensive author lists are likely tied to legitimate, large-scale collaborations rather than to problematic practices like 'honorary' or political authorship, thus preserving the principle of individual accountability.
With a Z-score of -1.646, the institution shows a very low-risk profile, which is even stronger than the country's low-risk average of -0.292. This low-profile consistency, well below the national standard, signals excellent scientific autonomy and sustainability. The minimal gap indicates that the institution's scientific prestige is built upon its own structural capacity and intellectual leadership. This performance suggests that its high-impact research is not overly dependent on external partners, but is rather a result of genuine internal capabilities, which is a key indicator of long-term research sustainability.
The institution's Z-score of 0.450 places it in the medium-risk category, representing a moderate deviation from the national average, which stands at a low-risk -0.067. This suggests the institution has a greater sensitivity to risk factors encouraging extreme publication volumes than its national peers. This indicator serves as an alert to review the balance between quantity and quality. Extreme individual productivity can challenge the limits of meaningful intellectual contribution and may point to underlying risks such as coercive authorship or the assignment of credit without real participation, dynamics that prioritize metrics over the integrity of the scientific record.
The institution's Z-score of -0.268 is almost identical to the country's average of -0.250, with both falling into the very low-risk category. This demonstrates a perfect integrity synchrony and a total alignment with an environment of maximum scientific security. This shared commitment to avoiding excessive reliance on in-house journals mitigates potential conflicts of interest and academic endogamy. By prioritizing external, independent peer review, the institution ensures its research is validated through competitive international channels, enhancing its global visibility and credibility.
The institution's Z-score of 0.016 indicates a medium-risk level, a pattern that is also present at the national level (0.720). However, the institution's score is substantially lower than the country's average, pointing to a differentiated management of this risk. This suggests that while the practice of 'salami slicing'—fragmenting studies into minimal publishable units to inflate productivity—may exist, the institution moderates this behavior more effectively than its national peers. This reflects a better-than-average effort to prioritize the generation of significant new knowledge over the artificial inflation of publication volume.
