| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.361 | -0.927 |
|
Retracted Output
|
-0.061 | 0.279 |
|
Institutional Self-Citation
|
-1.844 | 0.520 |
|
Discontinued Journals Output
|
-0.430 | 1.099 |
|
Hyperauthored Output
|
-1.134 | -1.024 |
|
Leadership Impact Gap
|
-1.768 | -0.292 |
|
Hyperprolific Authors
|
-1.413 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-1.186 | 0.720 |
The Indian Institute of Management Calcutta demonstrates an exceptionally strong scientific integrity profile, with an overall risk score of -0.705 that indicates robust governance and ethical research practices. The institution's performance is characterized by a near-total absence of risk signals across all evaluated areas, showing remarkable resilience and isolation from vulnerabilities present at the national level, particularly in regards to institutional self-citation, publication in discontinued journals, and redundant output. This outstanding integrity record provides a solid ethical foundation for its recognized academic strengths, as evidenced by its high rankings in Business, Management and Accounting; Economics, Econometrics and Finance; and Social Sciences. This commitment to rigorous and transparent research directly supports the institutional mission to develop "innovative and ethical future leaders." By embedding such high standards of integrity into its operations, the Institute not only advances the theory and practice of management responsibly but also sets a powerful example for the leaders it cultivates. It is recommended that the institution actively leverages this demonstrable commitment to scientific integrity as a core component of its brand, reinforcing its status as a global leader in ethical management education.
The institution exhibits a Z-score of -1.361, which is significantly lower than the national average of -0.927. This reflects a state of total operational silence, with an absence of risk signals that is even more pronounced than the already secure national standard. While multiple affiliations can be legitimate, this exceptionally low rate confirms that the institution's collaborative framework is managed with outstanding clarity and transparency, effectively eliminating any possibility of using affiliations to strategically inflate institutional credit or engage in “affiliation shopping.”
With a Z-score of -0.061, the institution maintains a low-risk profile that contrasts favorably with the medium-risk national average of 0.279. This demonstrates strong institutional resilience, where 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 are failing; however, this low score indicates that the institution's pre-publication review and supervision processes are robust, ensuring that potential errors are addressed effectively and preventing the kind of recurring malpractice that would signal a vulnerability in its integrity culture.
The institution's Z-score of -1.844 is exceptionally low, especially when compared to the national average of 0.520, which falls into the medium-risk category. This stark difference signals a successful preventive isolation, where the institution does not replicate the risk dynamics prevalent in its environment. A certain level of self-citation is natural, but disproportionately high rates can create 'echo chambers.' This institution's very low score confirms that its academic influence is validated by the global community rather than through internal dynamics, ensuring its impact is based on broad external recognition and not on endogamous inflation.
The institution shows a Z-score of -0.430, indicating a very low risk, in sharp contrast to the medium-risk national average of 1.099. This demonstrates a clear case of preventive isolation, where the institution effectively shields itself from the national trend of publishing in questionable venues. A high proportion of output in such journals is a critical alert regarding due diligence. This institution’s excellent score indicates that its researchers exercise rigorous judgment in selecting dissemination channels, thereby protecting its reputation and avoiding the reputational and resource risks associated with 'predatory' or low-quality practices.
With a Z-score of -1.134, the institution's rate of hyper-authored output is very low, aligning well with the low-risk national standard of -1.024. This low-profile consistency demonstrates an absence of risk signals in this area. While extensive author lists are normal in 'Big Science,' their appearance elsewhere can indicate author list inflation. The institution's score suggests that its authorship practices are transparent and uphold individual accountability, steering clear of 'honorary' or political authorship that can dilute the meaning of contributorship.
The institution's Z-score of -1.768 is significantly lower than the national average of -0.292, reflecting a very low-risk profile. This indicates a low-profile consistency and an absence of dependency risks. A wide positive gap can suggest that an institution's prestige is overly reliant on external partners where it does not exercise intellectual leadership. This institution's strong negative score, however, points to a sustainable model where its scientific impact is driven by genuine internal capacity and leadership, ensuring that its excellence is structural and not merely the result of strategic positioning in collaborations.
The institution records a Z-score of -1.413, a very low-risk value that is considerably better than the low-risk national average of -0.067. This demonstrates a low-profile consistency, with no evidence of the risks associated with extreme publication volumes. While high productivity can be legitimate, hyperprolificacy can challenge the limits of meaningful intellectual contribution. The institution’s score suggests a healthy balance between quantity and quality, with no signals of coercive authorship, 'salami slicing,' or other dynamics that prioritize metrics over the integrity of the scientific record.
With a Z-score of -0.268, the institution's performance is nearly identical to the national average of -0.250, both of which are in the very low-risk category. This represents a perfect integrity synchrony, showing total alignment with an environment of maximum scientific security. Excessive dependence on in-house journals can create conflicts of interest and academic endogamy. The institution's minimal reliance on such channels confirms that its scientific production consistently undergoes independent external peer review, ensuring its work is validated through standard competitive processes and achieves global visibility.
The institution's Z-score of -1.186 is exceptionally low, positioning it in stark contrast to the national average of 0.720, which indicates a medium-risk environment. This performance is a clear example of preventive isolation, where the institution avoids practices that are more common nationally. A high rate of bibliographic overlap can indicate 'salami slicing'—artificially inflating productivity by fragmenting studies. This institution's very low score demonstrates a commitment to publishing significant, coherent studies, prioritizing the advancement of new knowledge over the volume of publications and thus protecting the integrity of the scientific evidence base.
