Dayalbagh Educational Institute

EXECUTIVE SUMMARY AND STRATEGIC VISION

Dayalbagh Educational Institute demonstrates a robust scientific integrity profile, reflected in an overall risk score of -0.434. This performance is anchored in significant strengths, particularly in maintaining low rates of retracted output, hyper-prolific authorship, and hyper-authored publications, alongside a minimal gap between its overall impact and the impact of research under its direct leadership. These areas of excellence suggest strong internal quality controls and a culture of responsible authorship. However, areas requiring strategic attention include a medium-risk exposure to institutional self-citation, redundant output, and publication in discontinued journals. The institution's academic prowess is evident in its high national rankings in key research areas, including Energy (Top 8 in India) and Chemistry (Top 16 in India), according to SCImago Institutions Rankings data. While its strong integrity indicators align well with its mission of "excellence with social relevance" and "values-based and quality education," the identified medium-risk signals could subtly undermine these principles by suggesting a focus on internal validation over global impact. To fully realize its mission, the Institute is encouraged to build upon its solid foundation by implementing targeted policies to mitigate risks of insularity and enhance due diligence in publication strategies, thereby ensuring its research contributions are both excellent and irreproachable.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution presents a Z-score of -0.853, while the national average is -0.927. This represents a slight divergence from the national context, where signals of this risk are almost non-existent. Although the institution's risk level is low, it is comparatively more active in this area than the rest of the country. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this minor deviation warrants observation to ensure that it reflects genuine collaboration rather than early signs of strategic attempts to inflate institutional credit through "affiliation shopping."

Rate of Retracted Output

With a Z-score of -0.418, the institution demonstrates an exceptional performance, especially when compared to the national average of 0.279. This result indicates a form of preventive isolation, where the institution successfully avoids the risk dynamics observed more broadly across the country. A high rate of retractions can suggest systemic failures in pre-publication quality control. In this case, the institution's very low score is a positive signal of a mature integrity culture and effective methodological supervision, protecting it from the vulnerabilities affecting its national environment.

Rate of Institutional Self-Citation

The institution's Z-score of 0.571 is slightly above the national average of 0.520, placing it in a position of high exposure to this particular risk. This indicates that the center is more prone to showing alert signals than its peers within a national system where this practice is already moderately present. A certain level of self-citation is natural, but disproportionately high rates can signal concerning scientific isolation or 'echo chambers.' This elevated value warns of a potential for endogamous impact inflation, suggesting that the institution's academic influence may be at risk of being oversized by internal dynamics rather than validated by the global scientific community.

Rate of Output in Discontinued Journals

The institution shows a Z-score of 0.219, which is significantly lower than the national average of 1.099. This demonstrates a differentiated management approach, as the center effectively moderates a risk that appears to be a common challenge in the country. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. The institution's ability to maintain a lower rate suggests more robust information literacy and a stronger commitment to avoiding 'predatory' or low-quality practices, thereby safeguarding its resources and reputation more effectively than its national peers.

Rate of Hyper-Authored Output

The institution's Z-score of -1.194 is notably lower than the national average of -1.024. This demonstrates low-profile consistency, where the complete absence of risk signals at the institutional level aligns with and improves upon the low-risk national standard. Outside of "Big Science" contexts, high rates of hyper-authorship can indicate author list inflation, which dilutes individual accountability. The institution's excellent score suggests that its authorship practices are transparent and well-governed, effectively distinguishing between necessary collaboration and questionable 'honorary' authorship.

Gap between Impact of total output and the impact of output with leadership

With a Z-score of -2.019, the institution exhibits an exceptionally strong profile, far exceeding the national average of -0.292. This result signifies a low-profile consistency and an absence of risk that is even more pronounced than the national standard. A large positive gap in this indicator can signal that an institution's prestige is dependent on external partners rather than its own structural capacity. The institution's very low score indicates the opposite: a healthy and sustainable research ecosystem where its scientific prestige is a direct result of its own intellectual leadership, demonstrating true internal capacity.

Rate of Hyperprolific Authors

The institution's Z-score of -1.413 is significantly lower than the national average of -0.067. This indicates a strong, low-profile consistency, with the institution showing a near-total absence of risk signals in an area where the country shows some low-level activity. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and point to imbalances between quantity and quality. The institution's exemplary score suggests a healthy academic environment that prioritizes the integrity of the scientific record over the inflation of productivity metrics, effectively mitigating risks such as coercive or unmerited authorship.

Rate of Output in Institutional Journals

The institution's Z-score of -0.268 is in close alignment with the national average of -0.250. This reflects a state of integrity synchrony, where the institution's practices are in total harmony with a national environment of maximum scientific security in this regard. Excessive dependence on in-house journals can raise conflicts of interest and lead to academic endogamy by bypassing independent peer review. The shared very low scores indicate that both the institution and the country successfully avoid these risks, favoring external validation and global visibility for their scientific output.

Rate of Redundant Output

The institution's Z-score for this indicator is 0.659, which is slightly better than the national average of 0.720. This suggests a pattern of differentiated management, where the institution moderates a risk that is common within the country. Massive bibliographic overlap between publications can indicate 'salami slicing'—the practice of fragmenting a study into minimal units to artificially inflate productivity. While the institution is not immune to this medium-level risk, its ability to maintain a lower rate than the national average points to a greater degree of control and a stronger emphasis on publishing significant new knowledge over sheer volume.