Deenbandhu Chhotu Ram University of Science and Technology

EXECUTIVE SUMMARY AND STRATEGIC VISION

Deenbandhu Chhotu Ram University of Science and Technology presents a profile of notable strengths in research integrity, counterbalanced by specific, high-impact vulnerabilities. With an overall integrity score of -0.051, the institution demonstrates a solid foundation, particularly in maintaining very low-risk levels for multiple affiliations, retracted publications, and hyper-prolific authorship. These positive indicators reflect robust internal controls in key areas. However, this stability is critically challenged by a significant rate of institutional self-citation and medium-risk exposure to publication in discontinued journals and redundant output. These issues suggest a potential for academic insularity that could hinder the fulfillment of its mission to produce "enlightened technocrats, innovators, and scientists" for the "international community." The University's strong thematic positioning, especially in Economics, Environmental Science, and Business, provides a powerful platform for global impact, but this potential is contingent on addressing the identified integrity risks that threaten to isolate its research from the broader scientific discourse.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution demonstrates an exemplary integrity profile in this area, with a Z-score of -1.078, which is even lower than the already minimal national average of -0.927. This result indicates a total operational silence regarding this risk, suggesting that the University's affiliation practices are exceptionally clear and well-managed. While multiple affiliations can be legitimate, their absence at this level confirms that there are no signals of strategic attempts to inflate institutional credit or engage in “affiliation shopping,” reflecting a transparent and straightforward approach to academic collaboration and researcher representation.

Rate of Retracted Output

With a Z-score of -0.512, the institution shows a near-total absence of retracted publications, a stark and positive contrast to the medium-risk dynamic observed at the national level (Z-score: 0.279). This demonstrates a clear preventive isolation, where the University does not replicate the systemic vulnerabilities seen elsewhere in the country. Retractions can sometimes signify responsible error correction, but their absence here strongly suggests that the institution's pre-publication quality control mechanisms and methodological rigor are highly effective, preventing the systemic failures that can lead to such outcomes and safeguarding its scientific record.

Rate of Institutional Self-Citation

The institution's Z-score of 2.973 represents a significant risk and a point of critical concern, as it sharply amplifies a vulnerability that is already present at a medium level in the national system (Z-score: 0.520). This pattern suggests that the University is not merely reflecting a common practice but is intensifying it. While a certain level of self-citation is natural to show research continuity, this disproportionately high rate signals concerning scientific isolation and the potential for an 'echo chamber.' This high value warns of a serious risk of endogamous impact inflation, where the institution's academic influence may be oversized by internal dynamics rather than validated by sufficient external scrutiny from the global community.

Rate of Output in Discontinued Journals

The institution shows a medium-risk Z-score of 1.220, indicating a higher propensity for this practice compared to the national average, which also sits at a medium-risk level (Z-score: 1.099). This high exposure suggests the center is more prone than its peers to channeling research into questionable outlets. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. This Z-score indicates that a portion of the University's scientific production is being placed in media that may not meet international ethical or quality standards, exposing the institution to severe reputational risks and signaling an urgent need to improve information literacy to avoid wasting resources on 'predatory' or low-quality practices.

Rate of Hyper-Authored Output

The institution maintains a very low-risk profile with a Z-score of -1.372, which is well-aligned with the low-risk national standard (Z-score: -1.024). This low-profile consistency demonstrates that the University's authorship practices are in line with national norms and do not present signals of concern. In fields outside of 'Big Science,' high rates of hyper-authorship can indicate author list inflation. The absence of this signal at the institution suggests that authorship is likely assigned transparently, preserving individual accountability and avoiding practices like 'honorary' or political authorship.

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

With a Z-score of -1.153, the institution shows no signs of dependency on external partners for its research impact, a positive signal that aligns with the low-risk national context (Z-score: -0.292). This low-profile consistency indicates a healthy and sustainable research ecosystem. A wide positive gap in this indicator often signals that an institution's prestige is exogenous and reliant on collaborations where it does not exercise intellectual leadership. The very low score here confirms the opposite: the University's impact is driven by its own structural capacity and internal leadership, reflecting a robust and self-sufficient scientific agenda.

Rate of Hyperprolific Authors

The institution's Z-score of -1.008 is firmly in the very low-risk category, consistent with the low-risk national environment (Z-score: -0.067). This alignment with the national standard confirms the absence of risk signals related to extreme individual publication volumes. While high productivity can be legitimate, hyperprolificacy often challenges the limits of meaningful intellectual contribution. The institution's very low score indicates that it is not exposed to the associated risks, such as coercive authorship or 'salami slicing,' thereby fostering a research culture that prioritizes the integrity of the scientific record over sheer publication volume.

Rate of Output in Institutional Journals

The institution's Z-score of -0.268 is almost perfectly aligned with the national average of -0.250, both of which are in the very low-risk category. This demonstrates an integrity synchrony with its environment, indicating that there is no reliance on internal publication channels. While in-house journals can be valuable, excessive dependence on them raises conflicts of interest. The institution's minimal score here confirms that its scientific production is overwhelmingly subjected to independent external peer review, ensuring it avoids academic endogamy and competes for validation on the global stage rather than using internal channels as 'fast tracks' to inflate publication counts.

Rate of Redundant Output

The institution's Z-score of 1.442 places it at a medium-risk level, showing a higher exposure to this issue than the national average, which is also at a medium level (Z-score: 0.720). This suggests the University is more prone to this practice than its peers. Massive bibliographic overlap between publications often indicates data fragmentation or 'salami slicing,' the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity. This elevated value serves as an alert that such practices may be occurring, which can distort the scientific evidence base and prioritize volume over the generation of significant new knowledge.