| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.019 | -0.927 |
|
Retracted Output
|
4.541 | 0.279 |
|
Institutional Self-Citation
|
-1.111 | 0.520 |
|
Discontinued Journals Output
|
0.770 | 1.099 |
|
Hyperauthored Output
|
-1.313 | -1.024 |
|
Leadership Impact Gap
|
0.677 | -0.292 |
|
Hyperprolific Authors
|
-1.413 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-1.186 | 0.720 |
Maharishi Markandeshwar College of Pharmacy demonstrates a commendable overall integrity profile, marked by significant strengths in maintaining low-risk research practices across multiple domains. With an overall Z-score of 1.099, the institution exhibits exceptional control over institutional self-citation, hyper-authorship, redundant output, and multiple affiliations, often performing better than the national average. However, this strong foundation is critically undermined by a significant alert in the Rate of Retracted Output and medium-level risks related to publication in discontinued journals and a dependency on external collaborations for impact. According to SCImago Institutions Rankings data, the college's key thematic strengths lie in Pharmacology, Toxicology and Pharmaceutics, and Biochemistry, Genetics and Molecular Biology. The high rate of retractions directly conflicts with the institutional mission "to develop better than the best professionals," as it suggests a potential gap in quality control that could compromise the very excellence it aims to foster. To fully align its operational reality with its strategic vision, the institution is advised to urgently address the vulnerabilities in its publication review and quality assurance processes, thereby reinforcing its commitment to producing professionals who contribute robustly and ethically to the nation's development.
The institution presents a Z-score of -1.019, which is even lower than the national average of -0.927. This result indicates a complete absence of risk signals in this area, surpassing the already high standards observed across the country. This operational silence is a positive indicator of clear and transparent affiliation practices. While multiple affiliations can be legitimate, disproportionately high rates can signal attempts to inflate institutional credit. The college's extremely low score suggests that its researchers' affiliations are managed with integrity, avoiding any ambiguity or "affiliation shopping" and ensuring that institutional credit is claimed appropriately.
With a Z-score of 4.541, the institution shows a critical deviation from the national average of 0.279. This score indicates that the college is amplifying a vulnerability that is only moderately present in the national system, pointing to a severe and localized issue. Retractions are complex, but a rate this significantly higher than the global average is a major alert for a systemic failure in quality control mechanisms prior to publication. This suggests a profound vulnerability in the institution's integrity culture, potentially involving recurring malpractice or a lack of methodological rigor that requires immediate and thorough qualitative verification by management to protect its scientific reputation.
The institution's Z-score of -1.111 contrasts sharply with the country's medium-risk average of 0.520. This demonstrates a clear case of preventive isolation, where the college successfully avoids risk dynamics that are more common in its national environment. A certain level of self-citation is natural, but high rates can create 'echo chambers' that inflate impact through endogamous validation. By maintaining a very low rate, the institution shows that its academic influence is validated by the broader scientific community, not by internal dynamics, reflecting a healthy and externally-focused research culture.
The institution's Z-score of 0.770 is situated within a medium-risk context, but it is notably lower than the national average of 1.099. This suggests a capacity for differentiated management, where the college demonstrates more effective control over a risk that is common throughout the country. Publishing in discontinued journals can expose an institution to severe reputational damage by associating its research with low-quality or 'predatory' practices. While the risk is not entirely eliminated, the college's ability to moderate this trend relative to its peers indicates a more discerning approach to selecting dissemination channels, though further improvements in information literacy are warranted.
The institution registers a Z-score of -1.313, positioning it in a very low-risk category and below the country's low-risk average of -1.024. This demonstrates a low-profile consistency, where the complete absence of risk signals aligns with and even improves upon the national standard. Outside of 'Big Science' contexts, high rates of hyper-authorship can indicate author list inflation and dilute individual accountability. The college's excellent result in this area suggests that its authorship practices are transparent and merit-based, effectively distinguishing between necessary collaboration and questionable 'honorary' attributions.
With a Z-score of 0.677, the institution shows a medium-level risk, representing a moderate deviation from the national average of -0.292, which is in the low-risk category. This indicates that the college is more sensitive than its national peers to a dependency on external partners for its scientific impact. A wide positive gap signals a sustainability risk, suggesting that its scientific prestige may be more exogenous than structural. This finding invites a strategic reflection on whether the institution's excellence metrics stem from its own internal capacity and intellectual leadership or from a supporting role in collaborations led by others.
The institution's Z-score of -1.413 is firmly in the very low-risk category, well below the country's low-risk average of -0.067. This result reflects a low-profile consistency, with the absence of risk signals reinforcing the sound practices seen at the national level. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to risks like coercive authorship or a focus on quantity over quality. The college's very low score indicates a healthy balance, suggesting that its researchers' productivity is not associated with practices that could compromise the integrity of the scientific record.
The institution's Z-score of -0.268 is almost identical to the national average of -0.250, with both values indicating very low risk. This demonstrates a perfect integrity synchrony, showing total alignment with a national environment of maximum scientific security in this domain. Excessive dependence on in-house journals can create conflicts of interest and academic endogamy by bypassing independent external peer review. The college's negligible rate of publication in its own journals confirms its commitment to global visibility and competitive validation, ensuring its research is vetted through standard, impartial channels.
The institution achieves a Z-score of -1.186, placing it in the very low-risk category, in stark contrast to the national average of 0.720, which indicates a medium-level risk. This is a clear example of preventive isolation, where the institution does not replicate the risk dynamics observed in its environment. A high rate of bibliographic overlap, or 'salami slicing,' artificially inflates productivity by fragmenting studies into minimal publishable units. The college's extremely low score shows a strong commitment to producing significant, coherent knowledge, prioritizing substance over volume and avoiding practices that distort the scientific evidence base.