| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.531 | -0.927 |
|
Retracted Output
|
-0.230 | 0.279 |
|
Institutional Self-Citation
|
-1.581 | 0.520 |
|
Discontinued Journals Output
|
-0.270 | 1.099 |
|
Hyperauthored Output
|
-1.273 | -1.024 |
|
Leadership Impact Gap
|
0.654 | -0.292 |
|
Hyperprolific Authors
|
-1.413 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-0.513 | 0.720 |
The Indian Institute of Management Lucknow demonstrates an outstanding overall integrity profile, reflected in a global risk score of -0.580. This score indicates a performance significantly superior to the global average, characterized by robust internal controls and a commitment to ethical research practices. The institution's primary strengths lie in its exceptionally low rates of institutional self-citation, multiple affiliations, and redundant output, suggesting a culture that prioritizes external validation and substantive scientific contributions. The main area for strategic attention is the medium-risk signal in the gap between its total research impact and the impact of work under its direct leadership, which points to an opportunity to enhance internal research capacity. These strong integrity metrics provide a solid foundation for the institution's prominent standing, evidenced by its SCImago Institutions Rankings data, which places it among India's top institutions in key areas such as Psychology (17th), Business, Management and Accounting (32nd), and Economics, Econometrics and Finance (35th). This low-risk profile directly aligns with its mission to "pursue excellence in management education, research, consultancy and training." However, the identified dependency on external collaboration for impact could challenge the long-term goal of fostering self-sustaining excellence. To fully realize its mission, the institution is encouraged to leverage its secure integrity framework to cultivate and promote the impact of its internally-led research, thereby ensuring its leadership is both ethical and intellectually sovereign.
With an institutional Z-score of -1.531 compared to the national average of -0.927, the Indian Institute of Management Lucknow shows a complete absence of risk signals in this area, performing even better than the low-risk national standard. This operational silence suggests that affiliations are managed with exceptional clarity. While multiple affiliations can be a legitimate outcome of collaboration, the institution's extremely low rate indicates that there is no evidence of strategic "affiliation shopping" or attempts to artificially inflate institutional credit, reflecting a transparent and well-governed approach to academic partnerships.
The institution maintains a low-risk Z-score of -0.230, demonstrating significant resilience in a national context that presents a medium-risk environment (Z-score: 0.279). This disparity suggests that the institution's internal quality control and supervision mechanisms are effectively mitigating systemic risks prevalent in the country. A high rate of retractions can signal failing pre-publication checks or recurring malpractice. In this case, the low score indicates that the institution's integrity culture is robust, and its processes are successful in preventing the type of systemic errors that lead to a high volume of retracted work.
The institution exhibits a very low-risk Z-score of -1.581, positioning it in preventive isolation from the medium-risk dynamics observed nationally (Z-score: 0.520). This strong performance indicates that the institution does not replicate the concerning trend of scientific isolation seen in its environment. A certain level of self-citation is natural, but high rates can create 'echo chambers' and inflate impact endogenously. The institution's result confirms that its academic influence is earned through external scrutiny and recognition by the global community, not through self-validation.
With a low-risk Z-score of -0.270, the institution demonstrates effective institutional resilience against a national backdrop of medium risk (Z-score: 1.099). This suggests that its researchers and management exercise strong due diligence in selecting dissemination channels, acting as a filter against the broader national trend. A high proportion of output in such journals is a critical alert for reputational risk and wasted resources. The institution's controlled rate indicates a commitment to publishing in reputable venues, thereby avoiding 'predatory' practices and ensuring the quality and longevity of its scientific record.
The institution's Z-score of -1.273 is in the very low-risk category, showing strong consistency with the low-risk national standard (Z-score: -1.024). The complete absence of risk signals in this area suggests that authorship practices are well-governed and transparent. While extensive author lists are legitimate in 'Big Science,' their appearance elsewhere can indicate author list inflation or 'honorary' authorships that dilute accountability. The institution's profile confirms that its collaborative work aligns with international standards of transparency and meaningful contribution.
The institution presents a medium-risk Z-score of 0.654, a moderate deviation from the low-risk national average of -0.292. This indicates a greater sensitivity to this particular risk factor compared to its national peers. A wide positive gap, as seen here, signals a potential sustainability risk where the institution's scientific prestige may be dependent on external partners rather than its own structural capacity. This finding suggests that while the institution is successful in high-impact collaborations, its own intellectual leadership in these partnerships may be less prominent. It invites a strategic reflection on fostering and promoting internally-led research to ensure that its reputation for excellence is built on a self-sufficient and sustainable foundation.
With a very low-risk Z-score of -1.413, the institution's performance aligns with the low-risk national environment (Z-score: -0.067). This absence of risk signals indicates a healthy balance between productivity and quality. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to risks such as coercive authorship or data fragmentation. The institution's low score suggests its academic culture prioritizes the integrity of the scientific record over the pursuit of sheer volume, fostering an environment where contributions are substantive.
The institution's Z-score of -0.268 is in total alignment with the country's Z-score of -0.250, both reflecting a very low-risk environment. This integrity synchrony demonstrates that the institution operates in lockstep with a national context of maximum scientific security on this indicator. Excessive dependence on in-house journals can create conflicts of interest and academic endogamy. The institution's minimal rate confirms that its research output consistently undergoes independent, external peer review, ensuring its work is validated against global standards and not fast-tracked through internal channels.
The institution achieves a very low-risk Z-score of -0.513, placing it in preventive isolation from the medium-risk trend observed across the country (Z-score: 0.720). This result shows that the institution does not replicate the risk dynamics of its environment regarding data fragmentation. High rates of bibliographic overlap often indicate 'salami slicing'—the practice of dividing a study into minimal units to inflate productivity. The institution's excellent performance demonstrates a commitment to publishing significant, coherent bodies of work, thereby strengthening the scientific evidence base and respecting the resources of the peer review system.