University of Michigan, Dearborn

Region/Country

Northern America
United States
Universities and research institutions

Overall

-0.487

Integrity Risk

very low

Indicators relating to the period 2020-2024

Indicator University Z-score Average country Z-score
Multi-affiliation
-1.435 -0.514
Retracted Output
-0.259 -0.126
Institutional Self-Citation
-0.550 -0.566
Discontinued Journals Output
-0.490 -0.415
Hyperauthored Output
-0.968 0.594
Leadership Impact Gap
-0.369 0.284
Hyperprolific Authors
-1.220 -0.275
Institutional Journal Output
-0.268 -0.220
Redundant Output
1.504 0.027
0 represents the global average
AI-generated summary report

EXECUTIVE SUMMARY AND STRATEGIC VISION

The University of Michigan, Dearborn demonstrates an exceptionally strong scientific integrity profile, with an overall risk score of -0.487 indicating performance well above the national standard. This is evidenced by very low to low risk levels across eight of the nine indicators, particularly in areas such as the Rate of Hyperprolific Authors, Multiple Affiliations, and Output in Discontinued Journals, where the institution shows exemplary control. This robust governance framework provides a solid foundation for its academic strengths, highlighted by its high national rankings in Mathematics, Computer Science, and Engineering according to SCImago Institutions Rankings data. However, a notable vulnerability exists in the Rate of Redundant Output, which presents a medium risk and is significantly higher than the national average. This specific practice of fragmenting research to increase publication volume directly challenges the institutional mission's commitment to "excellence in research and scholarship" and the goal of fostering "inventive solutions." By addressing this isolated issue, the University can fully align its operational practices with its stated values, reinforcing its reputation as an institution of choice committed to preeminent, responsible, and impactful research.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution exhibits a Z-score of -1.435, significantly lower than the national average of -0.514. This result demonstrates a clear and stable affiliation model, reflecting low-profile consistency where the absence of risk signals aligns perfectly with the national standard. The institution’s very low rate indicates that its collaborative framework is transparent and well-defined, avoiding any patterns that might suggest strategic attempts to inflate institutional credit or engage in “affiliation shopping,” thereby reinforcing the integrity of its partnerships.

Rate of Retracted Output

With a Z-score of -0.259, which is below the national average of -0.126, the institution displays a prudent profile in managing post-publication corrections. This superior performance suggests that its internal quality control and supervision mechanisms are more rigorous than the national standard. While retractions can sometimes signify responsible error correction, a lower-than-average rate points toward a robust pre-publication review process that effectively minimizes the risk of systemic failures in methodological rigor or research integrity, protecting its scientific record.

Rate of Institutional Self-Citation

The institution's Z-score of -0.550 is nearly identical to the national average of -0.566, indicating statistical normality. This alignment suggests that the level of internal citation is as expected for its context and size, reflecting a natural and healthy continuity of established research lines. The data does not point to concerning scientific isolation or 'echo chambers'; instead, it shows a balanced approach where the institution's work is validated both internally and by the broader scientific community, avoiding the risk of endogamous impact inflation.

Rate of Output in Discontinued Journals

The institution's Z-score of -0.490 is even lower than the already low national average of -0.415, signifying a state of total operational silence in this risk area. This exceptional result demonstrates a highly effective due diligence process for selecting dissemination channels. By avoiding journals that fail to meet international ethical or quality standards, the institution proactively protects itself from severe reputational risks and ensures its research resources are not wasted on 'predatory' or low-quality practices, showcasing a strong commitment to information literacy.

Rate of Hyper-Authored Output

The institution maintains a low-risk Z-score of -0.968, in stark contrast to the national average of 0.594, which falls into the medium-risk category. This demonstrates significant institutional resilience, as internal control mechanisms appear to successfully mitigate the systemic risks of authorship inflation observed elsewhere in the country. This divergence indicates that the institution effectively distinguishes between necessary massive collaboration and questionable 'honorary' authorship practices, thereby preserving individual accountability and transparency in its research.

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

With a Z-score of -0.369, the institution shows a healthy, low-risk profile, while the national average of 0.284 indicates a medium-level systemic risk. This contrast highlights the institution's resilience and the sustainability of its research model. The data suggests that its scientific prestige is structural and internally driven, not dependent on external partners for impact. This reflects a strong internal capacity for intellectual leadership, ensuring that its high-impact research is a direct result of its own capabilities rather than a secondary role in collaborations.

Rate of Hyperprolific Authors

The institution's Z-score of -1.220 is exceptionally low, far below the national average of -0.275. This demonstrates low-profile consistency, where the complete absence of risk signals aligns with a national environment that is already low-risk. This indicates a culture that prioritizes quality and meaningful intellectual contribution over extreme publication volumes. The data confirms a healthy balance between productivity and scientific rigor, steering clear of dynamics like coercive authorship or the assignment of credit without real participation.

Rate of Output in Institutional Journals

The institution's Z-score of -0.268 is in close alignment with the national average of -0.220, representing a state of integrity synchrony. This demonstrates a total alignment with an environment of maximum scientific security, where there is no reliance on in-house journals that could create conflicts of interest. By channeling its output through external, independent peer-reviewed venues, the institution ensures its research is validated competitively and achieves global visibility, avoiding any perception of academic endogamy or the use of internal 'fast tracks' to inflate publication records.

Rate of Redundant Output (Salami Slicing)

The institution presents a Z-score of 1.504, a medium-risk signal that indicates high exposure, as it is substantially greater than the national average of 0.027. This is a significant point of vulnerability. The elevated score alerts to a potential practice of dividing coherent studies into minimal publishable units to artificially inflate productivity metrics, a practice known as 'salami slicing.' This behavior not only overburdens the peer review system but also distorts the available scientific evidence. This indicator warrants immediate review to ensure that the institutional culture prioritizes the generation of significant new knowledge over the maximization of publication volume.

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