| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.539 | -0.927 |
|
Retracted Output
|
-0.306 | 0.279 |
|
Institutional Self-Citation
|
2.197 | 0.520 |
|
Discontinued Journals Output
|
0.615 | 1.099 |
|
Hyperauthored Output
|
-1.401 | -1.024 |
|
Leadership Impact Gap
|
-1.728 | -0.292 |
|
Hyperprolific Authors
|
-1.413 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
3.193 | 0.720 |
Dr BC Roy Engineering College presents a profile of notable strengths in research governance alongside critical vulnerabilities that require strategic attention. With an overall integrity score of -0.078, the institution demonstrates a solid foundation, particularly in maintaining low-risk levels for hyper-authorship, hyperprolific authors, and ensuring its scientific impact is driven by internal leadership. These strengths are foundational to its academic contributions, which are most prominent in the SCImago Institutions Rankings thematic areas of Computer Science, Engineering, and Mathematics. However, this positive performance is counterbalanced by significant risks in publication practices, specifically a high rate of redundant output ('salami slicing') and a medium-risk level of institutional self-citation. These practices directly challenge the institution's mission to "Create ideal ambience for learning and growth" and "encourage global vision and integration with International Best Practices," as they can prioritize metric volume over substantive scientific contribution and foster academic insularity. To fully align its operational reality with its stated values of discipline and excellence, the institution is advised to focus on strengthening its publication ethics and quality assurance frameworks, thereby ensuring its research output is as robust and impactful as its core governance principles.
The institution presents a Z-score of -0.539, which, while low, marks a slight divergence from the national context of India (Z-score: -0.927), where such signals are virtually non-existent. This suggests the emergence of risk activity at the center that is not yet visible at a country-wide level. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this indicator's presence, however minimal, warrants observation. It serves as an early signal to ensure that all affiliations are transparently and appropriately justified, preventing any potential for strategic inflation of institutional credit or “affiliation shopping” before it becomes a discernible pattern.
With a Z-score of -0.306, the institution demonstrates notable institutional resilience, effectively mitigating the systemic risks observed at the national level in India (Z-score: 0.279). This suggests that the College's internal control mechanisms are successfully filtering out issues that lead to retractions elsewhere. Retractions are complex events, and a low score like this points towards responsible supervision and robust quality control prior to publication. Rather than indicating systemic failure, this performance suggests a healthy integrity culture where unintentional errors are likely caught and corrected, safeguarding the institution's scientific record.
The institution's Z-score of 2.197 indicates high exposure to this risk, positioning it as more prone to alert signals than the national average for India (Z-score: 0.520), even though both operate within a medium-risk context. A certain level of self-citation is natural, reflecting the continuity of established research lines. However, this disproportionately high rate signals a concerning tendency towards scientific isolation or 'echo chambers' where the institution validates its own work without sufficient external scrutiny. This value warns of a significant risk of endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than by recognition from the global community.
The College demonstrates differentiated management in this area, with a Z-score of 0.615 that is considerably lower than the national average for India (Z-score: 1.099). Although the risk level is medium, this performance indicates that the institution is successfully moderating a risk that appears more common across the country. A high proportion of publications in such journals constitutes a critical alert regarding due diligence in selecting dissemination channels. While the College is performing better than its peers, the existing medium risk suggests a need for continued vigilance and improved information literacy to completely avoid channeling resources into 'predatory' or low-quality media that pose severe reputational risks.
The institution shows low-profile consistency, with a Z-score of -1.401, which is even lower than the already low-risk national standard in India (Z-score: -1.024). This absence of risk signals aligns perfectly with a context of good practice. In many fields, extensive author lists are legitimate, but this indicator's very low value confirms that the institution is not exhibiting patterns of author list inflation outside of appropriate 'Big Science' contexts. This serves as a positive signal of transparency and clear accountability in authorship, reinforcing the integrity of its collaborative research.
With a Z-score of -1.728, the institution displays an excellent and consistent profile, far exceeding the low-risk national benchmark in India (Z-score: -0.292). This very low score is a strong positive indicator, signifying that there is no significant gap between the institution's overall impact and the impact of the research it leads. This performance counters the risk of dependency on external partners for prestige. It strongly suggests that the institution's scientific excellence is the result of real internal capacity and structural strength, demonstrating that it exercises intellectual leadership in its collaborations rather than merely participating in them.
The institution maintains a profile of low-profile consistency, with a Z-score of -1.413, indicating a near-total absence of this risk signal, which is well below the national standard for India (Z-score: -0.067). This result is a strong indicator of a healthy balance between productivity and quality. By avoiding extreme individual publication volumes, the institution mitigates risks such as coercive authorship, data fragmentation, or the assignment of authorship without meaningful intellectual contribution. This suggests a research culture that prioritizes the integrity of the scientific record over the simple inflation of metrics.
The institution demonstrates integrity synchrony with its national environment, with its Z-score of -0.268 being statistically identical to the country's Z-score of -0.250. This total alignment reflects an environment of maximum scientific security in this regard. By not relying on in-house journals, the institution effectively avoids potential conflicts of interest where it would act as both judge and party. This practice reinforces its commitment to independent external peer review, enhances the global visibility of its research, and ensures its output is validated through standard competitive channels rather than internal 'fast tracks'.
This indicator represents a critical alert, as the institution's Z-score of 3.193 signifies a state of risk accentuation, dramatically amplifying a vulnerability that is already present in the national system of India (Z-score: 0.720). This significant score strongly suggests the practice of dividing coherent studies into minimal publishable units to artificially inflate productivity, also known as 'salami slicing.' This behavior poses a serious threat to scientific integrity, as it distorts the available evidence, overburdens the peer review system, and prioritizes publication volume over the generation of significant new knowledge. An urgent review of publication strategies and authorship guidelines is required to address this issue.
