University of North Florida

Region/Country

Northern America
United States
Universities and research institutions

Overall

-0.166

Integrity Risk

low

Indicators relating to the period 2020-2024

Indicator University Z-score Average country Z-score
Multi-affiliation
-0.514 -0.514
Retracted Output
0.465 -0.126
Institutional Self-Citation
-0.989 -0.566
Discontinued Journals Output
-0.393 -0.415
Hyperauthored Output
-0.894 0.594
Leadership Impact Gap
0.363 0.284
Hyperprolific Authors
-0.564 -0.275
Institutional Journal Output
-0.268 -0.220
Redundant Output
-0.327 0.027
0 represents the global average
AI-generated summary report

EXECUTIVE SUMMARY AND STRATEGIC VISION

The University of North Florida demonstrates a robust scientific integrity profile, with an overall risk score of -0.166 indicating a performance that is healthier than the global average. The institution's primary strengths lie in its exceptionally low rates of Institutional Self-Citation, Output in Discontinued Journals, and Output in Institutional Journals, signaling a strong commitment to external validation and high-quality dissemination channels. However, two areas warrant strategic attention: a moderate risk in the Rate of Retracted Output and a noticeable Gap between the impact of its total output and that of its internally-led research. According to SCImago Institutions Rankings data, the university's strongest thematic areas include Psychology, Business, Management and Accounting, and Economics, Econometrics and Finance. These areas of excellence, which directly support the mission to "enhance the economic and cultural development of our growing metropolitan region," could be undermined if the identified integrity risks are not addressed. A higher-than-average retraction rate could challenge the credibility of its research, contradicting the mission's focus on "transformational learning" and "dedicated faculty." To safeguard its reputation and fully align with its mission, the university is advised to leverage its clear governance strengths to implement targeted quality assurance and leadership development initiatives in its research programs.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The University of North Florida's Z-score of -0.514 is identical to the national average for the United States (-0.514), indicating that its risk level is perfectly aligned with the expected standard for its context and size. This synchrony demonstrates that the institution's collaboration patterns are statistically normal. While multiple affiliations can sometimes be used to inflate institutional credit through “affiliation shopping,” the low and consistent score here suggests that the university's collaborative activities are legitimate and reflect standard researcher mobility and partnerships rather than strategic manipulation.

Rate of Retracted Output

With a Z-score of 0.465, the institution shows a moderate deviation from the national benchmark (-0.126), suggesting a greater sensitivity to this risk factor than its peers. Retractions are complex events, but a rate significantly higher than the national average serves as an alert. This suggests that the university's pre-publication quality control mechanisms may be facing systemic challenges. This vulnerability in the institution's integrity culture could point to recurring methodological issues or a lack of rigorous supervision, warranting an immediate qualitative review by management to identify and address the root causes.

Rate of Institutional Self-Citation

The institution exhibits an exceptionally low-risk profile with a Z-score of -0.989, which is significantly healthier than the already low national average of -0.566. This absence of risk signals demonstrates a strong alignment with national integrity standards. A certain level of self-citation is natural, but the university's very low rate indicates that it successfully avoids the "echo chambers" that can arise from excessive self-validation. This performance confirms that the institution's academic influence is driven by broad recognition from the global scientific community rather than being inflated by endogamous or internal dynamics.

Rate of Output in Discontinued Journals

The university's Z-score of -0.393 is nearly identical to the national average of -0.415, both of which are in the very low-risk category. This indicates that while the risk is minimal across the country, the institution shows a tiny, residual signal in an otherwise inert environment. Sporadic publication in such journals can occur, but it is crucial to maintain vigilance. A sustained presence, even if small, can pose reputational risks by associating the institution with media that fail to meet international ethical or quality standards, highlighting the ongoing need for information literacy to avoid predatory practices.

Rate of Hyper-Authored Output

The University of North Florida demonstrates notable institutional resilience in this area, with a low-risk Z-score of -0.894, in stark contrast to the medium-risk national average of 0.594. This suggests that the university's internal control mechanisms are effectively mitigating a systemic risk prevalent in the country. While extensive author lists are legitimate in "Big Science," a low score outside these contexts, as seen here, indicates strong governance that prevents author list inflation. This reflects a culture that values individual accountability and transparency over the use of "honorary" or political authorship practices.

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

The institution's Z-score of 0.363 indicates a medium risk level and shows a higher exposure to this vulnerability compared to the national average of 0.284. This gap suggests a potential sustainability risk, where the university's overall scientific prestige may be significantly dependent on external partners rather than its own structural capacity. A high value here invites reflection on whether the institution's excellence metrics are the result of genuine internal capabilities or strategic positioning in collaborations where it does not exercise primary intellectual leadership, potentially hindering long-term, independent growth.

Rate of Hyperprolific Authors

With a Z-score of -0.564, the university displays a prudent profile that is considerably more rigorous than the national standard (-0.275). This superior performance indicates that the institution effectively manages its research processes to promote a healthy balance between productivity and quality. While high output can signify leadership, extreme volumes often challenge the limits of meaningful contribution. The university's low score suggests it successfully avoids risks such as coercive authorship or the prioritization of metrics over the integrity of the scientific record.

Rate of Output in Institutional Journals

The institution demonstrates total operational silence in this indicator, with a Z-score of -0.268 that is even lower than the very low national average (-0.220). This complete absence of risk signals a robust commitment to independent, external peer review. While in-house journals can be useful, an over-reliance on them can create conflicts of interest. The university's performance shows it avoids academic endogamy, ensuring its scientific production is validated through standard competitive channels and maximizing its global visibility rather than using internal "fast tracks."

Rate of Redundant Output (Salami Slicing)

The university shows strong institutional resilience, with a low-risk Z-score of -0.327, effectively controlling a practice that is a medium-level risk for the country (0.027). This indicates that the institution's policies or culture successfully discourages the artificial inflation of productivity through data fragmentation. Massive bibliographic overlap between publications often points to 'salami slicing,' a practice that overburdens the review system. The university's low rate suggests a focus on publishing significant, coherent studies rather than prioritizing volume over substance.

This report was automatically generated using Google Gemini to provide a brief analysis of the university scores.
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