| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.264 | -0.514 |
|
Retracted Output
|
-0.277 | -0.126 |
|
Institutional Self-Citation
|
-0.639 | -0.566 |
|
Discontinued Journals Output
|
-0.376 | -0.415 |
|
Hyperauthored Output
|
0.174 | 0.594 |
|
Leadership Impact Gap
|
0.424 | 0.284 |
|
Hyperprolific Authors
|
-0.438 | -0.275 |
|
Institutional Journal Output
|
-0.268 | -0.220 |
|
Redundant Output
|
-0.178 | 0.027 |
The University of Illinois, Chicago demonstrates a robust scientific integrity profile, reflected in an overall risk score of -0.214, which indicates a performance well within the parameters of international best practices. The institution's primary strengths lie in its exceptionally low rates of publication in discontinued journals and institutional journals, alongside prudent management of retractions, self-citation, and hyperprolific authorship. Areas requiring strategic monitoring include a moderate deviation from the national norm in multiple affiliations and a noticeable gap between the impact of its total output and that of its internally-led research. These results are contextualized by the institution's outstanding performance in several key disciplines, with SCImago Institutions Rankings placing it among the nation's Top 50 in Dentistry, Social Sciences, Pharmacology, Toxicology and Pharmaceutics, and Computer Science. This academic excellence directly supports its mission to provide the "highest levels of intellectual excellence" and "create knowledge that transforms the world." However, the identified medium-risk signals, particularly those related to impact dependency, could subtly challenge this mission by suggesting that its prestige may, in some areas, rely on external leadership. To fully align its operational reality with its aspirational goals of leadership and social transformation, the university is advised to maintain its excellent control mechanisms while proactively reviewing the dynamics behind its collaboration and affiliation patterns to ensure they foster sustainable, internally-driven excellence.
The institution presents a Z-score of 0.264, a moderate value that shows a greater sensitivity to this risk factor compared to the national average of -0.514. This moderate deviation suggests the presence of affiliation dynamics that are more pronounced at the university than among its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this elevated rate warrants a closer look. It may signal strategic attempts to inflate institutional credit or "affiliation shopping," which could dilute the perceived contribution of the university to collaborative work. A review of affiliation policies is recommended to ensure they reflect genuine and substantial contributions.
With a Z-score of -0.277, the institution demonstrates a prudent profile, managing its processes with more rigor than the national standard (Z-score -0.126). This very low rate of retractions is a positive indicator of institutional health. Retractions are complex events, and a low rate suggests that the university's quality control mechanisms prior to publication are functioning effectively. This performance indicates a strong integrity culture and robust methodological rigor, minimizing the risk of systemic failures or recurring malpractice that a higher rate might suggest.
The university's Z-score of -0.639 indicates a prudent profile, as it is significantly lower than the national average of -0.566. This demonstrates a strong reliance on external validation and a healthy integration into the global scientific community. A certain level of self-citation is natural, but this low rate confirms the institution is not operating within a scientific 'echo chamber.' It effectively mitigates the risk of endogamous impact inflation, providing strong evidence that the institution's academic influence is driven by broad community recognition rather than internal dynamics.
The institution exhibits integrity synchrony with the national environment, with its Z-score of -0.376 being in total alignment with the country's very low-risk score of -0.415. This result signals an exemplary level of due diligence in the selection of dissemination channels for its research. By avoiding journals that do not meet international ethical or quality standards, the university protects itself from severe reputational risks and demonstrates a commitment to information literacy, ensuring that its scientific resources are not wasted on 'predatory' or low-quality practices.
The institution shows evidence of differentiated management in this area, with a Z-score of 0.174 that, while in the medium-risk category, is considerably lower than the national average of 0.594. This suggests the university is successfully moderating a risk that appears more common across the country. This is a crucial signal for distinguishing between necessary massive collaboration and potential 'honorary' authorship practices. The university's ability to keep this rate below the national trend indicates a stronger culture of accountability and transparency in assigning authorship credit.
With a Z-score of 0.424, the institution shows high exposure to this risk, operating at a level above the national average of 0.284. This gap suggests that the university's overall scientific prestige may be significantly dependent on collaborations where it does not exercise intellectual leadership. This pattern signals a potential sustainability risk, as it raises questions about whether its high-impact metrics result from genuine internal capacity or from strategic positioning in partnerships. This finding invites a deep reflection on fostering and promoting research where the institution's own scholars lead the way.
The institution maintains a prudent profile with a Z-score of -0.438, which is well below the national standard of -0.275. This low incidence of hyperprolificacy is a strong indicator of a healthy balance between quantity and quality in research output. By avoiding extreme individual publication volumes, the university mitigates risks such as coercive authorship, data fragmentation, or the assignment of authorship without real participation. This demonstrates a culture that prioritizes the integrity of the scientific record over the simple inflation of metrics.
The university's Z-score of -0.268 reflects integrity synchrony with the national environment (Z-score -0.220), showing a total alignment with an environment of maximum scientific security. This negligible reliance on in-house journals is a sign of institutional maturity and confidence. It effectively avoids potential conflicts of interest and the risk of academic endogamy, ensuring that its scientific production bypasses any perception of an internal 'fast track' and is instead validated through competitive, independent external peer review, thereby maximizing its global visibility and credibility.
The institution demonstrates notable resilience, with a low-risk Z-score of -0.178 in a national context that shows a medium-risk tendency (Z-score 0.027). This suggests that the university's internal control mechanisms are effectively mitigating a systemic risk present in its environment. This performance is a strong defense against the practice of 'salami slicing,' where studies are fragmented into minimal units to inflate productivity. By maintaining this low rate, the university ensures its research output prioritizes the generation of significant new knowledge over the distortion of the scientific record for metric-driven goals.