IE Universidad, Madrid

EXECUTIVE SUMMARY AND STRATEGIC VISION

IE Universidad demonstrates an outstanding global performance in scientific integrity, with an overall risk score of -0.650 that places it in a position of exceptional strength and reliability. The institution exhibits a remarkably low-risk profile across nearly all indicators, consistently outperforming national averages and showcasing robust internal governance. This solid foundation of ethical research practices is particularly evident in the institution's capacity for independent intellectual leadership, its commitment to external validation, and its focus on substantive, high-quality output. According to SCImago Institutions Rankings data, this operational excellence supports the university's strong positioning in key thematic areas such as Business, Management and Accounting (ranked 30th in Spain), Economics, Econometrics and Finance (43rd), and Social Sciences (63rd). This demonstrated commitment to integrity directly aligns with the institutional mission to foster a transformative learning environment that empowers individuals to "shape the world." By ensuring its research is transparent, rigorous, and ethically sound, IE Universidad guarantees that the knowledge it produces is a credible and powerful tool for positive global change, reinforcing its reputation as a leader in responsible and impactful higher education.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution presents a Z-score of -0.766, which is notably lower than the national average of -0.476. This result indicates a prudent and well-managed approach to academic collaboration that is more rigorous than the national standard. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the institution's controlled rate suggests a clear and transparent policy regarding affiliations. This effectively mitigates any risk of strategic "affiliation shopping" and reinforces a culture where institutional credit is assigned with precision and integrity.

Rate of Retracted Output

With a Z-score of -0.099, the institution's rate of retractions is slightly higher than the national average of -0.174, although both fall within a low-risk context. This minor deviation suggests an incipient vulnerability that warrants review. Retractions can be complex events, sometimes signifying responsible supervision in correcting unintentional errors. However, a rate that edges above the national benchmark, even if low, serves as a signal that pre-publication quality control mechanisms could be further strengthened to ensure that potential methodological or ethical issues are identified and resolved internally, preventing any escalation of risk.

Rate of Institutional Self-Citation

The institution's Z-score for this indicator is -1.370, a figure that signals a near-total absence of risk and stands in stark contrast to the national average of -0.045. This demonstrates an exceptional level of integration with the global scientific community. A certain degree of self-citation is natural, but the institution's extremely low rate confirms that its work is validated through broad external scrutiny, not within an internal 'echo chamber.' This performance effectively eliminates any concern of endogamous impact inflation, proving that the institution's academic influence is earned through genuine recognition by the international community.

Rate of Output in Discontinued Journals

Displaying a Z-score of -0.464 compared to the country's -0.276, the institution shows a very low and consistent risk profile in its choice of publication venues. This result highlights a robust due diligence process for selecting dissemination channels. A significant presence in discontinued journals can be a critical alert for reputational risk, often associated with 'predatory' or low-quality practices. The institution's minimal engagement with such outlets demonstrates a strong commitment to information literacy and the responsible use of resources, ensuring its scientific output appears in credible and ethically sound journals.

Rate of Hyper-Authored Output

The institution exhibits a Z-score of -1.251, indicating a very low risk, which is particularly significant when compared to the medium-risk national average of 0.497. This marked difference shows a preventive isolation from national trends that may point toward authorship inflation. While extensive author lists are legitimate in 'Big Science,' the institution's low rate outside these contexts suggests a culture where authorship is directly tied to meaningful intellectual contribution. This maintains high standards of individual accountability and transparency, successfully avoiding practices like 'honorary' or political authorship.

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

With a Z-score of -1.842, the institution demonstrates exceptional strength in its internal research capacity, contrasting sharply with the national average of 0.185, which indicates a medium-level dependency on external partners. This result signifies that the institution's scientific prestige is structural and endogenous, not reliant on collaborations where it does not exercise intellectual leadership. A very low gap confirms that excellence metrics are the result of genuine internal capabilities, reflecting a sustainable and self-sufficient model for generating high-impact research.

Rate of Hyperprolific Authors

The institution's Z-score of -1.413 is significantly lower than the national average of -0.391, indicating a very low-risk environment regarding extreme publication productivity. This suggests a healthy institutional balance between quantity and quality. While high productivity can be legitimate, extreme volumes often challenge the limits of meaningful intellectual contribution. The absence of this phenomenon at the institution signals a research culture that prioritizes the integrity of the scientific record over pure metrics, thereby avoiding risks such as coercive authorship or 'salami slicing' that can emerge from pressure to publish.

Rate of Output in Institutional Journals

The institution's Z-score of -0.268 reflects a very low reliance on its own journals, a practice that sets it apart from the national medium-risk average of 0.278. This preventive isolation from a common risk factor is a key institutional strength. By prioritizing external, independent peer review over in-house publication, the institution avoids potential conflicts of interest and academic endogamy. This strategy enhances the global visibility and credibility of its research, ensuring that its scientific production is validated through standard competitive channels rather than internal 'fast tracks.'

Rate of Redundant Output

With a Z-score of -1.186, far below the national average of -0.228, the institution demonstrates a very low and consistent risk of redundant publication. This result points to a commendable focus on publishing complete and significant studies. A high rate of bibliographic overlap can indicate 'salami slicing'—the practice of fragmenting a single study into multiple minimal units to inflate productivity. The institution's strong performance here shows a commitment to generating significant new knowledge over artificially boosting publication volume, thereby upholding the integrity of the scientific evidence base.