| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.659 | -0.927 |
|
Retracted Output
|
1.582 | 0.279 |
|
Institutional Self-Citation
|
-1.176 | 0.520 |
|
Discontinued Journals Output
|
-0.404 | 1.099 |
|
Hyperauthored Output
|
-1.204 | -1.024 |
|
Leadership Impact Gap
|
-1.177 | -0.292 |
|
Hyperprolific Authors
|
-0.064 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-1.186 | 0.720 |
The Management Development Institute, Gurgaon demonstrates a robust scientific integrity profile, with an overall risk score of -0.042 that indicates a performance slightly better than the global average. The institution's primary strength lies in its exceptional internal governance, reflected in very low risk levels across a wide range of indicators including self-citation, publication in discontinued journals, and redundant output. This operational excellence is counterbalanced by a single, critical area of concern: a significant rate of retracted output, which requires immediate strategic attention. According to SCImago Institutions Rankings data, the institution's academic prowess is most prominent in thematic areas such as Arts and Humanities (ranked 5th in India) and Business, Management and Accounting (ranked 8th in India), reinforcing its position as a national leader. While the institution's strong integrity framework largely supports its mission to achieve "academic excellence" and nurture "socially responsible leaders," the high rate of retractions presents a direct challenge to these values. Addressing this vulnerability is crucial to ensure that its reputation for quality is not compromised and to fully align its operational practices with its ambition to be a "globally recognized management school."
The institution presents a Z-score of -1.659, which is notably lower than the national average of -0.927. This result signifies a state of total operational silence regarding this risk, with the institution showing an absence of questionable affiliation practices even below the already low national benchmark. This suggests that affiliations are managed with exceptional clarity and transparency, effectively avoiding any signals of strategic attempts to inflate institutional credit or engage in “affiliation shopping,” thereby reinforcing a culture of straightforward academic collaboration.
The institution's Z-score of 1.582 is significantly higher than the national average of 0.279, pointing to a pattern of risk accentuation where the institution amplifies vulnerabilities present in the national system. Retractions are complex events, but a rate this far above the global average serves as a critical alert that quality control mechanisms prior to publication may be failing systemically. This suggests that beyond individual cases, there is a vulnerability in the institution's integrity culture, indicating possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to safeguard its academic reputation.
With a Z-score of -1.176, the institution stands in stark contrast to the national average of 0.520. This demonstrates a clear case of preventive isolation, where the center successfully avoids the risk dynamics prevalent in its environment. While the national trend may suggest a risk of 'echo chambers,' the institution's very low score indicates that its academic influence is validated by the broader scientific community, not through internal dynamics. This robust external scrutiny prevents endogamous impact inflation and confirms the institution's healthy integration into global research conversations.
The institution records a Z-score of -0.404, a figure that is significantly healthier than the national average of 1.099. This disparity shows a pattern of preventive isolation, where the institution does not replicate the risk of publishing in low-quality outlets that is more common nationally. The very low score is a strong indicator of effective due diligence in selecting dissemination channels. It demonstrates that the institution's researchers are well-informed and avoid channeling their work through media that fail to meet international ethical or quality standards, thereby protecting the institution from severe reputational risks associated with 'predatory' practices.
The institution's Z-score of -1.204 is well below the national average of -1.024. This reflects a low-profile consistency, where the complete absence of risk signals in this area aligns with, and even improves upon, the low-risk national standard. The data confirms that the institution's authorship practices are transparent and accountable. This effectively rules out concerns about author list inflation or the prevalence of 'honorary' authorships, ensuring that credit is assigned appropriately and individual contributions remain clear.
The institution exhibits a Z-score of -1.177, which is substantially lower than the national average of -0.292. This result demonstrates low-profile consistency, as the absence of risk signals at the institution is in line with the low-risk national context, but with even greater control. A low gap indicates that the institution's scientific prestige is structural and generated from within, not merely dependent on external partners. This reflects a high degree of internal capacity and intellectual leadership, confirming that its impact metrics are a direct result of its own research strengths rather than a reliance on collaborations where it does not lead.
The institution's Z-score of -0.064 is nearly identical to the national average of -0.067. This alignment points to a state of statistical normality, where the observed level of author productivity is precisely what would be expected for an institution of its context and size. The data suggests a healthy balance between quantity and quality, with no evidence of extreme individual publication volumes that might challenge the limits of meaningful intellectual contribution or signal practices like coercive authorship or data fragmentation.
The institution's Z-score of -0.268 is closely aligned with the national average of -0.250. This demonstrates integrity synchrony, reflecting a total alignment with an environment of maximum scientific security in this regard. The very low rate of publication in its own journals indicates that the institution's research overwhelmingly undergoes independent external peer review. This practice avoids potential conflicts of interest and academic endogamy, ensuring its scientific output is validated through standard competitive channels and achieves global visibility.
The institution has a Z-score of -1.186, which is exceptionally low compared to the national average of 0.720. This wide gap indicates a successful preventive isolation, where the institution actively avoids the risk of data fragmentation that appears to be a systemic issue at the national level. The very low score confirms that the institution's researchers are not engaging in 'salami slicing'—the practice of dividing studies into minimal publishable units to artificially inflate productivity. This commitment to publishing complete, significant work upholds the integrity of the scientific record and respects the academic review system.
