| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.394 | -0.927 |
|
Retracted Output
|
1.958 | 0.279 |
|
Institutional Self-Citation
|
-0.661 | 0.520 |
|
Discontinued Journals Output
|
1.365 | 1.099 |
|
Hyperauthored Output
|
-1.167 | -1.024 |
|
Leadership Impact Gap
|
0.190 | -0.292 |
|
Hyperprolific Authors
|
0.140 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-0.689 | 0.720 |
The University of Engineering & Management, Kolkata, demonstrates a strong overall integrity profile with a score of 0.871, underpinned by excellent performance in preventing hyper-authorship, academic endogamy, and redundant publications. These strengths provide a solid foundation for its research enterprise. The institution shows notable academic positioning within India, particularly in the fields of Agricultural and Biological Sciences, Mathematics, and Biochemistry, Genetics and Molecular Biology, as evidenced by SCImago Institutions Rankings data. However, this profile is contrasted by significant risks in the Rate of Retracted Output and medium-level alerts in Multiple Affiliations and publication in Discontinued Journals. These vulnerabilities directly challenge the institutional mission "to provide the highest quality engineering, management graduates, [and] cutting-edge researchers," as they suggest potential gaps in quality control and due diligence. To fully align its operational practices with its aspirational goals of excellence and creating "good citizens," it is recommended that the university leverage its areas of integrity strength to develop targeted strategies that address these critical risk factors, thereby safeguarding its reputation and ensuring the long-term sustainability of its scientific contributions.
The institution's Z-score of 1.394 indicates a medium-level risk, which represents an unusual elevation when compared to the very low-risk national average of -0.927. This divergence from the national standard serves as a monitoring alert, requiring a review of its underlying causes. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, a rate this far above the norm can signal strategic attempts to inflate institutional credit or "affiliation shopping." An internal assessment is recommended to understand the drivers of this pattern and ensure that all affiliations reflect substantive and transparent collaborations.
With a Z-score of 1.958, the institution exhibits a significant risk in this area, amplifying a vulnerability that is already present at a medium level within the national system (0.279). This accentuation of risk is a critical finding. Retractions are complex, but a rate significantly higher than the average suggests that quality control mechanisms prior to publication may be failing systemically. This pattern alerts to a potential vulnerability in the institution's integrity culture, indicating possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to protect its scientific reputation.
The institution demonstrates notable resilience in this indicator, with a low-risk Z-score of -0.661 that stands in positive contrast to the medium-risk trend observed nationally (0.520). This suggests that effective institutional control mechanisms are successfully mitigating the systemic risks of scientific isolation that can affect its peers. By maintaining a low rate of institutional self-citation, the university avoids creating 'echo chambers' and ensures its academic influence is validated through external scrutiny from the global community, rather than being oversized by internal dynamics.
The institution's Z-score of 1.365 reflects a medium-level risk that is slightly more pronounced than the national average of 1.099. This indicates a higher exposure to the risks associated with publishing in low-quality or defunct outlets. A high proportion of scientific production being channeled through media that do not meet international ethical or quality standards constitutes a critical alert regarding due diligence in selecting dissemination channels. This practice exposes the institution to severe reputational risks and suggests an urgent need for enhanced information literacy to prevent the misallocation of research efforts and resources.
With a Z-score of -1.167, the institution maintains a very low-risk profile that is consistent with the national standard (-1.024). This alignment demonstrates a healthy and conventional approach to authorship attribution. The absence of risk signals in this area indicates that the institution effectively distinguishes between necessary massive collaboration in "Big Science" contexts and inappropriate practices like 'honorary' or political authorship, thereby upholding transparency and individual accountability in its research output.
The institution's Z-score of 0.190 reveals a medium-level risk, representing a moderate deviation from the low-risk national average of -0.292. This suggests a greater sensitivity to dependency on external collaborations for impact. A positive gap, where overall impact is high but the impact of institution-led research is lower, signals a potential sustainability risk. It suggests that scientific prestige may be more reliant on the institution's role in larger collaborations than on its own structural capacity for intellectual leadership, inviting a strategic reflection on how to bolster internal research capabilities.
The institution's Z-score of 0.140 indicates a medium-level risk, showing a greater sensitivity to this factor than the national peer group, which has a low-risk average of -0.067. This moderate deviation warrants attention, as extreme individual publication volumes can challenge the limits of meaningful intellectual contribution. This indicator alerts to potential imbalances between quantity and quality, pointing to risks such as coercive authorship, data fragmentation, or the assignment of authorship without real participation—dynamics that prioritize metrics over the integrity of the scientific record.
The institution's Z-score of -0.268 is in total alignment with the very low-risk national environment (-0.250), demonstrating integrity synchrony in its publication practices. This indicates that the university's research output is not dependent on internal journals, thus effectively avoiding potential conflicts of interest or academic endogamy. By prioritizing independent, external peer review, the institution ensures its scientific production is subject to standard competitive validation and achieves greater global visibility.
With a very low-risk Z-score of -0.689, the institution effectively isolates itself from the medium-risk dynamics observed at the national level (0.720). This preventive isolation is a strong indicator of sound editorial governance. By avoiding the practice of dividing coherent studies into 'minimal publishable units,' the institution demonstrates a clear commitment to producing work of substantive value. This focus on significant new knowledge over the artificial inflation of productivity metrics helps preserve the integrity of the scientific evidence base and the efficiency of the peer-review system.
