INSEAD

EXECUTIVE SUMMARY AND STRATEGIC VISION

INSEAD demonstrates an outstanding scientific integrity profile, reflected in its overall risk score of -0.598, which indicates a performance significantly better than the global average. This result is built on a consistent absence of risk signals, with all nine indicators falling within the 'low' or 'very low' categories. The institution's primary strengths lie in its exceptionally low rates of Institutional Self-Citation, Hyperprolific Authorship, and Redundant Output, showcasing a culture that prioritizes external validation and substantive research over metric inflation. This robust integrity profile provides a solid foundation for its academic excellence, particularly in its top-ranked areas such as Business, Management and Accounting (Top 10 in France) and Arts and Humanities (Top 17 in France), according to SCImago Institutions Rankings data. This commitment to ethical research directly supports INSEAD's mission to "develop responsible leaders who transform business and society," as responsible leadership is inseparable from the principles of transparency, accountability, and integrity that the institution exemplifies in its scientific output. INSEAD's exemplary integrity performance is a strategic asset that validates its reputation for excellence, and the institution is encouraged to leverage this demonstrated commitment to responsible research as a cornerstone of its brand and educational model.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution presents a Z-score of -0.501, a low-risk value that contrasts with the national average of 0.648. This demonstrates a notable institutional resilience, suggesting that internal control mechanisms are effectively mitigating the systemic risks observed at the country level. While multiple affiliations can be a legitimate outcome of collaboration, the moderate national trend could point to a broader pattern of strategic "affiliation shopping." INSEAD’s low rate indicates that its collaborative practices are well-managed and transparent, reinforcing its reputation without resorting to practices that might artificially inflate institutional credit.

Rate of Retracted Output

With a Z-score of -0.165, the institution's rate of retracted publications is statistically normal and aligns closely with the national average of -0.189. This low and expected level of risk suggests that the institution's pre-publication quality control mechanisms are functioning appropriately. Retractions are complex events, and a minimal rate like this one is indicative of a healthy scientific ecosystem where honest errors are corrected responsibly, rather than a sign of systemic failure or recurring malpractice. The data points to a culture of integrity where the scientific record is diligently maintained.

Rate of Institutional Self-Citation

The institution exhibits an exceptionally low Z-score of -1.561, significantly below the already low national average of -0.200. This result demonstrates a low-profile consistency with the national standard, but at a level that signals exemplary performance. A certain degree of self-citation is natural, but INSEAD's minimal rate is a powerful indicator that its research is validated by the broader international community, avoiding the risk of scientific isolation or 'echo chambers.' This high degree of external scrutiny confirms that the institution's academic influence is driven by global recognition rather than endogamous internal dynamics.

Rate of Output in Discontinued Journals

The institution's Z-score of -0.545 reflects a near-total operational silence in this area, performing even better than the country's very low average of -0.450. This absence of risk signals indicates an outstanding level of due diligence in the selection of publication channels. By avoiding journals that fail to meet international ethical or quality standards, INSEAD effectively protects its resources and reputation from the risks associated with 'predatory' or low-quality publishing. This demonstrates a strong commitment to information literacy and responsible dissemination of its scientific output.

Rate of Hyper-Authored Output

With a Z-score of -0.551, the institution maintains a low-risk profile, effectively resisting the medium-risk trend seen at the national level (0.859). This suggests strong institutional resilience, where internal policies or culture prevent the inflation of author lists. While extensive author lists are legitimate in 'Big Science,' their absence here indicates that INSEAD fosters a research environment where authorship is tied to meaningful contribution, promoting individual accountability and transparency and steering clear of practices like 'honorary' authorship.

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

The institution's Z-score of -1.136 is in the very low-risk category, signifying a state of preventive isolation from the medium-risk dynamics observed nationally (0.512). A wide positive gap can signal a dependency on external partners for impact. INSEAD's negative score indicates the opposite: the impact of research led by the institution is robust and self-sufficient. This demonstrates that its scientific prestige is structural and generated from a strong internal capacity for intellectual leadership, rather than being a byproduct of collaborations where it does not lead.

Rate of Hyperprolific Authors

The institution shows a Z-score of -1.413, an exceptionally low value that is consistent with, and even improves upon, the low-risk national average of -0.654. This near absence of hyperprolific authors is a strong indicator of a research culture that prioritizes quality and scientific integrity over sheer volume. By avoiding extreme individual publication rates, INSEAD mitigates the risks of coercive authorship or data fragmentation, ensuring that authorship reflects meaningful intellectual contribution and a healthy balance between productivity and rigor.

Rate of Output in Institutional Journals

With a Z-score of -0.268, the institution demonstrates perfect integrity synchrony with its national environment, which has a similar very low-risk score of -0.246. This alignment reflects a shared commitment to avoiding potential conflicts of interest. By not relying on in-house journals, INSEAD ensures its scientific production undergoes independent external peer review, which is essential for global visibility and competitive validation. This practice prevents academic endogamy and reinforces the credibility of its research output.

Rate of Redundant Output

The institution's Z-score of -1.186 places it in the very low-risk category, a clear case of preventive isolation from the medium-risk trend seen across the country (0.387). This result strongly suggests that INSEAD actively discourages the practice of 'salami slicing,' where studies are fragmented into minimal publishable units to inflate productivity metrics. The institution's focus on publishing complete and significant works, rather than a high volume of overlapping articles, protects the integrity of the scientific record and demonstrates a commitment to generating substantive new knowledge.