| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.392 | -0.927 |
|
Retracted Output
|
-0.080 | 0.279 |
|
Institutional Self-Citation
|
2.309 | 0.520 |
|
Discontinued Journals Output
|
0.634 | 1.099 |
|
Hyperauthored Output
|
-1.298 | -1.024 |
|
Leadership Impact Gap
|
-1.155 | -0.292 |
|
Hyperprolific Authors
|
-0.146 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
0.858 | 0.720 |
The University of Burdwan presents a balanced scientific integrity profile, with an overall risk score of -0.042, indicating a performance that is generally aligned with expected standards. The institution demonstrates significant strengths and robust control in areas such as the Rate of Multiple Affiliations, Rate of Hyper-Authored Output, and the Gap between total and leader-authored impact, all of which register at very low risk levels. These results point to a solid foundation in authorship transparency and intellectual autonomy. However, areas requiring strategic attention have been identified, particularly the Rate of Institutional Self-Citation and the Rate of Redundant Output, which show a higher exposure to risk than the national average. According to SCImago Institutions Rankings data, the university's strongest thematic areas include Economics, Econometrics and Finance (ranked 60th in India), Energy (63rd), and Business, Management and Accounting (65th). The identified risks, especially the tendency towards insular citation patterns and publication fragmentation, could potentially undermine the institution's mission to "achieve excellence" and create a "vibrant knowledge pool." Such practices challenge the principle of external validation essential for true excellence and may contradict the goal of empowering its community through a globally consonant heritage. To fully realize its strategic vision, the University should leverage its foundational strengths to address these vulnerabilities, thereby ensuring its operational practices are in complete harmony with its stated mission of academic leadership and social responsibility.
The institution's Z-score of -1.392 is significantly lower than the national average of -0.927. This result signals a complete absence of risk indicators in this area, positioning the university as a benchmark of good practice even within a country context that already has very low risk. While multiple affiliations can be legitimate, the university's exceptionally low rate provides strong evidence that its researchers are not engaging in strategic "affiliation shopping" to artificially inflate institutional credit, reflecting clear and transparent affiliation policies.
With a Z-score of -0.080, the institution maintains a low-risk profile, in stark contrast to the medium-risk national average of 0.279. This demonstrates notable institutional resilience, suggesting that internal quality control and supervision mechanisms are effectively mitigating the systemic risks observed elsewhere in the country. A high rate of retractions can indicate a failure in pre-publication checks; however, the university's performance suggests a responsible and effective culture of integrity, where potential errors are managed proactively, safeguarding the scientific record.
The institution exhibits a Z-score of 2.309, which is considerably higher than the national average of 0.520, although both fall within the medium-risk category. This indicates a high exposure to this particular risk, suggesting the university is more prone to insular citation patterns than its national peers. A certain level of self-citation is natural, but this disproportionately high rate warns of potential 'echo chambers' where work is validated internally without sufficient external scrutiny. This dynamic could lead to an endogamous inflation of impact, where academic influence is oversized by internal activity rather than recognition from the global scientific community.
The institution's Z-score of 0.634 is lower than the national average of 1.099, even though both are classified as medium risk. This points to a differentiated management approach where the university successfully moderates a risk that is more prevalent across the country. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. The university's relative control suggests more effective information literacy and a better-than-average ability to avoid channeling research into media that fail to meet international quality standards, thereby protecting its reputational integrity.
The institution's Z-score of -1.298 places it in the very low-risk category, a more secure position than the low-risk national average of -1.024. This demonstrates a low-profile consistency, where the complete absence of risk signals aligns with and improves upon the national standard. Outside of "Big Science" contexts, high rates of hyper-authorship can indicate author list inflation. The university's excellent result suggests its authorship practices are transparent and accountable, effectively distinguishing legitimate collaboration from honorary or political authorship.
With a Z-score of -1.155 (very low risk) compared to the country's -0.292 (low risk), the institution shows an exemplary performance. This low-profile consistency, surpassing the national standard, indicates that the university's scientific prestige is structurally sound and not dependent on external partners. A wide positive gap can signal that an institution's impact is derived from collaborations where it does not hold intellectual leadership. The university's strong negative score, however, confirms that its excellence metrics are the result of genuine internal capacity and leadership, ensuring its scientific reputation is both sustainable and autonomous.
The institution's Z-score of -0.146 is more favorable than the national average of -0.067, with both falling into the low-risk category. This reflects a prudent profile, indicating that the university manages author productivity with more rigor than the national standard. While high productivity can be legitimate, extreme volumes often challenge the feasibility of meaningful intellectual contribution. The university's controlled rate suggests a healthy balance between quantity and quality, mitigating risks such as coercive authorship or the assignment of credit without real participation, thereby upholding the integrity of its scientific record.
The institution's Z-score of -0.268 is nearly identical to the national average of -0.250, with both at a very low-risk level. This demonstrates integrity synchrony, showing a complete alignment with a national environment of maximum scientific security in this regard. Excessive dependence on in-house journals can create conflicts of interest and academic endogamy. The university's minimal use of such channels confirms that its scientific production consistently undergoes independent external peer review, ensuring its work is validated competitively and has global visibility.
The institution's Z-score of 0.858 is higher than the national average of 0.720, placing it in a position of high exposure within a medium-risk national context. This elevated value serves as an alert for the potential practice of 'salami slicing,' where a single coherent study may be fragmented into minimal publishable units to artificially inflate productivity metrics. This practice not only overburdens the peer-review system but also distorts the scientific evidence base. This indicator suggests a need to review publication strategies to ensure that the primary focus remains on producing significant, consolidated knowledge rather than maximizing publication volume.
