| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.227 | -0.514 |
|
Retracted Output
|
-0.221 | -0.126 |
|
Institutional Self-Citation
|
-0.602 | -0.566 |
|
Discontinued Journals Output
|
-0.396 | -0.415 |
|
Hyperauthored Output
|
0.890 | 0.594 |
|
Leadership Impact Gap
|
0.602 | 0.284 |
|
Hyperprolific Authors
|
-0.247 | -0.275 |
|
Institutional Journal Output
|
-0.268 | -0.220 |
|
Redundant Output
|
-0.155 | 0.027 |
Marquette University presents a robust and well-balanced scientific integrity profile, with an overall risk score of -0.138 that indicates a general alignment with best practices and no evidence of systemic vulnerabilities. The institution demonstrates exceptional strength in its commitment to external validation and quality control, showing very low risk in publishing in discontinued journals or its own institutional journals, and effectively mitigating national trends toward redundant publications. However, areas requiring strategic attention include a moderate deviation from national norms in multiple affiliations and a high exposure to hyper-authorship and impact dependency, where the institution's risk signals are more pronounced than the national average. These observations should be contextualized within the university's notable academic strengths, as evidenced by its high national rankings in the SCImago Institutions Rankings, particularly in Dentistry, Environmental Science, Energy, and Mathematics. The identified medium-risk areas, which touch upon authorship transparency and intellectual leadership, could subtly undermine the core mission values of fostering "professional excellence" and developing "leadership expressed in service to others." To fully honor its commitment to the "search for truth," the university is encouraged to leverage its solid integrity foundation to proactively review and refine its policies on collaboration and authorship, ensuring its operational practices perfectly mirror its aspirational goals.
The institution's Z-score of 0.227 shows a moderate deviation from the national Z-score of -0.514. This suggests that the university exhibits a greater sensitivity to risk factors related to affiliation practices than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this noticeable divergence from the low-risk national standard warrants a review of internal dynamics. The data indicates a need to analyze whether this trend is driven by organic collaboration or by strategic attempts to inflate institutional credit through “affiliation shopping,” ensuring that all affiliations reflect substantive contributions.
With a Z-score of -0.221, the institution demonstrates a prudent profile, positioning itself more favorably than the national average of -0.126. This lower-than-average rate suggests that the university's quality control mechanisms are managed with rigor. Retractions can be complex, but a comparatively low incidence indicates that processes for ensuring methodological soundness and integrity prior to publication are likely effective, reflecting a responsible culture of supervision and a strong commitment to producing reliable scientific work.
The institution's Z-score of -0.602 reflects a prudent profile, as it is lower than the national average of -0.566. This indicates that the university manages its citation practices with more rigor than the national standard, successfully avoiding the risks of scientific isolation. A certain level of self-citation is natural, but this low value confirms that the institution's work is validated by sufficient external scrutiny rather than relying on internal 'echo chambers.' This practice strengthens the credibility of its academic influence, showing it is built on broad community recognition, not endogamous dynamics.
The institution exhibits integrity synchrony with a Z-score of -0.396, which is in total alignment with the national average of -0.415 in an environment of maximum scientific security. This result is a strong indicator of robust due diligence in the selection of dissemination channels. It confirms that the university's researchers are effectively avoiding predatory or low-quality publications, thereby protecting the institution's reputation and ensuring that its scientific output contributes to credible and enduring scholarly conversations.
With a Z-score of 0.890, the institution shows high exposure to this risk indicator, surpassing the already moderate national average of 0.594. This suggests the university is more prone than its peers to publishing works with extensive author lists. While common in 'Big Science,' a high rate outside those contexts can signal author list inflation, which dilutes individual accountability. This value serves as an alert to carefully distinguish between necessary massive collaborations and potential 'honorary' authorship practices that could compromise transparency.
The institution's Z-score of 0.602 indicates high exposure to this risk, as it is significantly greater than the national average of 0.284. This wide positive gap suggests that a substantial portion of the university's measured impact may be dependent on external partners, with a lower proportion coming from research where it exercises intellectual leadership. This signals a potential sustainability risk, inviting reflection on whether its high-impact metrics reflect genuine internal capacity or a strategic positioning in collaborations. Fostering endogenous leadership is key to ensuring long-term scientific prestige.
The institution's Z-score of -0.247 is statistically normal and aligns closely with the national Z-score of -0.275. This indicates that the risk level associated with hyperprolific authors is as expected for its context and size, with no significant anomalies detected. The data suggests a healthy balance between productivity and the capacity for meaningful intellectual contribution, showing no evidence of systemic issues like coercive authorship or practices that prioritize publication volume over the integrity of the scientific record.
With a Z-score of -0.268, the institution demonstrates total operational silence in this area, showing an absence of risk signals that is even more pronounced than the very low national average of -0.220. This is a clear strength, indicating a firm commitment to independent, external peer review. By avoiding excessive dependence on in-house journals, the university mitigates potential conflicts of interest and academic endogamy, ensuring its scientific production is validated through standard competitive channels and enhancing its global visibility.
The institution demonstrates notable resilience, with a low-risk Z-score of -0.155 in contrast to the moderate-risk national Z-score of 0.027. This suggests that internal control mechanisms are effectively mitigating the systemic risks of data fragmentation that are more prevalent at the national level. While citing previous work is normal, this favorable result indicates that the university successfully discourages the practice of 'salami slicing'—dividing studies into minimal publishable units—thereby promoting the publication of significant, coherent knowledge over artificially inflated productivity metrics.