IE Universidad

EXECUTIVE SUMMARY AND STRATEGIC VISION

IE Universidad presents an exceptional scientific integrity profile, reflected in an overall risk score of -0.656. This result indicates a robust governance framework and a culture deeply committed to ethical research practices. The institution demonstrates outstanding performance, with seven of the nine indicators at a "very low" risk level, particularly in areas critical to scientific autonomy and quality, such as the minimal dependency on external collaborations for impact, the absence of hyper-authorship, and negligible rates of institutional self-citation. According to SCImago Institutions Rankings data, this solid foundation of integrity supports its notable academic strengths, especially in Business, Management and Accounting (ranked 25th in Spain) and Economics, Econometrics and Finance (ranked 44th in Spain). This commitment to ethical excellence is in perfect alignment with its mission to provide a transformative learning environment that empowers its community to "shape the world." A high-integrity research ecosystem is not merely an operational asset but the fundamental prerequisite for fostering the critical and responsible leadership the mission espouses. By consolidating these exemplary practices, IE Universidad not only safeguards its reputation but also ensures that its contribution to knowledge is both significant and unimpeachable.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution shows a Z-score of -0.775, which is lower than the national average of -0.476. This result suggests a prudent and rigorous approach to managing institutional affiliations. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the institution's more conservative profile compared to the national standard indicates effective policies that prevent the strategic inflation of institutional credit or "affiliation shopping." This controlled management reinforces transparency and ensures that institutional credit accurately reflects genuine collaborative contributions.

Rate of Retracted Output

With a Z-score of -0.108, the institution's rate of retractions is slightly higher than the national average of -0.174, although both remain in a low-risk category. This minor deviation signals an incipient vulnerability that warrants review. Retractions are complex events, and while some signify responsible supervision in correcting unintentional errors, a rate that edges above the national baseline could suggest that pre-publication quality control mechanisms may be under strain. This indicator serves as a prompt for a proactive review to ensure that potential recurring malpractice or a lack of methodological rigor are addressed before they escalate.

Rate of Institutional Self-Citation

The institution's Z-score of -1.353 is exceptionally low, positioning it far below the already low national average of -0.045. This demonstrates a clear consistency with a low-risk environment, but with a performance that is markedly superior. Such a minimal rate of institutional self-citation is a strong indicator of scientific extroversion and external validation. It confirms that the institution's work is integrated into and recognized by the global scientific community, effectively mitigating any risk of operating in an 'echo chamber' or artificially inflating its impact through endogamous practices.

Rate of Output in Discontinued Journals

The institution records a Z-score of -0.476, significantly better than the Spanish average of -0.276. This alignment with a low-risk national context, coupled with superior performance, highlights a strong due diligence process in the selection of publication venues. A very low presence in discontinued journals indicates that the institution's researchers are effectively avoiding channels that fail to meet international ethical or quality standards. This protects the institution from severe reputational risks and demonstrates a high level of information literacy, preventing the misallocation of resources to 'predatory' or low-quality publishing practices.

Rate of Hyper-Authored Output

With a Z-score of -1.209, the institution shows a near-total absence of hyper-authored publications, in stark contrast to the national average of 0.497, which indicates a medium-level risk. This significant divergence demonstrates a preventive isolation from a problematic national trend. The institution's internal governance appears to effectively curb practices of author list inflation. This ensures that authorship remains a transparent and accountable reflection of meaningful intellectual contribution, distinguishing its practices from environments where 'honorary' or political authorship may be more prevalent.

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

The institution exhibits an outstanding Z-score of -1.896, indicating that the impact of its research is driven by its own intellectual leadership. This result is particularly noteworthy when compared to the national average of 0.185, which signals a medium-level dependency on external partners for impact. This preventive isolation from a national vulnerability suggests a highly sustainable and autonomous research model. The institution's scientific prestige is clearly structural and endogenous, built upon its own capacity rather than strategic positioning in collaborations where it does not hold a leadership role.

Rate of Hyperprolific Authors

The institution's Z-score of -1.413 is exceptionally low, far exceeding the already low-risk national standard of -0.391. This near absence of hyperprolific authors points to a healthy research culture that prioritizes substance over sheer volume. This indicator reinforces that the institution fosters an environment where the integrity of the scientific record is paramount, successfully avoiding the risks associated with extreme publication volumes, such as coercive authorship, data fragmentation, or the assignment of authorship without real participation.

Rate of Output in Institutional Journals

The institution's Z-score of -0.268 indicates a very low rate of publication in its own journals, setting it apart from the national average of 0.278, which falls into a medium-risk category. This demonstrates a clear preventive isolation from a national tendency toward academic endogamy. By favoring external, independent publication channels, the institution ensures its scientific production undergoes rigorous and impartial peer review. This practice mitigates conflicts of interest, enhances global visibility, and avoids the risk of using internal journals as 'fast tracks' to inflate academic output without standard competitive validation.

Rate of Redundant Output

With a Z-score of -1.186, the institution demonstrates a significantly lower rate of redundant output compared to the national average of -0.228. This superior performance within a low-risk national context highlights a strong institutional commitment to producing impactful and coherent research. The very low incidence of massive bibliographic overlap between publications indicates that researchers are focused on presenting complete studies rather than engaging in 'salami slicing' to artificially inflate productivity metrics. This practice strengthens the scientific record and respects the resources of the peer-review system.