| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.977 | -0.514 |
|
Retracted Output
|
-0.155 | -0.126 |
|
Institutional Self-Citation
|
-1.206 | -0.566 |
|
Discontinued Journals Output
|
-0.255 | -0.415 |
|
Hyperauthored Output
|
-0.861 | 0.594 |
|
Leadership Impact Gap
|
1.057 | 0.284 |
|
Hyperprolific Authors
|
-1.413 | -0.275 |
|
Institutional Journal Output
|
-0.268 | -0.220 |
|
Redundant Output
|
-1.186 | 0.027 |
Eastern Michigan University demonstrates a robust and commendable scientific integrity profile, reflected in an overall risk score of -0.473. This score indicates a research environment with strong governance and ethical practices, significantly outperforming national averages in key areas such as preventing redundant publications, hyperprolific authorship, and institutional self-citation. These strengths point to a culture that prioritizes quality and external validation over metric inflation. The institution's primary areas of research distinction, according to SCImago Institutions Rankings data, lie in Economics, Econometrics and Finance; Environmental Science; and Business, Management and Accounting. This solid integrity foundation directly supports the university's mission to be an "intellectually dynamic and diverse community," as ethical research is the bedrock of intellectual credibility. However, the notable gap between the impact of its collaborative research versus its internally-led research suggests a strategic opportunity to enhance internal leadership. By leveraging its excellent integrity framework, the university is well-positioned to cultivate greater research autonomy and impact, further enriching the "real world awareness" it provides to its students and community.
The institution's Z-score of -0.977 is significantly lower than the national average of -0.514. This result demonstrates a clear and transparent approach to academic collaboration, showing an even lower incidence of multiple affiliations than the already low national standard. While multiple affiliations can be legitimate, disproportionately high rates can signal attempts to inflate institutional credit. The university's very low score indicates the absence of such risk signals, aligning with a national context of integrity and suggesting a solid, straightforward policy on researcher affiliation.
With a Z-score of -0.155, the institution's rate of retracted publications is statistically normal and almost identical to the national average of -0.126. This alignment suggests that the university's pre-publication quality control mechanisms and post-publication corrective processes are functioning as expected within its academic ecosystem. A high rate of retractions can alert to systemic failures in integrity or methodological rigor. In this case, the value does not indicate a vulnerability but reflects the standard, responsible correction of unintentional errors inherent to the scientific process.
The institution exhibits an exceptionally low rate of self-citation, with a Z-score of -1.206 compared to the national average of -0.566. This strong performance indicates a high degree of integration with the global scientific community and a reliance on external validation. A certain level of self-citation is natural, but high rates can create 'echo chambers' and artificially inflate an institution's perceived impact. The university's result effectively dismisses this concern, confirming that its academic influence is built on broad, external recognition rather than endogamous dynamics.
The institution's Z-score of -0.255 reveals a slight divergence from the national benchmark of -0.415. This indicates a minor but observable signal of publication activity in journals that have been discontinued, a practice that is nearly non-existent across the rest of the country. A high proportion of output in such journals is a critical alert regarding due diligence in selecting dissemination channels. While the current level is low, this deviation suggests a potential need to reinforce information literacy among researchers to avoid channeling work through media that may not meet international quality standards, thereby preventing reputational risk.
With a Z-score of -0.861, the institution demonstrates notable resilience against the national trend, where the average score is 0.594. This suggests that internal control mechanisms are effectively mitigating the systemic risks of authorship inflation present in the wider environment. While extensive author lists are legitimate in 'Big Science,' their appearance elsewhere can indicate a dilution of accountability. The university's low score shows it successfully distinguishes between necessary massive collaboration and questionable 'honorary' authorship practices, thus preserving transparency.
The institution's Z-score of 1.057 is considerably higher than the national average of 0.284, indicating a greater exposure to this particular risk. This value reveals a significant gap between the impact of its overall scientific output and the impact of the research it leads, suggesting that its scientific prestige is highly dependent on external partners. While collaboration is vital, a wide gap signals a potential sustainability risk, where excellence metrics may result more from strategic positioning in partnerships than from structural internal capacity. This invites a strategic reflection on strengthening intellectual leadership within its collaborations.
The institution's Z-score of -1.413 is exceptionally low, standing in stark contrast to the national average of -0.275. This near-total absence of hyperprolific authorship signals a research culture that prioritizes substantive contribution over sheer volume. Extreme individual publication rates can challenge the limits of meaningful intellectual input and may point to risks like coercive authorship. This result confirms that the university's environment fosters a healthy balance between quantity and quality, reinforcing the integrity of its scientific record.
The institution's Z-score of -0.268 is in close alignment with the national average of -0.220, demonstrating integrity synchrony with its environment. This indicates a negligible reliance on in-house journals for dissemination, a practice that can raise conflicts of interest and risks of academic endogamy. By consistently opting for external, independent peer review, the university ensures its scientific production is validated through standard competitive channels, thereby maximizing its global visibility and reinforcing its commitment to impartial evaluation.
With a Z-score of -1.186, the institution shows a strong preventive isolation from the risk dynamics observed nationally, where the average score is 0.027. This result indicates that the university does not replicate the national tendency towards data fragmentation or 'salami slicing'—the practice of dividing studies into minimal units to inflate publication counts. The exceptionally low score suggests a robust institutional culture that values the publication of coherent, significant knowledge, thereby protecting the integrity of the scientific evidence and respecting the academic review system.