Indian Institute of Management, Ahmedabad

EXECUTIVE SUMMARY AND STRATEGIC VISION

The Indian Institute of Management, Ahmedabad, demonstrates a robust scientific integrity profile, reflected in an overall risk score of -0.389. The institution's primary strengths lie in its exceptional control over practices that could lead to academic endogamy and artificial productivity inflation; specifically, it exhibits very low risk in Institutional Self-Citation, Rate of Hyperprolific Authors, Rate of Output in Institutional Journals, and Rate of Redundant Output. In several of these areas, the institution successfully insulates itself from medium-risk trends prevalent at the national level, showcasing effective internal governance. The main area requiring strategic attention is the 'Gap between Impact of total output and the impact of output with leadership,' which is the sole indicator at a medium risk level and deviates significantly from the national standard. According to SCImago Institutions Rankings data, the institution's research excellence is particularly notable in thematic areas such as Psychology, Environmental Science, Economics, Econometrics and Finance, and Business, Management and Accounting. While the institution's specific mission was not localized for this report, the observed integrity profile strongly supports any objective centered on academic excellence and leadership. However, the identified impact gap could challenge the long-term sustainability of its research prestige if not addressed. It is recommended that the institution maintain its exemplary control mechanisms while strategically focusing on strengthening its intellectual leadership in collaborations to ensure that its high impact is structurally endogenous and sustainable.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution presents a Z-score of -0.851, while the national average is -0.927. This indicates a slight divergence from the national context, where the institution shows minimal signals of this activity in an environment that is almost entirely free of it. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this minor deviation from a very low national baseline suggests that it is prudent to ensure all co-affiliations are the result of substantive, strategic collaborations rather than early signs of practices like “affiliation shopping” aimed at inflating institutional credit.

Rate of Retracted Output

The institution's Z-score of -0.108 contrasts favorably with the national average of 0.279. This demonstrates strong institutional resilience, as its control mechanisms appear to effectively mitigate systemic risks that are more prevalent across the country. A high rate of retractions can suggest that quality control mechanisms prior to publication may be failing. In this case, the institution’s low score indicates that its integrity culture and methodological rigor are robust, successfully preventing the recurring issues observed elsewhere and reinforcing the reliability of its scientific output.

Rate of Institutional Self-Citation

With a Z-score of -1.490 against a national average of 0.520, the institution shows a clear case of preventive isolation. It successfully avoids the risk dynamics observed in its national environment, where self-citation is more common. A certain level of self-citation is natural, but the institution’s exceptionally low rate confirms that its work is validated by broad external scrutiny, not within an 'echo chamber.' This result strongly counters any risk of endogamous impact inflation, affirming that the institution's academic influence is driven by global community recognition rather than internal dynamics.

Rate of Output in Discontinued Journals

The institution's Z-score of -0.214 is significantly healthier than the national average of 1.099. This performance highlights effective institutional resilience, suggesting that its researchers exercise strong due diligence in selecting publication channels, thereby avoiding a risk more common at the national level. A high proportion of publications in discontinued journals can be a critical alert for reputational risk and wasted resources. The institution’s low score indicates that its researchers are well-informed and are not channeling their work through media that fail to meet international ethical or quality standards, protecting its scientific record from 'predatory' practices.

Rate of Hyper-Authored Output

The institution's Z-score is -0.888, slightly higher than the national average of -1.024. This profile points to an incipient vulnerability, as the institution shows minor signals that, while low, warrant review before they might escalate. Although the rate is not alarming, its position above the national average suggests a need to ensure that all extensive author lists are justified by the nature of the research. This serves as a proactive signal to distinguish between necessary massive collaboration and any potential emergence of 'honorary' or political authorship practices that could dilute individual accountability.

Gap between Impact of total output and the impact of output with leadership

The institution registers a Z-score of 1.793, a moderate deviation from the national average of -0.292. This indicates a greater sensitivity to this risk factor compared to its national peers. A wide positive gap, where overall impact is high but the impact of institution-led research is low, signals a sustainability risk. The institution's score suggests its scientific prestige may be significantly dependent on external partners rather than being structurally generated from within. This finding invites a strategic reflection on whether its high-impact metrics result from its own core capacity or from a positioning in collaborations where it does not exercise primary intellectual leadership.

Rate of Hyperprolific Authors

With a Z-score of -1.413 compared to the national average of -0.067, the institution demonstrates low-profile consistency. The complete absence of risk signals in this area is a positive finding that aligns with the generally low-risk national standard. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and point to risks like coercive authorship or 'salami slicing.' The institution’s very low score confirms a healthy balance between quantity and quality, indicating that its research environment does not foster dynamics that prioritize raw metrics over the integrity of the scientific record.

Rate of Output in Institutional Journals

The institution's Z-score of -0.268 is even lower than the already low national average of -0.250, indicating a state of total operational silence on this indicator. This is an exemplary result, showing an absence of risk signals that surpasses the national standard. Excessive dependence on in-house journals can raise conflicts of interest and signal academic endogamy. The institution's negligible rate confirms its commitment to independent external peer review, ensuring its scientific production achieves global visibility and is validated through standard competitive channels rather than internal 'fast tracks.'

Rate of Redundant Output

The institution's Z-score of -0.620 stands in sharp contrast to the national average of 0.720, demonstrating a clear case of preventive isolation. This result indicates that the institution does not replicate the risk dynamics of data fragmentation observed more broadly in its environment. A high rate of bibliographic overlap often points to 'salami slicing,' where studies are artificially divided to inflate productivity. The institution’s very low score is a strong indicator of its commitment to publishing significant, coherent new knowledge, thereby avoiding practices that distort scientific evidence and prioritize volume over substance.