| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.995 | -0.514 |
|
Retracted Output
|
-0.174 | -0.126 |
|
Institutional Self-Citation
|
-0.935 | -0.566 |
|
Discontinued Journals Output
|
-0.460 | -0.415 |
|
Hyperauthored Output
|
-1.125 | 0.594 |
|
Leadership Impact Gap
|
-1.185 | 0.284 |
|
Hyperprolific Authors
|
-1.413 | -0.275 |
|
Institutional Journal Output
|
-0.268 | -0.220 |
|
Redundant Output
|
-0.341 | 0.027 |
Western Illinois University demonstrates an exceptionally strong scientific integrity profile, with an overall risk score of -0.591 that significantly surpasses the baseline. The institution exhibits a consistent pattern of very low risk across nearly all indicators, showcasing robust internal governance and a culture of ethical research. Key strengths are evident in its minimal rates of hyper-authorship, institutional self-citation, and its negligible impact dependency gap, areas where the university actively resists moderate-risk trends observed at the national level. This commitment to research integrity provides a solid foundation for its academic strengths, particularly in recognized fields such as Agricultural and Biological Sciences, Psychology, and Social Sciences, as highlighted by SCImago Institutions Rankings data. This performance directly aligns with the university's mission to "empower students, faculty, and staff to lead dynamic and diverse communities" through "innovative teaching, research, and service," as the credibility and transparency of its scholarly output are prerequisites for effective leadership and community engagement. By maintaining such high standards, the institution ensures its contributions are both meaningful and trustworthy. It is recommended that Western Illinois University leverage this outstanding integrity profile as a strategic asset to attract high-caliber researchers, students, and collaborative partners who prioritize ethical and sustainable scientific practices.
The institution presents a Z-score of -0.995, a very low value that is notably more conservative than the national average Z-score of -0.514. This result indicates a low-profile consistency, where the complete absence of risk signals at the university aligns with, and even improves upon, the low-risk national standard. While multiple affiliations can be a legitimate outcome of collaboration, the university's extremely low rate confirms that its institutional credit is not being strategically inflated through practices like “affiliation shopping,” reflecting a clear and transparent representation of its collaborative footprint.
With a Z-score of -0.174, the university's rate of retracted publications is in close alignment with the national average of -0.126. This proximity suggests a state of statistical normality, where the risk level is as expected for the institution's context and size. Retractions are complex events, and a controlled, low rate can signify responsible supervision and the correction of honest errors. The current value does not point to systemic failures in pre-publication quality control or a vulnerability in the institution's integrity culture, but rather reflects a standard operational dynamic within the scientific ecosystem.
The university's Z-score of -0.935 is exceptionally low, positioning it well below the national average of -0.566. This demonstrates a commendable low-profile consistency, where the institution’s practices are even more rigorous than the country's low-risk benchmark. A certain level of self-citation is natural, but the university's minimal rate signals a strong reliance on external validation and a healthy integration into the global scientific conversation, effectively avoiding the creation of 'echo chambers.' This result indicates that the institution's academic influence is built on broad community recognition rather than being inflated by internal dynamics.
The institution's Z-score of -0.460 is statistically equivalent to the national average of -0.415, with both values indicating a very low risk. This reflects a total operational silence regarding this risk factor, as the institution shows an absence of signals that is even slightly below the already minimal national average. This performance demonstrates excellent due diligence in selecting dissemination channels. It confirms that the university's scientific production is not being channeled through media that fail to meet international ethical or quality standards, thereby protecting it from the reputational risks associated with 'predatory' practices.
With a Z-score of -1.125, the institution shows a near-total absence of hyper-authored publications, a stark contrast to the national Z-score of 0.594, which signals a medium-level risk. This pattern illustrates a clear case of preventive isolation, where the university’s internal standards effectively shield it from broader national practices that could dilute accountability. While extensive author lists are legitimate in 'Big Science,' the institution's low rate outside these contexts points to a strong culture of transparently attributing credit and avoiding 'honorary' authorship, ensuring individual contributions remain meaningful and verifiable.
The university exhibits a Z-score of -1.185, an extremely low value that contrasts sharply with the medium-risk national average of 0.284. This demonstrates a powerful form of preventive isolation, where the institution avoids the national trend of impact dependency. A very low gap suggests that the university's scientific prestige is structural and endogenous, driven by research where it exercises direct intellectual leadership. This is a key indicator of sustainable excellence, confirming that its high-impact work results from genuine internal capacity rather than a strategic reliance on collaborations where it plays a secondary role.
The institution's Z-score of -1.413 is exceptionally low, far below the national average of -0.275. This finding represents a low-profile consistency, where the university’s complete lack of risk signals reinforces the secure environment observed nationally. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may signal imbalances between quantity and quality. The university's very low rate indicates a healthy research environment that prioritizes the integrity of the scientific record over the inflation of productivity metrics, effectively mitigating risks such as coercive or unmerited authorship.
With a Z-score of -0.268, the university's output in its own journals is statistically identical to the national average of -0.220, with both figures at a very low-risk level. This reflects a state of integrity synchrony, showing total alignment with a national environment of maximum scientific security in this area. While in-house journals can be valuable, the university’s minimal reliance on them demonstrates a strong commitment to independent, external peer review. This practice avoids potential conflicts of interest and academic endogamy, ensuring its research is validated through standard competitive channels and achieves global visibility.
The institution records a Z-score of -0.341, a low-risk value that is significantly healthier than the national average of 0.027, which falls into the medium-risk category. This difference highlights the university's institutional resilience, as its internal control mechanisms appear to successfully mitigate systemic risks prevalent in its environment. A high rate of redundant output, or 'salami slicing,' can distort scientific evidence by fragmenting studies into minimal publishable units. The university's low score indicates a culture that values the publication of significant, coherent new knowledge over the artificial inflation of output volume.