| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.984 | -0.514 |
|
Retracted Output
|
-0.230 | -0.126 |
|
Institutional Self-Citation
|
-0.664 | -0.566 |
|
Discontinued Journals Output
|
-0.545 | -0.415 |
|
Hyperauthored Output
|
-0.229 | 0.594 |
|
Leadership Impact Gap
|
-0.090 | 0.284 |
|
Hyperprolific Authors
|
-1.413 | -0.275 |
|
Institutional Journal Output
|
-0.268 | -0.220 |
|
Redundant Output
|
-0.168 | 0.027 |
Union College demonstrates an exceptionally strong scientific integrity profile, with an overall risk score of -0.502 that indicates robust governance and a culture of high-quality research. The institution consistently outperforms national averages, showing remarkable resilience against systemic risks and maintaining very low to low exposure across all nine integrity indicators. This outstanding performance is particularly evident in the near-total absence of signals related to hyperprolific authorship, multiple affiliations, and publication in discontinued journals. This foundation of ethical research directly supports the institution's recognized academic strengths, as highlighted by its SCImago Institutions Rankings in Arts and Humanities, Earth and Planetary Sciences, and Psychology. The data confirms a deep alignment with the college's mission to provide a "rigorous, holistic, and... reflective" education; such a low-risk profile is the bedrock of scholarly rigor and ensures that its commitment to innovation and inclusion is built upon unimpeachable ethical standards. We recommend that Union College actively leverage this exemplary integrity profile as a core component of its institutional identity, communicating its commitment to responsible research as a key differentiator in attracting talent and partners dedicated to academic excellence.
The institution's Z-score of -0.984 is significantly lower than the national average of -0.514, indicating a very stable and transparent approach to academic collaboration. This low-profile consistency, which improves upon an already low-risk national standard, suggests that the institution's affiliation policies are clear and well-managed. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the complete absence of risk signals at Union College confirms that practices like strategic "affiliation shopping" to inflate institutional credit are not a concern.
With a Z-score of -0.230, Union College demonstrates a more prudent approach to research quality than the national standard (-0.126). This suggests that its internal quality control and supervision mechanisms are managed with greater rigor than those of its national peers. A rate significantly lower than the average is a positive signal, indicating that the institution's pre-publication review processes are effective in preventing the types of systemic errors or recurring malpractice that could compromise its integrity culture and lead to retractions.
Union College manages its citation practices with more rigor than the national standard, as shown by its Z-score of -0.664 compared to the country's -0.566. This prudent profile points to a healthy integration with the global scientific community, successfully avoiding the "echo chambers" that can arise from disproportionately high rates of self-citation. The data strongly suggests that the institution's academic influence is validated by external scrutiny and global community recognition rather than being oversized by internal dynamics.
The institution exhibits a complete absence of risk signals related to publishing in discontinued journals, with a Z-score of -0.545 that is even more favorable than the already secure national average of -0.415. This total operational silence is a powerful indicator of excellent due diligence and information literacy among its researchers in selecting publication venues. It confirms that the institution's scientific production is not being channeled through media that fail to meet international ethical or quality standards, thereby protecting its reputation and resources from predatory practices.
The institution demonstrates significant resilience against the national trend toward hyper-authored publications. While the country shows a medium risk level (Z-score: 0.594), Union College maintains a low-risk profile (Z-score: -0.229), suggesting that its internal control mechanisms effectively mitigate this systemic risk. This acts as a firewall against national practices, indicating that authorship policies at the institution are well-governed and successfully preserve individual accountability and transparency by discouraging author list inflation.
Union College demonstrates strong institutional resilience by maintaining a minimal gap between its overall research impact and the impact of work where it holds intellectual leadership (Z-score: -0.090), in stark contrast to a medium-risk national trend (Z-score: 0.284). This suggests that the institution's scientific prestige is not dependent on external partners but is built upon genuine internal capacity. This structural strength ensures the sustainability of its research excellence, reflecting a mature and self-sufficient scientific ecosystem where prestige is earned, not borrowed.
With an exceptionally low Z-score of -1.413, the institution shows a near-complete absence of hyperprolific authorship, a profile that is highly consistent with, and even improves upon, the low-risk national standard (-0.275). This demonstrates a healthy institutional culture that prioritizes a balance between research quantity and quality. The data suggests a lack of incentives for practices that could compromise the integrity of the scientific record, such as coercive authorship or prioritizing publication volume over meaningful intellectual contribution.
The institution's practices regarding in-house journals are in perfect synchrony with the secure national environment, with its Z-score of -0.268 closely mirroring the country's -0.220. This total alignment reflects a shared commitment to avoiding academic endogamy and potential conflicts of interest. By ensuring its scientific production undergoes independent external peer review rather than relying on internal channels, the college promotes global visibility and competitive validation for its research.
The institution displays notable resilience to the national tendency toward redundant publications. While the country shows a medium risk level (Z-score: 0.027), Union College maintains a low-risk profile (Z-score: -0.168), indicating that its research culture effectively filters out this systemic vulnerability. This suggests a focus on producing coherent, significant studies rather than artificially inflating productivity by dividing work into "minimal publishable units," a practice known as "salami slicing" that overburdens the review system and distorts scientific evidence.
