| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.138 | -0.927 |
|
Retracted Output
|
-0.165 | 0.279 |
|
Institutional Self-Citation
|
-1.387 | 0.520 |
|
Discontinued Journals Output
|
-0.294 | 1.099 |
|
Hyperauthored Output
|
-1.109 | -1.024 |
|
Leadership Impact Gap
|
0.095 | -0.292 |
|
Hyperprolific Authors
|
-1.413 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-1.186 | 0.720 |
The Institute of Management Technology, Ghaziabad demonstrates a robust scientific integrity profile, with an overall risk score of -0.569 that indicates performance significantly better than the global average. The institution's primary strength lies in its remarkable resilience, consistently avoiding systemic risks prevalent at the national level, particularly concerning institutional self-citation, publication in discontinued journals, and redundant output. This operational excellence provides a solid foundation for its recognized thematic leadership, as evidenced by its strong national rankings in Business, Management and Accounting (33rd) and Social Sciences (66th) according to SCImago Institutions Rankings data. This commitment to sound practices directly supports its mission to "promote a culture of academic excellence" and "ethical participation." However, a moderate risk signal in the gap between its total impact and the impact of its self-led research suggests a potential dependency on external collaborations. To fully realize its mission of creating its own "intellectual capital," the Institute should leverage its strong integrity culture to foster greater intellectual leadership within its partnerships, ensuring its growing reputation is both sustainable and self-determined.
The institution presents a Z-score of -1.138, which is even lower than the national average of -0.927. This signifies a state of total operational silence regarding this indicator, with an absence of risk signals that surpasses the already low national standard. While multiple affiliations can be legitimate, disproportionately high rates can signal strategic attempts to inflate institutional credit. The Institute's exceptionally low score indicates that its collaborative framework is transparent and free from any signs of "affiliation shopping," reflecting a clear and unambiguous representation of its institutional contributions.
With a Z-score of -0.165, the institution maintains a low-risk profile, in stark contrast to the medium-risk national average of 0.279. This demonstrates significant institutional resilience, as its internal control mechanisms appear to successfully mitigate the systemic risks observed elsewhere in the country. A high rate of retractions can suggest that quality control mechanisms prior to publication are failing. The Institute's favorable position indicates that its pre-publication review and supervision processes are robust, protecting it from the vulnerabilities in integrity culture that may be affecting its national peers and ensuring a high standard of methodological rigor.
The institution's Z-score of -1.387 is exceptionally low, positioning it in a state of preventive isolation from the national trend, where the average score is 0.520 (medium risk). This clear disconnection from the risk dynamics of its environment is a strong positive signal. Disproportionately high rates of self-citation can create 'echo chambers' and artificially inflate an institution's perceived impact. The Institute's very low score demonstrates that its research is validated by the broader international scientific community, not by internal dynamics, reflecting a culture of external engagement and global recognition rather than academic endogamy.
The institution shows a low-risk Z-score of -0.294, effectively resisting the medium-risk national average of 1.099. This performance highlights the institution's resilience and the effectiveness of its internal filters against national risk practices. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels, often linked to 'predatory' practices. The Institute's ability to avoid this trend suggests its researchers exercise strong information literacy and discernment, safeguarding institutional resources and reputation by channeling their work through high-quality, recognized media.
With a Z-score of -1.109, the institution displays a more prudent profile than the national standard, which has a score of -1.024. This indicates that the center manages its authorship processes with greater rigor than its national peers. While extensive author lists are normal in some 'Big Science' fields, their appearance elsewhere can signal author list inflation, which dilutes individual accountability. The Institute's lower-than-average score suggests a healthy and transparent approach to authorship, effectively distinguishing between necessary collaboration and practices that could obscure meaningful individual contributions.
The institution presents a Z-score of 0.095 (medium risk), a moderate deviation from the low-risk national average of -0.292. This suggests the center has a greater sensitivity to this specific risk factor than its peers. A wide positive gap, where overall impact is high but the impact of institution-led research is low, signals a sustainability risk. This value suggests that the Institute's scientific prestige may be partly dependent and exogenous, stemming from collaborations where it does not exercise primary intellectual leadership. This invites a strategic reflection on whether its excellence metrics are a result of its own core capacity or its positioning within partnerships.
The institution's Z-score of -1.413 is in the very low-risk category, demonstrating low-profile consistency with the low-risk national environment (score of -0.067). The complete absence of risk signals in this area aligns with the national standard and reinforces a culture of quality. 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 credit without real participation. The Institute's clean record here indicates a healthy balance between productivity and scientific integrity, prioritizing substantive contributions over sheer volume.
With a Z-score of -0.268, the institution is in a state of integrity synchrony with its national environment, which has a nearly identical score of -0.250. This total alignment reflects an environment of maximum scientific security regarding this indicator. Excessive dependence on in-house journals can raise conflicts of interest and signal academic endogamy, where production bypasses independent external review. The Institute's negligible rate demonstrates a commitment to external validation and global visibility, ensuring its research competes on the international stage rather than relying on internal 'fast tracks'.
The institution shows a Z-score of -1.186, indicating a state of preventive isolation from the medium-risk national average of 0.720. This demonstrates that the center does not replicate the risk dynamics observed in its environment. A high rate of bibliographic overlap between publications can indicate 'salami slicing'—the practice of fragmenting a single study into multiple minimal units to artificially inflate productivity. The Institute's very low score is a strong indicator that its research output is characterized by substance and coherence, prioritizing the generation of significant new knowledge over the maximization of publication counts.
