| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.866 | -0.514 |
|
Retracted Output
|
-0.137 | -0.126 |
|
Institutional Self-Citation
|
-1.495 | -0.566 |
|
Discontinued Journals Output
|
-0.545 | -0.415 |
|
Hyperauthored Output
|
-0.678 | 0.594 |
|
Leadership Impact Gap
|
0.731 | 0.284 |
|
Hyperprolific Authors
|
-1.413 | -0.275 |
|
Institutional Journal Output
|
-0.268 | -0.220 |
|
Redundant Output
|
-1.186 | 0.027 |
Colorado College demonstrates an exemplary overall integrity profile (Overall Score: -0.536), reflecting a research culture deeply rooted in responsible practices. The institution's primary strengths are evident in the near-total absence of risk signals across a majority of indicators, including institutional self-citation, redundant output, and publication in discontinued journals. The only area requiring strategic attention is a moderate gap between its overall research impact and the impact of work where it holds intellectual leadership. According to SCImago Institutions Rankings data, the college's key thematic strengths lie in Arts and Humanities, Earth and Planetary Sciences, and Social Sciences. This robust integrity profile strongly supports the institutional mission to "provide the finest liberal arts education" and foster "habits of intellect and imagination," as ethical conduct is the bedrock of genuine academic leadership. The identified dependency on collaborative impact offers a strategic opportunity to further this mission by cultivating greater internal research leadership. By leveraging its outstanding foundation of scientific integrity, Colorado College is perfectly positioned to enhance its scholarly autonomy and amplify its voice as a leader in its core disciplines.
The institution exhibits a very low rate of multiple affiliations (Z-score: -0.866), a figure that is even more conservative than the low-risk national average (Z-score: -0.514). This result indicates a clear and transparent affiliation policy that aligns with the national standard while demonstrating an even higher degree of rigor. While multiple affiliations can be legitimate, the institution's exceptionally low rate suggests an environment where there is no ambiguity regarding institutional credit, effectively mitigating any risks associated with strategic "affiliation shopping" and reinforcing a culture of straightforward academic attribution.
With a Z-score of -0.137, the institution's rate of retracted output is low and statistically normal, mirroring the national average almost exactly (Z-score: -0.126). This alignment suggests that the institution's post-publication quality control and error correction mechanisms are functioning as expected for its context. Retractions are complex events, and this low, standard rate indicates a responsible and proportionate approach to scientific self-correction, rather than a signal of systemic failure in its pre-publication integrity checks.
The institution demonstrates an exceptionally low rate of self-citation (Z-score: -1.495), positioning it well below the already low-risk national benchmark (Z-score: -0.566). This signals a high degree of integration within the global scientific community and a strong reliance on external validation. A certain level of self-citation is natural, but this near-absence of the practice robustly counters any risk of the institution operating in an 'echo chamber.' It confirms that the institution's academic influence is built upon broad external recognition rather than being inflated by internal citation dynamics.
The institution's engagement with discontinued journals is practically non-existent, with a Z-score of -0.545 that is even lower than the country's very low average (Z-score: -0.415). This total operational silence on the indicator demonstrates exemplary due diligence in the selection of publication venues. This proactive approach effectively shields the institution's research output from the severe reputational risks associated with 'predatory' or low-quality journals, ensuring that its intellectual resources are channeled toward credible and enduring scientific platforms.
Colorado College maintains a low rate of hyper-authored publications (Z-score: -0.678), a result that shows significant institutional resilience when contrasted with the medium-risk trend observed nationally (Z-score: 0.594). This suggests that the institution's internal governance and academic culture effectively filter out the systemic pressures that can lead to author list inflation. By fostering practices that ensure clear accountability and transparency in authorship, the college successfully distinguishes its collaborative work from questionable 'honorary' authorship practices prevalent elsewhere.
The institution presents a medium-risk signal in this area (Z-score: 0.731), indicating a gap between its overall and led-by-self impact that is notably wider than the national average (Z-score: 0.284). This suggests a higher-than-typical exposure to the risk of impact dependency. While it is common for institutions to rely on partners, this value warns that a significant portion of its scientific prestige may be exogenous and not fully reflective of its own structural capacity. This finding invites a strategic reflection on how to strengthen internal intellectual leadership to ensure long-term sustainability and recognition.
With a Z-score of -1.413, the institution shows a near-total absence of hyperprolific authors, a figure significantly stronger than the low-risk national average (Z-score: -0.275). This lack of extreme individual publication volumes reinforces a research culture that prioritizes quality and meaningful intellectual contribution over sheer quantitative output. This result effectively mitigates risks such as coercive authorship or the dilution of scientific merit, underscoring a healthy balance between productivity and the integrity of the academic record.
The institution's rate of publication in its own journals is negligible (Z-score: -0.268), a value even lower than the very low national baseline (Z-score: -0.220). This demonstrates a profound commitment to seeking independent, external peer review for its scholarly work. By avoiding reliance on in-house channels, the institution circumvents potential conflicts of interest and the risk of academic endogamy, ensuring its research is validated through competitive, global standards and maximizing its international visibility.
Colorado College exhibits a remarkably low incidence of redundant publications (Z-score: -1.186), a result that represents a preventive isolation from the medium-risk trend observed at the national level (Z-score: 0.027). This indicates a strong institutional norm against the practice of 'salami slicing,' where studies are fragmented into minimal units to artificially inflate publication counts. This commitment to publishing complete and significant research not only strengthens the integrity of the scientific evidence base but also demonstrates respect for the academic review system.
