| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.642 | -0.514 |
|
Retracted Output
|
-0.230 | -0.126 |
|
Institutional Self-Citation
|
-0.809 | -0.566 |
|
Discontinued Journals Output
|
-0.545 | -0.415 |
|
Hyperauthored Output
|
0.182 | 0.594 |
|
Leadership Impact Gap
|
0.179 | 0.284 |
|
Hyperprolific Authors
|
-1.413 | -0.275 |
|
Institutional Journal Output
|
-0.268 | -0.220 |
|
Redundant Output
|
-0.230 | 0.027 |
Hope College demonstrates a robust scientific integrity profile, with an overall risk score of -0.444 that indicates a performance significantly better than the global average. The institution's primary strengths lie in its exceptionally low rates of institutional self-citation, publication in discontinued journals, and hyperprolific authorship, reflecting a culture of rigorous and externally-focused research. These strengths are particularly relevant given the College's recognized excellence in thematic areas such as Psychology, Arts and Humanities, and Social Sciences, as evidenced by SCImago Institutions Rankings data. This strong integrity foundation directly supports the College's mission to "educate students for lives of leadership and service" in a context of "recognized excellence," as ethical research practices are fundamental to both. However, moderate signals in hyper-authored output and the gap in impact between collaborative and institution-led research warrant attention to ensure that institutional prestige is built upon genuine internal leadership, fully aligning with its aspirational goals. Overall, Hope College is well-positioned to leverage its sound integrity framework as a cornerstone of its academic and social mission.
Hope College exhibits a Z-score of -0.642, which is below the national average of -0.514. This suggests a prudent and rigorous approach to managing author affiliations, surpassing the already low-risk standard observed across the United States. The institution's controlled rate indicates that its collaborative practices are well-defined, avoiding patterns that could be misinterpreted as strategic attempts to inflate institutional credit or "affiliation shopping."
With a Z-score of -0.230, Hope College demonstrates a lower incidence of retracted publications compared to the national average of -0.126. This favorable comparison points to a more rigorous management of research quality and integrity than the national standard. The low rate suggests that the institution's quality control mechanisms prior to publication are effective, preventing the systemic failures or recurring malpractice that can lead to a high volume of retractions and subsequent reputational damage.
Hope College presents a Z-score of -0.809, a very low value that is consistent with the low-risk environment of the United States (Z-score: -0.566). This absence of risk signals indicates a healthy practice of external validation and engagement with the global scientific community. The institution successfully avoids the creation of scientific 'echo chambers,' ensuring its academic influence is a result of broad recognition rather than being inflated by endogamous or internal dynamics.
The institution's Z-score for publications in discontinued journals is -0.545, marking a complete absence of risk signals that is even more pronounced than the already very low national average of -0.415. This exceptional result demonstrates a highly effective due diligence process in selecting dissemination channels. It confirms that the College's scientific output is not being channeled through media that fail to meet international ethical or quality standards, thereby protecting its resources and reputation from predatory or low-quality practices.
Hope College shows a moderate Z-score of 0.182 in hyper-authored output, a figure that is notably lower than the national average of 0.594. This indicates a differentiated management approach, where the institution successfully moderates a risk that is more common across the country. This indicator serves as a signal to continually distinguish between necessary massive collaboration and practices like 'honorary' authorship, which can dilute individual accountability and transparency.
With a Z-score of 0.179, Hope College displays a moderate gap between its overall publication impact and the impact of research where it holds a leadership role. This value is considerably lower than the national average of 0.284, suggesting that the College manages this dynamic more effectively than its national peers. The indicator invites reflection on the sustainability of its scientific prestige, highlighting the importance of ensuring that excellence metrics result from genuine internal capacity rather than a strategic dependence on collaborations where the institution does not exercise intellectual leadership.
The Z-score for hyperprolific authors at Hope College is an exceptionally low -1.413, reinforcing the low-risk profile observed nationally (Z-score: -0.275). This near-total absence of extreme individual publication volumes suggests a healthy balance between quantity and quality. It indicates that the institutional culture does not encourage dynamics such as coercive authorship or the artificial inflation of publication counts, thereby prioritizing the integrity of the scientific record over purely metric-driven productivity.
Hope College's Z-score of -0.268 for output in its own journals is in almost perfect alignment with the United States' very low-risk average of -0.220. This integrity synchrony demonstrates that the institution is not dependent on its in-house publications for scientific dissemination. By avoiding potential conflicts of interest and academic endogamy, the College ensures its research undergoes independent external peer review, which is essential for achieving global visibility and competitive validation.
The institution shows a low Z-score of -0.230 for redundant output, a stark contrast to the moderate-risk national average of 0.027. This demonstrates significant institutional resilience, as internal control mechanisms appear to be successfully mitigating a systemic risk present in the wider national environment. This low rate indicates that the College's researchers are not engaging in 'salami slicing'—the practice of fragmenting studies into minimal units to inflate productivity—thus contributing significant new knowledge rather than distorting the scientific evidence base.