| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.197 | -0.927 |
|
Retracted Output
|
-0.437 | 0.279 |
|
Institutional Self-Citation
|
2.604 | 0.520 |
|
Discontinued Journals Output
|
1.310 | 1.099 |
|
Hyperauthored Output
|
-1.212 | -1.024 |
|
Leadership Impact Gap
|
-1.325 | -0.292 |
|
Hyperprolific Authors
|
0.410 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-0.061 | 0.720 |
Maharshi Dayanand University presents a robust scientific integrity profile, characterized by a low overall risk score (0.026) and exceptional performance in key areas of research practice. The institution demonstrates significant strengths with very low-risk indicators in Rate of Multiple Affiliations, Rate of Retracted Output, Rate of Hyper-Authored Output, and Rate of Output in Institutional Journals, signaling a culture of transparency and adherence to international standards. This solid foundation is further evidenced by SCImago Institutions Rankings data, which places the University among the nation's leaders in strategically important fields such as Chemistry (India Rank: 13), Medicine (India Rank: 17), and Physics and Astronomy (India Rank: 29). However, this positive outlook is contrasted by critical vulnerabilities, namely a significant level of Institutional Self-Citation and medium-risk levels for Output in Discontinued Journals and Hyperprolific Authors. These specific risks directly challenge the University's mission "to transform lives and serve the society through pursuit of excellence," as practices like high self-citation may create an academic 'echo chamber,' limiting external validation and true societal impact. To fully align its operational integrity with its aspirational goals, the University is advised to implement targeted strategies to diversify its citation impact, enhance due diligence in journal selection, and review authorship productivity policies, thereby ensuring its recognized thematic excellence is built upon a bedrock of unimpeachable scientific practice.
The institution exhibits an exceptionally low rate of multiple affiliations, with a Z-score of -1.197, which is even more conservative than the already low national average of -0.927. This result indicates a total operational silence regarding this risk indicator. While multiple affiliations can be legitimate, disproportionately high rates can signal attempts to inflate institutional credit. The University's data, however, suggests a complete absence of such signals, pointing towards a clear and transparent affiliation policy that aligns with the highest standards of research integrity.
With a very low Z-score of -0.437 for retracted output, the University effectively isolates itself from the medium-risk dynamics observed nationally (Z-score: 0.279). This preventive isolation suggests the presence of robust internal quality control and supervision mechanisms that successfully identify and correct issues prior to publication. A high rate of retractions can alert to systemic failures in methodological rigor or integrity. In contrast, the institution's performance indicates a strong preventive culture that safeguards its scientific record and institutional reputation against vulnerabilities that are more prevalent in its environment.
The University's rate of institutional self-citation is at a significant level (Z-score: 2.604), a figure that sharply accentuates the medium-risk vulnerability already present in the national system (Z-score: 0.520). A certain level of self-citation is natural, but this disproportionately high rate signals a critical risk of scientific isolation or an 'echo chamber' where work is validated internally without sufficient external scrutiny. This pattern warns of potential endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than by broader recognition from the global community, a trend that requires immediate strategic review.
The institution shows a medium-risk rate of publication in discontinued journals (Z-score: 1.310), indicating a higher exposure to this risk factor compared to the national average (Z-score: 1.099). This constitutes a critical alert regarding due diligence in selecting dissemination channels. A high proportion of output in such journals suggests that a significant part of the 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 points to an urgent need for enhanced information literacy to avoid channeling resources into predatory or low-quality publishing practices.
The University maintains a very low rate of hyper-authored output (Z-score: -1.212), demonstrating low-profile consistency with the low-risk national standard (Z-score: -1.024). The absence of risk signals in this area is a positive indicator of the institution's authorship practices. In fields outside of 'Big Science,' high rates can indicate author list inflation, which dilutes accountability. The University's data suggests that its collaborative practices are well-calibrated, avoiding 'honorary' authorships and promoting transparency and clear individual accountability.
The institution demonstrates a very low gap between its overall research impact and the impact of work where it holds a leadership role (Z-score: -1.325), a profile that is markedly stronger than the low-risk national average (Z-score: -0.292). This low-profile consistency is a powerful indicator of scientific autonomy and sustainability. It suggests that the University's scientific prestige is not dependent on external partners but is derived from genuine internal capacity and intellectual leadership, confirming that its excellence metrics are the result of structural strength rather than merely strategic positioning in collaborations led by others.
A moderate deviation from the national standard is observed in the rate of hyperprolific authors, with the University at a medium-risk level (Z-score: 0.410) while the country shows a low-risk profile (Z-score: -0.067). This suggests the institution has a greater sensitivity to risk factors associated with extreme publication volumes. While high productivity can be legitimate, extreme output challenges the limits of meaningful intellectual contribution. This indicator serves as an alert to potential imbalances between quantity and quality, pointing to risks such as coercive authorship or 'salami slicing' that prioritize metrics over the integrity of the scientific record.
The University's rate of publication in its own journals is very low (Z-score: -0.268), showing a complete and positive integrity synchrony with the national benchmark (Z-score: -0.250). This alignment with an environment of maximum scientific security is commendable. By avoiding excessive dependence on in-house journals, the institution effectively mitigates potential conflicts of interest and the risk of academic endogamy. This practice ensures its scientific production undergoes independent external peer review, fostering global visibility and competitive validation rather than relying on internal 'fast tracks' for publication.
The institution demonstrates notable resilience by maintaining a low rate of redundant output (Z-score: -0.061), in contrast to the medium-risk trend observed nationally (Z-score: 0.720). This suggests that the University's internal control mechanisms are effectively mitigating the systemic risks of 'salami slicing.' A high value in this indicator alerts to the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity. The University's low score indicates a culture that prioritizes the generation of significant new knowledge over volume, thereby protecting the integrity of the scientific evidence.
