| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.283 | -0.927 |
|
Retracted Output
|
-0.230 | 0.279 |
|
Institutional Self-Citation
|
-0.516 | 0.520 |
|
Discontinued Journals Output
|
2.138 | 1.099 |
|
Hyperauthored Output
|
-1.227 | -1.024 |
|
Leadership Impact Gap
|
0.452 | -0.292 |
|
Hyperprolific Authors
|
-0.755 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
1.556 | 0.720 |
Manav Rachna International Institute of Research and Studies presents a profile of solid integrity with an overall risk score of 0.141, indicating well-managed research governance but with specific, identifiable areas for strategic improvement. The institution demonstrates significant strengths in maintaining very low-risk levels for multiple affiliations, hyper-authored output, and publishing in its own journals, alongside a commendable resilience against national trends in retracted publications and institutional self-citation. Key vulnerabilities are concentrated in three medium-risk areas: a higher-than-average rate of publication in discontinued journals, a notable gap between its overall research impact and the impact of its self-led work, and a tendency towards redundant publications. Thematically, SCImago Institutions Rankings data highlights the institution's strongest national positions in Dentistry, Medicine, and Economics, Econometrics and Finance. These areas of excellence, however, could be undermined if the identified risks are not addressed. The institutional mission to "create new knowledge" and foster "advancement of humanity" is directly challenged by practices that could lead to publishing in low-quality venues or fragmenting research, which prioritize volume over substance. By leveraging its clear strengths in research integrity to address these specific vulnerabilities, the institution can better align its operational practices with its aspirational mission, ensuring its contributions are both impactful and of the highest scientific standard.
The institution exhibits a Z-score of -1.283, which is even lower than the national average of -0.927. This result signifies a complete absence of risk signals in this area, placing the institution in a more secure position than the already low-risk national context. While disproportionately high rates of multiple affiliations can sometimes signal strategic attempts to inflate institutional credit, this institution's exceptionally low score indicates robust and transparent affiliation practices. This demonstrates a clear commitment to ethical credit attribution and a research culture that operates with total integrity in this regard.
With a Z-score of -0.230, the institution maintains a low-risk profile, contrasting favorably with the medium-risk national average of 0.279. This demonstrates effective institutional resilience, suggesting that internal control mechanisms are successfully mitigating systemic risks prevalent in the wider national environment. Retractions can be complex, but a high rate often suggests that quality control mechanisms may be failing. In this case, the institution’s low score indicates that its pre-publication review and supervision processes are robust, protecting it from the vulnerabilities that appear more common across the country and fostering a culture of methodological rigor.
The institution's Z-score of -0.516 places it in the low-risk category, a significantly better performance than the country's medium-risk average of 0.520. This gap highlights the institution's capacity to resist national trends toward insular research practices. While some self-citation is natural, high rates can create 'echo chambers' and inflate impact through endogamous dynamics. The institution’s low score is a positive indicator of healthy external engagement and suggests that its academic influence is validated by the global community rather than being overly reliant on internal validation, reflecting a scientifically open and integrated research environment.
The institution presents a Z-score of 2.138, which, while within the medium-risk category, is significantly higher than the national average of 1.099. This indicates a high level of exposure to this particular risk, suggesting the institution is more prone than its national peers to publishing in questionable venues. A high proportion of output in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. This score indicates that a notable portion of the institution's scientific production is being channeled through media that may not meet international ethical or quality standards, creating severe reputational risks and signaling an urgent need for improved information literacy to prevent the misallocation of research efforts to predatory or low-quality outlets.
With a Z-score of -1.227, the institution registers a very low risk, which is consistent with the low-risk national context (Z-score of -1.024). This alignment demonstrates a low-profile consistency, where the absence of risk signals mirrors the national standard for authorship practices. In fields outside of 'Big Science', high rates of hyper-authorship can indicate author list inflation and dilute individual accountability. The institution's very low score confirms that its authorship practices are transparent and appropriate for its disciplinary context, effectively avoiding issues of 'honorary' or unjustified authorship.
The institution's Z-score of 0.452 is in the medium-risk category, representing a moderate deviation from the national average of -0.292, which is in the low-risk band. This suggests the institution is more sensitive to this risk factor than its peers. A wide positive gap, as indicated by this score, signals a potential sustainability risk where scientific prestige may be overly dependent on external partners. It suggests that while the institution's overall impact is notable, this prestige may be largely exogenous and not fully reflective of its internal capacity for intellectual leadership. This finding invites a strategic reflection on how to build and showcase the impact of research where the institution's own scholars are the driving force.
The institution shows a Z-score of -0.755, a low-risk value that is notably more prudent than the national average of -0.067. This prudent profile indicates that the institution manages its research processes with more rigor than the national standard in this area. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to risks such as coercive authorship or the assignment of authorship without real participation. The institution's controlled, low score suggests a healthy balance between productivity and quality, prioritizing the integrity of the scientific record over purely quantitative metrics.
With a Z-score of -0.268, the institution's risk level is very low and almost identical to the national average of -0.250. This demonstrates perfect integrity synchrony, showing total alignment with a national environment of maximum scientific security in this domain. Excessive dependence on in-house journals can raise conflicts of interest and bypass independent peer review. The institution's negligible score indicates that its researchers are publishing in a diverse range of external, competitive venues, ensuring their work is validated by the broader scientific community and avoiding any risk of academic endogamy or using internal channels to inflate publication counts.
The institution's Z-score for this indicator is 1.556, a medium-risk value that is considerably higher than the national average of 0.720. This suggests a high exposure to this risk, indicating the institution is more prone to this practice than its environment. Massive bibliographic overlap between publications often points to data fragmentation or 'salami slicing,' where a single study is divided into minimal units to inflate productivity. This high value serves as an alert that such practices may be distorting the scientific record and overburdening the review system, prioritizing publication volume over the generation of significant new knowledge.