| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
2.063 | -0.927 |
|
Retracted Output
|
-0.766 | 0.279 |
|
Institutional Self-Citation
|
-0.287 | 0.520 |
|
Discontinued Journals Output
|
1.246 | 1.099 |
|
Hyperauthored Output
|
-0.568 | -1.024 |
|
Leadership Impact Gap
|
2.637 | -0.292 |
|
Hyperprolific Authors
|
4.510 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-1.186 | 0.720 |
Madhyanchal Professional University demonstrates a complex scientific integrity profile, with an overall score of 0.680 reflecting both areas of exceptional governance and significant vulnerabilities. The institution exhibits remarkable strength and control in key areas, maintaining very low-risk levels for Retracted Output, Redundant Output, and Output in Institutional Journals, effectively isolating itself from medium-risk trends prevalent across India. These strengths are foundational to its research quality. However, this positive performance is contrasted by critical alerts, most notably a significant risk in the Rate of Hyperprolific Authors and medium-level risks in Multiple Affiliations, the Impact Gap, and publication in Discontinued Journals. These specific vulnerabilities directly challenge the university's mission "to emerge as an outstanding university" and provide an "extraordinary... learning experience," as practices that prioritize quantity over quality can undermine the "wisdom" and "innovation" it aims to foster. The institution's recognized thematic strengths in Chemistry, Environmental Science, and Pharmacology, Toxicology and Pharmaceutics, as per SCImago Institutions Rankings data, provide a solid base of academic excellence. To fully align its operational practices with its ambitious mission, it is recommended that the university leverages its clear governance strengths to develop targeted interventions for its high-risk areas, thereby safeguarding its reputation and ensuring its contribution to society is both impactful and unimpeachable.
The institution presents a Z-score of 2.063, which signals a notable alert when contrasted with the national average of -0.927. This discrepancy indicates an unusual level of risk for the national context, suggesting that the university's affiliation patterns diverge significantly from the country's norm and require a review of their underlying causes. While multiple affiliations can be a legitimate outcome of collaboration, a disproportionately high rate can also signal strategic attempts to inflate institutional credit or "affiliation shopping." The university's elevated score warrants an internal examination to ensure that all declared affiliations reflect substantive and transparent partnerships rather than practices aimed at artificially boosting institutional metrics.
With a Z-score of -0.766, the institution demonstrates an exemplary record in minimizing retracted publications, especially when compared to the national average of 0.279, which indicates a medium level of risk. This performance suggests a successful preventive isolation, where the university does not replicate the risk dynamics observed more broadly in its environment. Retractions can be complex, but such a low rate strongly implies that the institution's quality control and supervision mechanisms prior to publication are robust and effective. This signifies a culture of methodological rigor and responsible research conduct that stands out within the national context.
The institution's Z-score of -0.287 reflects a low-risk profile that indicates strong institutional resilience, particularly when viewed against the country's medium-risk average of 0.520. This suggests that the university's internal control mechanisms are effectively mitigating the systemic risks of academic insularity seen elsewhere in the country. A certain level of self-citation is natural, but the institution's controlled rate demonstrates that it successfully avoids the 'echo chambers' that can lead to endogamous impact inflation. This commitment to external validation ensures its academic influence is driven by global community recognition rather than internal dynamics.
The institution's Z-score of 1.246 is a medium-risk signal that indicates high exposure to problematic publication channels, a trend that is slightly more pronounced than the national average of 1.099. This suggests that while publishing in such journals is a shared challenge nationally, the university is more prone to this particular risk factor. A high proportion of output in discontinued journals is a critical alert regarding due diligence in selecting dissemination venues. It indicates that a portion of the university's research is being channeled through 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 among its researchers.
With a Z-score of -0.568, the institution maintains a low-risk profile in this area, though it shows an incipient vulnerability compared to the national average of -1.024. While the overall risk is low, the university's rate is slightly higher than the national baseline, suggesting the presence of signals that warrant review before they escalate. In fields outside of 'Big Science,' a rising rate of hyper-authorship can indicate author list inflation, which dilutes individual accountability. This slight elevation serves as a prompt to monitor authorship practices to ensure they reflect genuine collaboration rather than honorary or political attributions.
The institution exhibits a Z-score of 2.637, a medium-risk value that represents a moderate deviation from the national average of -0.292. This wide positive gap indicates a greater sensitivity to this risk factor than its national peers, signaling a potential sustainability issue. A high score suggests that the university's scientific prestige may be dependent and exogenous, heavily reliant on the leadership of external partners. This invites a strategic reflection on whether its strong excellence metrics result from genuine internal capacity or from strategic positioning in collaborations where the institution does not exercise primary intellectual leadership, a dependency that could pose a long-term risk.
The institution's Z-score of 4.510 constitutes a significant risk and a severe discrepancy when compared to the low-risk national average of -0.067. This risk activity is highly atypical for the national context and requires a deep integrity assessment. Extreme individual publication volumes challenge the limits of human capacity for meaningful intellectual contribution and often point to systemic issues. This critical indicator alerts to potential imbalances between quantity and quality, pointing to risks such as coercive authorship, data fragmentation, or the assignment of authorship without real participation—dynamics that prioritize metrics over the integrity of the scientific record and demand urgent institutional review.
With a Z-score of -0.268, the institution demonstrates total operational silence regarding this risk indicator, performing even better than the very low-risk national average of -0.250. This complete absence of risk signals is a testament to the university's commitment to external validation and global academic standards. By avoiding dependence on in-house journals, the institution effectively sidesteps potential conflicts of interest and the risk of academic endogamy. This practice ensures its scientific production consistently undergoes independent external peer review, maximizing its global visibility and reinforcing the credibility of its research output.
The institution's Z-score of -1.186 is a very low-risk signal that points to effective preventive isolation from a risk that is moderately prevalent at the national level (country average of 0.720). This excellent performance indicates that the university's research culture successfully discourages the practice of dividing coherent studies into minimal publishable units to artificially inflate productivity. By maintaining a low rate of bibliographic overlap, the institution demonstrates a focus on producing significant new knowledge rather than simply increasing publication volume, thereby contributing responsibly to the scientific record and avoiding an unnecessary burden on the peer-review system.
