| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.488 | -0.514 |
|
Retracted Output
|
-0.155 | -0.126 |
|
Institutional Self-Citation
|
-1.429 | -0.566 |
|
Discontinued Journals Output
|
-0.545 | -0.415 |
|
Hyperauthored Output
|
2.582 | 0.594 |
|
Leadership Impact Gap
|
4.894 | 0.284 |
|
Hyperprolific Authors
|
-0.854 | -0.275 |
|
Institutional Journal Output
|
-0.268 | -0.220 |
|
Redundant Output
|
-1.186 | 0.027 |
Kenyon College presents a dual-profile in scientific integrity, with an overall score of -0.074 reflecting a balance between areas of exceptional governance and specific, concentrated vulnerabilities. The institution demonstrates remarkable strength and very low risk in practices related to academic endogamy and publication quality, including minimal rates of Institutional Self-Citation, Redundant Output (Salami Slicing), and Output in Discontinued Journals. These results indicate a robust culture of seeking external validation and prioritizing substantive research. However, this positive foundation is contrasted by significant risk signals in the Rate of Hyper-Authored Output and a critical Gap between the impact of its total output and that of its leader-authored output. According to SCImago Institutions Rankings data, the college's key thematic areas include Arts and Humanities, Earth and Planetary Sciences, Psychology, and Social Sciences. The identified risks, particularly the dependency on external partners for impact and potential authorship inflation, directly challenge the principles of academic excellence and intellectual leadership that are fundamental to any higher education mission. To secure its long-term scientific reputation, it is recommended that Kenyon College leverage its clear strengths in research integrity to conduct a focused review and implement corrective strategies for the two outlier indicators, ensuring its collaborative practices build genuine internal capacity and uphold transparent authorship standards.
The institution's Z-score of -0.488 is statistically aligned with the national average of -0.514, indicating a risk level that is normal and expected for its context. This alignment suggests that the college's collaborative patterns and researcher affiliations are consistent with prevailing national standards. The data does not show disproportionately high rates that could signal strategic attempts to inflate institutional credit or “affiliation shopping,” but rather reflects a standard and appropriate level of engagement with the broader academic community.
With a Z-score of -0.155, the institution's rate of retractions is in line with the national average of -0.126. This statistical normality suggests that the institution's pre-publication quality control mechanisms are functioning as expected within the national context. The rate does not point to systemic failures or a vulnerable integrity culture; instead, it reflects a level of post-publication correction that is consistent with its peers, indicating that there is no unusual prevalence of recurring malpractice or lack of methodological rigor.
The institution exhibits an exceptionally strong profile with a Z-score of -1.429, significantly lower than the country's already low-risk average of -0.566. This result demonstrates a clear commitment to external validation and integration within the global scientific community. A certain level of self-citation is natural, but the institution's very low rate provides strong evidence that it avoids scientific isolation or 'echo chambers.' This indicates that its academic influence is genuinely earned through broad community recognition rather than being inflated by internal dynamics.
With a Z-score of -0.545, the institution demonstrates an exemplary absence of risk signals, performing even better than the very low national average of -0.415. This reflects a highly effective due diligence process in selecting dissemination channels for its research. By avoiding journals that fail to meet international ethical or quality standards, the institution proactively protects itself from severe reputational risks and ensures its scientific resources are not wasted on 'predatory' or low-quality publishing practices.
A significant alert is raised by the institution's Z-score of 2.582, which indicates a high-risk practice that sharply accentuates the vulnerability already present in the national system (Z-score: 0.594). While extensive author lists are legitimate in 'Big Science' disciplines, a high rate outside these contexts can indicate systemic author list inflation, a practice that dilutes individual accountability and transparency. This severe discrepancy suggests an urgent need to investigate whether this pattern stems from necessary massive collaboration or from problematic 'honorary' or political authorship practices that compromise research integrity.
The institution shows a critical anomaly with a Z-score of 4.894, a value that dramatically amplifies the medium-risk trend observed at the national level (Z-score: 0.284). This extremely wide positive gap—where overall impact is high but the impact of research led by the institution is low—signals a severe sustainability risk. It strongly suggests that the institution's scientific prestige is heavily dependent and exogenous, not structural. This finding warrants immediate strategic reflection on whether its excellence metrics result from genuine internal capacity or from a dependent role in collaborations where it does not exercise intellectual leadership.
The institution maintains a prudent profile with a Z-score of -0.854, which is notably lower than the national average of -0.275. This indicates that the college manages its research processes with more rigor than the national standard in this area. The lower incidence of authors with extreme publication volumes suggests a healthy balance between quantity and quality, mitigating risks such as coercive authorship or the assignment of authorship without real participation. This reflects a culture that prioritizes the integrity of the scientific record over the simple inflation of metrics.
With a Z-score of -0.268, the institution is in perfect synchrony with the national environment (Z-score: -0.220), which is characterized by maximum scientific security in this regard. This alignment demonstrates a strong and shared commitment to avoiding potential conflicts of interest and academic endogamy. By not relying on in-house journals, the institution ensures its scientific production consistently undergoes independent external peer review, thereby maximizing its global visibility and validating its research through standard competitive channels.
The institution demonstrates a profound strength in this area, with a Z-score of -1.186 indicating a near-total absence of this risk practice. This performance represents a preventive isolation from the medium-risk dynamics observed across the country (Z-score: 0.027). The data provides clear evidence that the institution does not engage in 'salami slicing'—the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity. This commitment to publishing complete and significant work upholds the integrity of scientific evidence and avoids overburdening the peer review system.