| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.279 | -0.927 |
|
Retracted Output
|
-0.061 | 0.279 |
|
Institutional Self-Citation
|
-1.924 | 0.520 |
|
Discontinued Journals Output
|
-0.362 | 1.099 |
|
Hyperauthored Output
|
-1.060 | -1.024 |
|
Leadership Impact Gap
|
1.604 | -0.292 |
|
Hyperprolific Authors
|
-1.413 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-0.267 | 0.720 |
The Indian Institute of Management, Bangalore, demonstrates a robust scientific integrity profile, reflected in an overall score of -0.469. The institution exhibits exceptional performance in mitigating risks related to self-citation, publication in discontinued journals, and multiple affiliations, effectively insulating itself from adverse national trends. This strong foundation of ethical practice is a significant asset. However, a notable vulnerability emerges in the medium-risk gap between the impact of its total output and that of its internally-led research, suggesting a dependency on external collaborations for scientific prestige. According to SCImago Institutions Rankings data, the institution's thematic strengths lie in Business, Management and Accounting; Economics, Econometrics and Finance; and Social Sciences. While its low-risk profile strongly supports its mission to "pursue excellence" and provide "thought leadership," the identified impact gap presents a strategic challenge. True thought leadership and excellence are contingent on developing and showcasing genuine internal capacity. To fully realize its mission, the institution should leverage its solid integrity framework to foster greater intellectual leadership in its collaborations, ensuring its esteemed reputation is built upon a sustainable and sovereign academic core.
With a Z-score of -1.279, significantly lower than the national average of -0.927, the institution shows a complete absence of risk signals in this area. This operational silence, even when compared to a low-risk national environment, indicates that affiliation practices are exceptionally clear and transparent. The data strongly suggests that the institution is not engaged in strategic attempts to inflate institutional credit or "affiliation shopping," reflecting a highly principled approach to academic collaboration and representation.
The institution maintains a low-risk Z-score of -0.061, demonstrating notable resilience when contrasted with the medium-risk national average of 0.279. This disparity suggests that the institution's internal quality control and supervision mechanisms are effectively mitigating a broader systemic risk present in the country. A rate significantly lower than the national average points to a robust pre-publication review process that successfully prevents the kind of systemic failures or recurring malpractice that can lead to a higher volume of retractions, thereby safeguarding its academic reputation.
The institution's Z-score of -1.924 is exceptionally low, marking a clear case of preventive isolation from the medium-risk national trend (Z-score: 0.520). This result is a powerful indicator of scientific openness and integration with the global academic community. By avoiding disproportionately high rates of self-citation, the institution successfully sidesteps the risk of creating 'echo chambers' or endogamous impact inflation, ensuring its academic influence is genuinely validated by external scrutiny rather than being oversized by internal dynamics.
Displaying a very low-risk Z-score of -0.362, the institution effectively distances itself from the medium-risk national average of 1.099. This demonstrates a strong preventive isolation, indicating that the institution's researchers exercise rigorous due diligence in selecting publication venues. This careful approach protects the institution from the severe reputational risks associated with 'predatory' or low-quality publishing and ensures that its scientific output is channeled through credible media that meet international ethical and quality standards.
The institution's Z-score of -1.060 is in close alignment with the national average of -1.024, reflecting a state of statistical normality. The risk level is low and as expected for its context and size, indicating that its collaborative and authorship practices are consistent with national norms. The data does not suggest any unusual patterns of author list inflation or 'honorary' authorship, showing a balanced approach to co-authorship that aligns with disciplinary standards.
With a medium-risk Z-score of 1.604, the institution shows a moderate deviation from the low-risk national average of -0.292. This is the primary area for strategic attention, as it indicates a greater sensitivity to this risk factor than its national peers. The wide positive gap suggests a potential sustainability risk, where the institution's scientific prestige may be overly dependent on external partners rather than structurally generated by its own-led research. This finding invites a critical reflection on whether its high-impact metrics result from genuine internal capacity or from strategic positioning in collaborations where it does not exercise primary intellectual leadership.
The institution's very low Z-score of -1.413 demonstrates a low-profile consistency and an even stronger position than the low-risk national average of -0.067. This absence of risk signals indicates a healthy balance between productivity and quality. The lack of extreme individual publication volumes suggests the institution is not exposed to risks such as coercive authorship or authorship assigned without meaningful participation, reinforcing a culture that prioritizes the integrity of the scientific record over the inflation of quantitative metrics.
The institution's Z-score of -0.268 is very low and virtually identical to the national average of -0.250. This reflects a perfect integrity synchrony, showing total alignment with a national environment of maximum scientific security in this domain. The minimal reliance on in-house journals ensures that potential conflicts of interest and academic endogamy are avoided. By consistently seeking validation through independent external peer review, the institution guarantees its research is subject to global competitive standards and is not channeled through internal 'fast tracks' that could compromise quality.
The institution exhibits a low-risk Z-score of -0.267, showcasing strong institutional resilience against the medium-risk national trend (Z-score: 0.720). This indicates that its internal control mechanisms and academic culture effectively discourage the practice of data fragmentation or 'salami slicing.' By managing this risk so effectively compared to its environment, the institution demonstrates a commitment to producing significant, coherent knowledge rather than artificially inflating publication volume, thereby contributing responsibly to the scientific ecosystem.
