| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.119 | -0.927 |
|
Retracted Output
|
-0.052 | 0.279 |
|
Institutional Self-Citation
|
-1.036 | 0.520 |
|
Discontinued Journals Output
|
1.153 | 1.099 |
|
Hyperauthored Output
|
-1.243 | -1.024 |
|
Leadership Impact Gap
|
-0.331 | -0.292 |
|
Hyperprolific Authors
|
-0.471 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
0.160 | 0.720 |
NMIMS University presents a robust scientific integrity profile, with an overall risk score of -0.093 indicating a performance that is healthier than the global average. The institution demonstrates exceptional strengths in managing risks related to affiliation strategies, self-citation, and authorship volume, often outperforming national trends and showcasing a culture of external validation and transparency. Key areas of concern are concentrated in publication channel selection, with a medium risk in the Rate of Output in Discontinued Journals, and to a lesser extent, in the fragmentation of research, as seen in the Rate of Redundant Output. These vulnerabilities, while moderate, require strategic attention as they could undermine the institution's mission to nurture a "scientific spirit of inquiry" and provide "value based education." The university's academic excellence is clearly reflected in the SCImago Institutions Rankings, with prominent national positions in fields such as Pharmacology, Toxicology and Pharmaceutics (ranked 27th in India), Agricultural and Biological Sciences (45th), and Business, Management and Accounting (61st). To fully align its operational integrity with its stated mission and academic strengths, the university is advised to implement targeted training and policy reinforcement, particularly concerning the due diligence of publication venues, thereby ensuring its contributions remain both impactful and irreproachable.
The institution exhibits a Z-score of -1.119, which is even lower than the national average of -0.927. This signifies a complete absence of risk signals in an already low-risk national environment. The data suggests that the university's affiliation practices are exceptionally clear and transparent, showing no signs of strategic attempts to inflate institutional credit or engage in “affiliation shopping.” This operational silence is a strong indicator of a well-governed system where institutional credit is assigned with precision and integrity.
With a Z-score of -0.052, the institution maintains a low-risk profile, in stark contrast to the medium-risk national average of 0.279. This demonstrates significant institutional resilience, suggesting that internal quality control and supervision mechanisms are effectively mitigating the systemic risks prevalent in the country. A high rate of retractions can indicate a systemic failure in pre-publication quality control. However, NMIMS University's low score suggests its processes are robust, preventing recurring malpractice or a lack of methodological rigor and reflecting a healthy integrity culture.
The institution's Z-score of -1.036 is in the very low-risk category, standing in sharp opposition to the country's medium-risk score of 0.520. This marked difference indicates a form of preventive isolation, where the university does not replicate the risk dynamics observed in its national environment. While some self-citation is normal, high rates can signal scientific isolation or 'echo chambers.' The university's very low rate is a positive sign that its academic influence is validated by the global community rather than being inflated by internal dynamics, avoiding the risk of endogamous impact.
The institution presents a Z-score of 1.153, a medium-risk value that is slightly above the national average of 1.099. This indicates a high exposure to this particular risk, suggesting the university is more prone than its national peers to publishing in questionable venues. A high proportion of output in such journals is a critical alert regarding due diligence in selecting dissemination channels. This score indicates that a significant portion of its scientific production may be channeled through media that fail to meet international ethical or quality standards, exposing the institution to severe reputational risks and signaling an urgent need for enhanced information literacy to avoid predatory practices.
With a Z-score of -1.243, the institution shows a complete absence of risk signals, a profile that is even stronger than the low-risk national average of -1.024. This low-profile consistency demonstrates that the university's authorship practices are well-aligned with international standards of transparency and accountability. The data suggests a clear distinction between necessary massive collaboration and "honorary" or political authorship, ensuring that author lists are not being inflated and that individual accountability is maintained.
The institution's Z-score of -0.331 is in the low-risk category, closely mirroring the national average of -0.292. This alignment reflects a state of statistical normality, where the risk level is as expected for its context. The score indicates a healthy and sustainable balance, suggesting that the institution's scientific prestige is not overly dependent on external partners. This demonstrates that its excellence metrics are the result of genuine internal capacity and intellectual leadership, rather than just strategic positioning in collaborations led by others.
The institution's Z-score of -0.471 signifies a low-risk level, which is notably more controlled than the national average of -0.067. This prudent profile suggests that the university manages its publication processes with more rigor than the national standard. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and point to risks like coercive authorship or a focus on quantity over quality. The university's lower score indicates a healthy balance, discouraging practices that prioritize metrics over the integrity of the scientific record.
With a Z-score of -0.268, the institution's risk level is very low and almost identical to the country's average of -0.250. This demonstrates integrity synchrony, reflecting a total alignment with a national environment of maximum scientific security in this area. A high dependence on in-house journals can raise conflicts of interest and signal academic endogamy. The university's minimal use of such channels confirms that its scientific production consistently undergoes independent external peer review, prioritizing global visibility and competitive validation over potentially faster internal publication routes.
The institution has a Z-score of 0.160, which falls into the medium-risk category but is substantially lower than the national average of 0.720. This highlights a differentiated management approach, where the center effectively moderates a risk that is far more common across the country. A high value in this indicator alerts to the practice of 'salami slicing'—dividing a study into minimal units to artificially inflate productivity. While the university is not entirely free from these signals, its ability to contain this practice more effectively than its peers suggests a stronger institutional focus on producing significant new knowledge rather than simply maximizing publication volume.