| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.952 | -0.927 |
|
Retracted Output
|
-0.343 | 0.279 |
|
Institutional Self-Citation
|
-1.108 | 0.520 |
|
Discontinued Journals Output
|
2.854 | 1.099 |
|
Hyperauthored Output
|
-1.145 | -1.024 |
|
Leadership Impact Gap
|
-1.375 | -0.292 |
|
Hyperprolific Authors
|
-1.413 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-0.282 | 0.720 |
The Institute of Engineering and Management, Kolkata, demonstrates a commendable overall integrity profile, marked by significant strengths in operational governance and scientific autonomy. The institution exhibits exceptionally low risk in key areas such as Institutional Self-Citation, Hyper-Authored Output, and the development of independent research impact, indicating a culture of external validation and robust internal capacity. However, this strong foundation is contrasted by two areas of concern: a moderate rate of Multiple Affiliations and, most critically, a significant rate of publication in Discontinued Journals. According to SCImago Institutions Rankings data, the institution holds notable national positions in several thematic areas, including Business, Management and Accounting, Physics and Astronomy, and Computer Science. While the institution's specific mission was not available for this analysis, the identified risk of publishing in low-quality or predatory journals directly threatens any pursuit of academic excellence and social responsibility, as it can undermine research credibility and waste valuable resources. By leveraging its many areas of established integrity, the Institute has a clear opportunity to address these specific vulnerabilities, thereby consolidating its reputation and ensuring its research contributions are both impactful and unimpeachable.
The institution presents a Z-score of 0.952 in this indicator, a value that signals a medium risk level and stands in sharp contrast to the very low-risk national average of -0.927. This divergence suggests that the institution's affiliation patterns are unusual for its national context and warrant a review of their underlying causes. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, a disproportionately high rate can signal strategic attempts to inflate institutional credit or “affiliation shopping.” The data indicates a need to analyze whether these affiliations correspond to substantive collaborations or if they represent a pattern that could dilute institutional identity.
With a Z-score of -0.343, the institution maintains a low-risk profile for retracted publications, performing significantly better than the national average, which sits at a medium-risk level (Z-score 0.279). This positive differential suggests the presence of effective institutional resilience. It appears the center's internal control mechanisms and quality supervision are successfully mitigating the systemic risks that may be more prevalent across the country. This low rate indicates a strong culture of methodological rigor and responsible research conduct, where potential errors are likely addressed before publication, safeguarding the institution's scientific record.
The institution demonstrates an exceptionally low rate of self-citation, with a Z-score of -1.108, positioning it as a very low-risk entity in stark contrast to the national medium-risk average of 0.520. This result points to a dynamic of preventive isolation, where the institution successfully avoids the 'echo chamber' tendencies observed elsewhere in the country. A certain level of self-citation is natural, but this very low value confirms that the institution's work is being validated by the broader external scientific community, not through internal dynamics. This fosters genuine global impact and protects against the risk of endogamous impact inflation.
The institution's rate of publication in discontinued journals is a significant concern, with a Z-score of 2.854 that marks a critical alert. This performance accentuates a vulnerability already present at a medium level in the national system (Z-score 1.099). This high Z-score indicates that a significant portion of the institution's scientific production is being channeled through media that do not meet international ethical or quality standards. This practice exposes the institution to severe reputational risks and suggests an urgent need for enhanced information literacy and due diligence training to prevent the misallocation of research efforts and resources into 'predatory' or low-quality publication channels.
The institution shows a very low-risk Z-score of -1.145 for hyper-authored output, a result that demonstrates low-profile consistency with the country's low-risk average (Z-score -1.024). The absence of risk signals in this area is a positive indicator of well-governed authorship practices. It suggests that the institution effectively distinguishes between necessary large-scale collaboration and inappropriate author list inflation, thereby upholding transparency and ensuring that authorship reflects genuine intellectual contribution and individual accountability.
With a Z-score of -1.375, the institution exhibits a very low-risk profile in this indicator, aligning perfectly with the low-risk national context (Z-score -0.292). This demonstrates a healthy and sustainable research ecosystem. The minimal gap between the impact of its overall output and the output it leads confirms that the institution's scientific prestige is not dependent on external partners but is driven by its own structural capacity and intellectual leadership. This is a strong sign of scientific maturity and autonomy.
The institution's Z-score of -1.413 indicates a very low risk of hyperprolific authorship, consistent with the low-risk national environment (Z-score -0.067). This absence of extreme individual publication volumes suggests a healthy institutional focus on the quality and substance of research over sheer quantity. It indicates that the culture does not encourage practices that prioritize metrics over the integrity of the scientific record, such as coercive authorship or the division of work into minimal publishable units, ensuring that contributions remain meaningful.
The institution's Z-score of -0.268 is nearly identical to the national average of -0.250, reflecting a state of integrity synchrony in a very low-risk environment. This total alignment shows that, like its national peers, the institution does not rely on in-house journals for its scholarly communication. By prioritizing external, independent peer review, it avoids potential conflicts of interest and the risk of academic endogamy. This practice ensures its research is validated against global standards, enhancing its visibility and credibility.
The institution demonstrates strong institutional resilience with a low-risk Z-score of -0.282 for redundant output, a figure that compares favorably to the medium-risk national average of 0.720. This indicates that the institution's academic culture and oversight mechanisms effectively discourage the practice of 'salami slicing.' Researchers appear to be focused on producing coherent, significant studies rather than artificially inflating publication counts by fragmenting their work. This commitment to substance over volume strengthens the scientific record and upholds high standards of research integrity.
