Eastern Kentucky University

Region/Country

Northern America
United States
Universities and research institutions

Overall

-0.349

Integrity Risk

very low

Indicators relating to the period 2020-2024

Indicator University Z-score Average country Z-score
Multi-affiliation
-0.452 -0.514
Retracted Output
-0.137 -0.126
Institutional Self-Citation
-0.814 -0.566
Discontinued Journals Output
-0.318 -0.415
Hyperauthored Output
-0.592 0.594
Leadership Impact Gap
1.197 0.284
Hyperprolific Authors
-1.413 -0.275
Institutional Journal Output
-0.268 -0.220
Redundant Output
-0.421 0.027
0 represents the global average
AI-generated summary report

EXECUTIVE SUMMARY AND STRATEGIC VISION

Eastern Kentucky University presents a robust scientific integrity profile, with an overall performance score of -0.349 indicating a risk level considerably lower than the global average. The institution demonstrates significant strengths in maintaining a very low incidence of hyperprolific authorship, institutional self-citation, and publication in its own journals, reflecting a culture of external validation and individual accountability. These solid integrity practices provide a strong foundation for its recognized academic contributions, particularly in its key thematic areas of Business, Management and Accounting, and Social Sciences, as highlighted by SCImago Institutions Rankings data. However, a notable vulnerability exists in the dependency on external collaborations for research impact, which could challenge the mission of fostering self-sufficient success and vitality. To fully align its operational reality with its mission as a "school of opportunity," it is recommended that the university leverage its strong integrity framework to develop strategies that bolster internal research leadership, ensuring that its contributions are both impactful and structurally sustainable.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution's Z-score of -0.452 is slightly higher than the national average of -0.514, signaling an incipient vulnerability that warrants review. Although the overall risk level remains low, this subtle increase compared to the national benchmark suggests that the university's research community may be starting to show signals of risk activity. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this metric serves as a reminder to ensure that all affiliations are substantive and not strategic attempts to inflate institutional credit or engage in “affiliation shopping,” thereby protecting the transparency of institutional contributions.

Rate of Retracted Output

With a Z-score of -0.137, the institution's rate of retracted output is in close alignment with the national average of -0.126, indicating a level of statistical normality for its context. This suggests that the university's post-publication correction mechanisms are functioning as expected, without evidence of systemic failures in pre-publication quality control. Retractions are complex events, and the current rate does not point to recurring malpractice or a lack of methodological rigor but rather reflects the responsible supervision and error correction inherent in a healthy scientific ecosystem.

Rate of Institutional Self-Citation

The university demonstrates an exceptionally strong performance in this area, with a Z-score of -0.814, significantly below the national average of -0.566. This low-profile consistency, where the absence of risk signals is even more pronounced than the national standard, indicates a research culture that actively seeks external validation. A certain level of self-citation is natural, but the institution's very low rate effectively mitigates any risk of creating scientific 'echo chambers.' This result suggests that the university's academic influence is driven by broad recognition from the global community rather than being inflated by internal dynamics.

Rate of Output in Discontinued Journals

A slight divergence is noted in this indicator, with the institution's Z-score of -0.318 representing a low risk, while the national average of -0.415 is in the very low-risk category. This suggests the university shows minor signals of risk activity that are largely absent across the country. A high proportion of publications in such journals can be a critical alert regarding due diligence in selecting dissemination channels. This score serves as a constructive warning about the potential reputational risks of channeling research through media that may not meet international ethical or quality standards, highlighting a need to reinforce information literacy among researchers to avoid predatory practices.

Rate of Hyper-Authored Output

The institution shows remarkable resilience against national trends, with a Z-score of -0.592 (low risk) in stark contrast to the national average of 0.594 (medium risk). This indicates 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,' the university's low score suggests it successfully avoids the pitfalls of author list inflation and honorary authorship. This reflects a strong institutional culture that prioritizes individual accountability and transparency in crediting contributions.

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

This indicator reveals an area of high exposure for the institution. Its Z-score of 1.197 is significantly higher than the national average of 0.284, even though both fall within the medium-risk category. This wide positive gap signals a potential sustainability risk, suggesting that the university's scientific prestige may be overly dependent on external partners rather than its own structural capacity. The score invites a strategic reflection on whether the institution's high-impact metrics result from genuine internal capabilities or from strategic positioning in collaborations where it does not exercise primary intellectual leadership, a dynamic that could undermine long-term research autonomy.

Rate of Hyperprolific Authors

With a Z-score of -1.413, the university exhibits an exceptionally low rate of hyperprolific authorship, far below the national average of -0.275. This low-profile consistency with national standards is a clear strength, indicating a healthy balance between productivity and quality. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution. The institution's very low score in this area effectively dismisses concerns about practices like coercive authorship or the assignment of credit without real participation, reinforcing a culture that values the integrity of the scientific record over sheer metrics.

Rate of Output in Institutional Journals

The institution demonstrates integrity synchrony with its national environment, showing a Z-score of -0.268 that is almost identical to the country's average of -0.220. This total alignment reflects a shared commitment to maximum scientific security by avoiding potential conflicts of interest. By not relying on in-house journals, the university ensures its scientific production undergoes independent external peer review, which is crucial for global visibility and competitive validation. This practice effectively mitigates the risk of academic endogamy and prevents the use of internal channels as 'fast tracks' to inflate publication records.

Rate of Redundant Output

The university displays strong institutional resilience, with a Z-score of -0.421 (low risk) compared to the national average of 0.027 (medium risk). This demonstrates that its control mechanisms are successfully mitigating a risk that is more common nationally. Massive bibliographic overlap between publications can indicate data fragmentation or 'salami slicing' to artificially inflate productivity. The institution's low score suggests its researchers are focused on producing significant new knowledge rather than dividing studies into minimal publishable units, thereby upholding the integrity of the scientific evidence base and respecting the academic review system.

This report was automatically generated using Google Gemini to provide a brief analysis of the university scores.
If you require a more in-depth analysis of the results or have any questions, please feel free to contact us.
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