| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.268 | -0.927 |
|
Retracted Output
|
-0.080 | 0.279 |
|
Institutional Self-Citation
|
-1.584 | 0.520 |
|
Discontinued Journals Output
|
-0.077 | 1.099 |
|
Hyperauthored Output
|
-1.220 | -1.024 |
|
Leadership Impact Gap
|
1.192 | -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, Kozhikode, demonstrates a robust scientific integrity profile, with an overall risk score of -0.474 that indicates a performance significantly stronger than many of its peers. The institution's primary strengths lie in its exceptionally low rates of institutional self-citation, hyperprolific authorship, and multiple affiliations, alongside a clear resilience against national trends of publishing in discontinued journals and retracting publications. This foundation of ethical practice strongly supports its academic excellence, particularly in its highest-ranked thematic areas according to SCImago Institutions Rankings data: Psychology, Business, Management and Accounting, and Economics, Econometrics and Finance. This commitment to integrity directly aligns with its mission to nurture "socially responsible and environmentally friendly practitioners, leaders and educators." However, a medium-risk signal in the gap between its overall research impact and the impact of its own led research presents a strategic challenge. This dependency on external leadership could, if unaddressed, undermine the goal of achieving "global reckoning" and developing "dependable management thinkers." To fully realize its vision, the institution is encouraged to leverage its outstanding integrity culture as a platform for fostering greater intellectual leadership and ensuring its prestigious impact is both sustainable and structurally autonomous.
The institution's Z-score of -1.268 is notably lower than the national average of -0.927, indicating a complete absence of risk signals in this area. This performance surpasses the already low-risk national standard, suggesting that authorship and affiliation practices are exceptionally clear and transparent. While multiple affiliations can be legitimate, the data confirms the institution is not engaged in strategic practices like “affiliation shopping” to artificially inflate its institutional credit, reflecting a culture of straightforward academic attribution.
With a Z-score of -0.080, the institution maintains a low rate of retractions, contrasting with the medium-risk national average of 0.279. This demonstrates significant institutional resilience, suggesting that its internal quality control and supervision mechanisms are effectively mitigating the systemic vulnerabilities observed elsewhere in the country. This performance indicates that when errors occur, they are likely handled through responsible correction, reinforcing the integrity of its research culture rather than signaling recurring malpractice or a lack of methodological rigor.
The institution exhibits a Z-score of -1.584, a figure that signals a state of preventive isolation from the medium-risk national trend (Z-score 0.520). This exceptionally low rate of self-citation indicates a healthy and robust integration into the global scientific discourse, successfully avoiding the creation of scientific 'echo chambers.' This practice ensures the institution's academic influence is validated by the broader international community, not just inflated by internal dynamics, confirming that its impact is based on widespread external recognition.
The institution's Z-score of -0.077 reflects a low-risk profile that stands in contrast to the medium-risk national average of 1.099. This disparity highlights the institution's effective resilience and robust due diligence in selecting publication venues. By avoiding channels that fail to meet international ethical or quality standards, the institution successfully protects its reputation and ensures its research investment is not wasted on 'predatory' or low-quality practices, a challenge that appears more prevalent in its national context.
The institution's Z-score of -1.220 for hyper-authored output is consistent with the low-risk national environment (Z-score -1.024). This absence of risk signals indicates that its authorship practices are transparent and well-governed. The data suggests a clear distinction between necessary, large-scale collaboration and questionable practices like 'honorary' or political authorship, thereby preserving individual accountability and the integrity of its research contributions.
The institution presents a Z-score of 1.192, indicating a moderate deviation from the national average of -0.292. This positive gap reveals that the institution's overall scientific impact is significantly higher than the impact generated by research where it holds a leadership role. This signals a potential sustainability risk, suggesting that its scientific prestige may be overly dependent on external partners rather than its own structural capacity. This finding invites a strategic reflection on whether its high-impact metrics are the result of genuine internal capabilities or a consequence of strategic positioning in collaborations where it does not exercise primary intellectual leadership.
With a Z-score of -1.413, the institution shows a near-total absence of hyperprolific authors, a rate that is even lower than the low-risk national standard (-0.067). This low-profile consistency demonstrates a healthy institutional balance between quantity and quality in research output. It suggests a culture that prioritizes meaningful intellectual contribution over sheer volume, effectively avoiding the risks of coercive authorship or other dynamics that prioritize metrics over the integrity of the scientific record.
The institution's Z-score of -0.268 is in near-perfect alignment with the national average of -0.250, demonstrating integrity synchrony with a secure national environment. This minimal reliance on in-house journals underscores a strong commitment to independent, external peer review. By avoiding potential conflicts of interest and academic endogamy, the institution ensures its scientific production is validated through standard competitive channels, thereby enhancing its global visibility and credibility.
The institution's Z-score of -1.186 indicates a very low incidence of redundant publications, a performance that effectively isolates it from the medium-risk trend observed at the national level (Z-score 0.720). This demonstrates a clear focus on producing substantive and coherent studies rather than artificially inflating productivity metrics by fragmenting data into 'minimal publishable units.' This commitment to impactful research strengthens the integrity of the scientific evidence it contributes and avoids overburdening the academic review system.
