| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.345 | -0.927 |
|
Retracted Output
|
1.469 | 0.279 |
|
Institutional Self-Citation
|
1.617 | 0.520 |
|
Discontinued Journals Output
|
3.067 | 1.099 |
|
Hyperauthored Output
|
-1.178 | -1.024 |
|
Leadership Impact Gap
|
-0.623 | -0.292 |
|
Hyperprolific Authors
|
0.765 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
1.829 | 0.720 |
Siksha O Anusandhan University presents a complex integrity profile, with an overall risk score of 1.052 that reflects a combination of exemplary governance in certain areas and critical vulnerabilities in others. The institution demonstrates significant strengths in maintaining low rates of multiple affiliations, hyper-authored output, and publication in institutional journals, indicating robust policies on authorship and affiliation transparency. However, these strengths are offset by significant risks in the Rate of Retracted Output and the Rate of Output in Discontinued Journals, complemented by medium-risk alerts for self-citation, hyperprolific authors, and redundant publications. According to SCImago Institutions Rankings data, the university has established notable national leadership in key thematic areas, including Dentistry (ranked 13th in India), Chemistry (20th), Earth and Planetary Sciences (26th), and Mathematics (32nd). The identified risks, particularly those related to publication quality and integrity, directly challenge the institution's mission to foster "responsible" and "enlightened" citizens and to "conduct scholarship that improve the human condition." To safeguard its academic reputation and the societal impact of its strongest research fields, it is recommended that the university prioritize the development of enhanced quality assurance mechanisms and a comprehensive research integrity training program, ensuring its operational practices fully align with its stated mission of excellence and social responsibility.
The institution exhibits an exceptionally low risk in this area, with a Z-score of -1.345, which is even more favorable than the already minimal national average of -0.927. This demonstrates a complete absence of risk signals related to the strategic inflation of institutional credit. The data suggests that the university's affiliation practices are remarkably clear and transparent, operating well below the national baseline and effectively avoiding any ambiguity that could arise from "affiliation shopping."
A significant alert is raised by the institution's Z-score of 1.469 for retracted publications, a value that sharply contrasts with the national medium-risk score of 0.279. This finding suggests that the university is amplifying a vulnerability present in the national system. Retractions are complex, but a rate this far above the average indicates that pre-publication quality control mechanisms may be failing systemically. This is a critical warning about the institution's integrity culture, pointing to possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to protect its scientific credibility.
With a Z-score of 1.617, the institution shows a medium-risk level for self-citation, notably higher than the national average of 0.520, which is also in the medium-risk category. This indicates that the university is more exposed to the risks of scientific insularity than its national peers. Such a disproportionately high rate can signal the formation of 'echo chambers' where research is validated internally without sufficient external scrutiny. This practice warns of a potential for endogamous impact inflation, where the institution's academic influence might be oversized by internal dynamics rather than by recognition from the global scientific community.
The institution's Z-score of 3.067 for publications in discontinued journals represents a critical alert, significantly amplifying the medium-risk trend observed at the national level (1.099). This extremely high value indicates a systemic issue in the due diligence applied to selecting dissemination channels. It suggests that a significant portion of the university's scientific output is being channeled through media that do not meet international ethical or quality standards. This practice exposes the institution to severe reputational risks and signals an urgent need to implement information literacy programs to prevent the misallocation of research efforts and resources into 'predatory' or low-quality venues.
The university demonstrates excellent control over authorship practices, with a Z-score of -1.178, positioning it in a very low-risk category and surpassing the low-risk national standard (-1.024). This absence of risk signals aligns with a national context that is already well-managed. It indicates that the institution maintains clear and transparent authorship policies, effectively distinguishing between legitimate large-scale collaborations and questionable practices like 'honorary' authorship, thereby preserving individual accountability and the integrity of its research contributions.
The institution maintains a prudent and sustainable research profile, with a Z-score of -0.623, which is more favorable than the national average of -0.292. Both scores fall within a low-risk range, but the university's performance indicates it manages its collaborative processes with greater rigor than the national standard. This suggests that its scientific prestige is built upon strong internal capacity and intellectual leadership, rather than being overly dependent on external partners for impact. This healthy balance points to a sustainable model for research excellence.
The institution's Z-score of 0.765 places it at a medium-risk level for hyperprolific authorship, representing a moderate deviation from the low-risk national standard of -0.067. This suggests the university has a greater sensitivity to risk factors associated with extreme publication volumes than its peers. A high indicator in this area alerts to potential imbalances between quantity and quality, pointing to risks such as coercive authorship, data fragmentation, or the assignment of authorship without meaningful participation—dynamics that prioritize metrics over the integrity of the scientific record and warrant internal review.
The university's practices are in total alignment with a national environment of maximum scientific security, showing a Z-score of -0.268, which is statistically identical to the national average of -0.250. This integrity synchrony indicates a minimal reliance on in-house journals for dissemination. By avoiding potential conflicts of interest and academic endogamy, the institution ensures its research undergoes independent external peer review, thereby strengthening its credibility and enhancing its global visibility.
With a Z-score of 1.829, the institution shows a high exposure to redundant publications, a figure significantly greater than the national average of 0.720, although both fall within the medium-risk category. This suggests the university is more prone than its peers to practices like 'salami slicing,' where a single study is fragmented into minimal publishable units to artificially inflate productivity metrics. This practice not only distorts the scientific evidence base but also overburdens the peer-review system, signaling a need to reinforce policies that prioritize the communication of significant, coherent knowledge over sheer publication volume.