| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.643 | -0.514 |
|
Retracted Output
|
-0.071 | -0.126 |
|
Institutional Self-Citation
|
-0.075 | -0.566 |
|
Discontinued Journals Output
|
-0.471 | -0.415 |
|
Hyperauthored Output
|
0.111 | 0.594 |
|
Leadership Impact Gap
|
-0.211 | 0.284 |
|
Hyperprolific Authors
|
-0.567 | -0.275 |
|
Institutional Journal Output
|
-0.199 | -0.220 |
|
Redundant Output
|
0.453 | 0.027 |
The University of Illinois at Urbana-Champaign demonstrates a robust and secure scientific integrity profile, reflected in an overall risk score of -0.114. This positions the institution as a leader in responsible research practices, with notable strengths in maintaining intellectual leadership, ensuring due diligence in publication channels, and fostering a culture that prioritizes quality over mere quantity. These strengths are particularly evident in the institution's very low rates of publication in discontinued journals and its minimal reliance on institutional journals, alongside a prudent management of author productivity. The university's exceptional academic standing, with top-tier national rankings in fields such as Mathematics, Computer Science, and Agricultural and Biological Sciences, is built on this solid foundation. However, to fully align with its mission of global leadership and discovery, attention is warranted in areas with medium-risk signals, specifically the rates of multiple affiliations and redundant output. Addressing these vulnerabilities will ensure that the institution's pursuit of excellence and economic development is underpinned by unimpeachable transparency and scientific rigor, further solidifying its reputation as a benchmark for integrity and social responsibility.
The institution presents a Z-score of 0.643, which contrasts with the national average of -0.514. This moderate deviation indicates that the university shows a greater sensitivity to risk factors in this area than its national peers. While multiple affiliations can be a legitimate outcome of collaboration, the observed rate suggests a potential over-reliance on this practice. A disproportionately high rate can signal strategic attempts to inflate institutional credit or "affiliation shopping," which could dilute the perceived contribution of the university's core research staff and warrants a review of institutional affiliation policies to ensure they reflect genuine collaborative efforts.
With a Z-score of -0.071, the institution's rate of retractions is slightly higher than the national average of -0.126, signaling an incipient vulnerability. Although the overall risk level is low, this subtle increase compared to the national context suggests that quality control mechanisms may be facing challenges. Retractions can be complex, but a rate that begins to diverge from the norm, even slightly, can be an early indicator of systemic issues in methodological rigor or supervision. This signal warrants a proactive review to reinforce pre-publication quality checks and uphold the institution's culture of integrity before the trend escalates.
The institution's Z-score for self-citation is -0.075, which, while in the low-risk category, is notably higher than the national average of -0.566. This gap points to an incipient vulnerability that merits attention. A certain level of self-citation is natural, but the higher rate relative to the national standard could be an early warning of developing scientific isolation or 'echo chambers.' To prevent the risk of endogamous impact inflation, where academic influence is oversized by internal dynamics rather than validated by the global community, the institution should encourage broader external engagement and citation practices.
The institution demonstrates exceptional performance with a Z-score of -0.471, surpassing the already strong national average of -0.415. This result signifies a state of total operational silence regarding this risk, indicating an absence of signals even below the national standard. This outstanding metric reflects a highly effective due diligence process in selecting dissemination channels. By systematically avoiding journals that fail to meet international ethical or quality standards, the university proactively protects its reputation and ensures its research resources are invested in credible, high-impact venues, setting a benchmark for responsible publication strategy.
The institution's Z-score of 0.111 is significantly lower than the national average of 0.594, despite both falling within the medium-risk category. This demonstrates differentiated management, where the university successfully moderates a risk that appears more common across the country. In fields outside of "Big Science," extensive author lists can indicate inflation or a dilution of individual accountability. The university's ability to maintain a lower rate suggests more effective governance over authorship practices, helping to distinguish between necessary large-scale collaboration and potentially problematic "honorary" authorships.
The institution exhibits a Z-score of -0.211, a low-risk value that stands in stark contrast to the medium-risk national average of 0.284. This demonstrates strong institutional resilience, as internal control mechanisms appear to successfully mitigate a systemic risk prevalent in the country. A low score indicates that the university's scientific prestige is not overly dependent on external partners but is driven by genuine internal capacity and intellectual leadership. This structural strength ensures that the institution's high-impact research is sustainable and reflects its own core capabilities, rather than being an artifact of strategic positioning in collaborations.
With a Z-score of -0.567, the institution maintains a prudent profile that is significantly more rigorous than the national standard of -0.275. This exceptionally low rate indicates a healthy institutional culture that prioritizes substantive scientific contribution over sheer publication volume. By effectively managing this indicator, the university avoids the risks associated with extreme productivity, such as coercive authorship, data fragmentation, or authorship assigned without meaningful participation. This commitment to balancing quantity with quality reinforces the integrity of the scientific record and supports a sustainable research environment.
The institution's Z-score of -0.199 is in close alignment with the national average of -0.220, reflecting integrity synchrony with a secure national environment. This indicates a shared commitment to avoiding the risks of academic endogamy. By not depending on in-house journals, the university ensures its scientific production undergoes independent external peer review, which is crucial for objective validation and global visibility. This practice prevents potential conflicts of interest and reinforces the credibility of its research by demonstrating that it competes successfully in standard, competitive publication channels.
The institution's Z-score of 0.453 is considerably higher than the national average of 0.027, indicating high exposure to this particular risk. Although both values are in the medium-risk range, the university is more prone to showing these alert signals than its peers. This suggests a potential tendency toward 'salami slicing,' where studies may be fragmented into minimal publishable units to artificially inflate productivity metrics. This practice can distort the scientific evidence base and overburden the peer-review system, signaling a need to reinforce policies that encourage the publication of complete, coherent studies over sheer volume.
