University of North Carolina, Greensboro

EXECUTIVE SUMMARY AND STRATEGIC VISION

The University of North Carolina, Greensboro demonstrates an exceptionally strong scientific integrity profile, with an overall risk score of -0.488 that reflects practices consistently more rigorous than national benchmarks. The institution exhibits remarkable resilience, effectively insulating itself from systemic risks prevalent in the country, particularly in areas such as hyper-authorship, impact dependency, and redundant publication. This robust governance underpins its academic strengths, which, according to SCImago Institutions Rankings data, are most prominent in disciplines like Business, Management and Accounting, Psychology, Economics, Econometrics and Finance, and Social Sciences. This commitment to ethical research directly supports the university's mission to be a "responsive institution making a difference," as sound integrity is the bedrock of meaningful intellectual inquiry and responsible community engagement. By maintaining these high standards, the University not only safeguards its reputation but also ensures its contributions are both impactful and trustworthy, positioning it as a leader in responsible research practices.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution presents a prudent profile with a Z-score of -0.802, which is lower than the national average of -0.514. This indicates that the university manages its affiliation processes with more rigor than the national standard, even within a low-risk context. While multiple affiliations can be a legitimate outcome of collaboration, this controlled rate suggests the institution effectively avoids strategic attempts to inflate institutional credit or engage in “affiliation shopping,” ensuring that credit is assigned transparently and appropriately.

Rate of Retracted Output

With a Z-score of -0.193 compared to the national average of -0.126, the university demonstrates a prudent and rigorous approach to quality control. This slightly better-than-average performance within a low-risk environment suggests that its pre-publication review mechanisms are robust. A high rate of retractions can signal systemic failures in integrity, but the university's low score indicates that its quality control processes are effective, fostering an integrity culture that minimizes the risk of recurring malpractice or a lack of methodological rigor.

Rate of Institutional Self-Citation

The institution's Z-score of -0.679 is notably lower than the national average of -0.566, reflecting a prudent profile that favors external validation. This performance indicates a healthy integration within the global scientific community, successfully avoiding the "echo chambers" that can arise from excessive self-referencing. By maintaining a low rate of institutional self-citation, the university ensures its academic influence is a result of broad community recognition rather than being inflated by endogamous or internal dynamics.

Rate of Output in Discontinued Journals

The university's Z-score of -0.492, which is even lower than the country's very low-risk score of -0.415, signals a state of total operational silence regarding this risk. This exceptional result demonstrates an institutional commitment to due diligence in selecting high-quality dissemination channels. It confirms that the university's scientific output is not being channeled through media that fail to meet international ethical standards, thereby protecting its reputation and avoiding the waste of resources on 'predatory' or low-quality publishing practices.

Rate of Hyper-Authored Output

With an institutional Z-score of -0.624, significantly contrasting with the national average of 0.594, the university demonstrates notable institutional resilience. This suggests that effective internal control mechanisms are in place, mitigating the systemic risks of authorship inflation that are more common at the national level. The university's low score indicates a successful effort to distinguish between necessary massive collaboration and the dilutive effects of 'honorary' or political authorship, thereby preserving individual accountability and transparency in its scholarly contributions.

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

The institution shows strong institutional resilience with a Z-score of -0.296, in stark contrast to the national medium-risk average of 0.284. This low-risk gap signals that the university's scientific prestige is structural and sustainable, built upon real internal capacity rather than being dependent on external partners. This performance indicates that the institution exercises intellectual leadership in its collaborations, ensuring that its high-impact research is a direct result of its own scholarly direction and not merely a reflection of strategic positioning in projects led by others.

Rate of Hyperprolific Authors

The university's Z-score of -1.172 represents a state of low-profile consistency, as this very low-risk signal is even more muted than the national low-risk average of -0.275. The absence of hyperprolific authors suggests a healthy institutional balance between quantity and quality. This indicates a culture that discourages practices such as coercive authorship or assigning credit without real participation, prioritizing the integrity of the scientific record over the simple inflation of publication metrics.

Rate of Output in Institutional Journals

With a Z-score of -0.268, which is below the already very low national average of -0.220, the institution demonstrates total operational silence in this area. This indicates a strong preference for dissemination through external, independent channels, thereby avoiding the conflicts of interest and academic endogamy that can arise from over-reliance on in-house journals. This commitment to external peer review enhances the global visibility and competitive validation of its research, reinforcing its credibility.

Rate of Redundant Output

The institution's Z-score of -0.545 places it in a state of preventive isolation from the national trend, where the average score is 0.027. This very low-risk signal indicates that the university does not replicate the risk dynamics of data fragmentation observed elsewhere in the country. This performance demonstrates a clear focus on producing significant new knowledge rather than artificially inflating productivity by dividing studies into 'minimal publishable units,' thereby upholding the integrity of the scientific evidence base.