| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.857 | -0.514 |
|
Retracted Output
|
-0.221 | -0.126 |
|
Institutional Self-Citation
|
-1.280 | -0.566 |
|
Discontinued Journals Output
|
-0.545 | -0.415 |
|
Hyperauthored Output
|
0.757 | 0.594 |
|
Leadership Impact Gap
|
-0.497 | 0.284 |
|
Hyperprolific Authors
|
-1.413 | -0.275 |
|
Institutional Journal Output
|
-0.268 | -0.220 |
|
Redundant Output
|
-0.322 | 0.027 |
Occidental College presents a robust scientific integrity profile, reflected in an overall score of -0.496, which indicates a performance significantly healthier than the global average. The institution's primary strengths lie in its exceptionally low risk across multiple indicators, particularly in the Rate of Institutional Self-Citation, Rate of Hyperprolific Authors, and Rate of Output in Discontinued Journals, where integrity risks are virtually nonexistent. The main area warranting attention is a moderate signal in the Rate of Hyper-Authored Output. According to SCImago Institutions Rankings data, these sound integrity practices underpin the college's notable academic standing in key thematic areas, including Earth and Planetary Sciences, Social Sciences, Arts and Humanities, and Psychology. This strong performance directly aligns with the college's mission to provide an education of the "highest quality" and its cornerstone of "excellence." A culture of low scientific risk is fundamental to preparing students for "leadership" and ensuring their "commitment to the public good" is based on a foundation of transparent and credible knowledge. To further strengthen this alignment, the college is advised to maintain its excellent control mechanisms while proactively reviewing authorship norms to ensure they fully reflect the principles of individual accountability and transparency central to its mission.
The institution's Z-score of -0.857 is situated within a low-risk national context (Z-score: -0.514). This demonstrates a prudent and rigorous approach to managing affiliations, performing even better than the national standard. While multiple affiliations can be a legitimate outcome of collaboration, the college's controlled rate indicates that its practices are well-governed, effectively minimizing any potential for strategic "affiliation shopping" or the artificial inflation of institutional credit.
With a Z-score of -0.221, the institution maintains a low-risk profile, slightly more controlled than the national average (Z-score: -0.126). This suggests that the college's pre-publication quality control and supervision mechanisms are functioning effectively. Retractions can sometimes signal responsible error correction, but this low and stable rate indicates a systemic robustness that successfully prevents the type of recurring malpractice or methodological failures that would otherwise signal a vulnerability in the institution's integrity culture.
The institution exhibits a Z-score of -1.280, marking a near-total absence of risk in an area where the national standard is already low (Z-score: -0.566). This result points to a culture of exceptional scientific openness, where research is consistently validated by the external community rather than through internal "echo chambers." Such a low rate of self-citation confirms that the institution's academic influence is built on broad recognition, effectively avoiding any risk of endogamous impact inflation.
Occidental College's Z-score of -0.545 signifies a complete operational silence regarding this risk, performing even better than the country's already very low-risk average (Z-score: -0.415). This demonstrates outstanding due diligence in the selection of publication venues. By avoiding journals that fail to meet international ethical or quality standards, the institution effectively protects its reputation and ensures its research resources are not wasted on 'predatory' or low-impact channels.
The institution's Z-score of 0.757 indicates a medium-risk signal, showing a higher exposure to this practice than the national average, which is also in the medium-risk category (Z-score: 0.594). This alert suggests that the college is more prone than its peers to publishing works with extensive author lists. While common in "Big Science," a high rate outside these contexts can indicate author list inflation, which dilutes individual accountability. This signal warrants a review to distinguish between necessary massive collaboration and potential 'honorary' authorship practices.
With a Z-score of -0.497, the institution demonstrates remarkable resilience, especially when contrasted with the moderate-risk national trend (Z-score: 0.284). This negative gap signifies that the research led by the college's own authors is highly impactful, indicating that its scientific prestige is structural and sustainable, not dependent on external partners. This result is a strong indicator of genuine internal capacity and intellectual leadership, a clear departure from the national dynamic where impact is more commonly tied to collaboration.
The institution's Z-score of -1.413 reflects a complete absence of this risk, a signal that is significantly stronger than the low-risk national standard (Z-score: -0.275). This demonstrates a healthy institutional culture that prioritizes quality and meaningful intellectual contribution over sheer publication volume. The absence of extreme individual productivity rates suggests that the college effectively avoids risks such as coercive authorship or the assignment of credit without real participation, thereby upholding the integrity of its scientific record.
The institution's Z-score of -0.268 is in perfect synchrony with the national environment (Z-score: -0.220), where publishing in institutional journals is not a risk factor. This alignment indicates that the college's research output consistently undergoes independent, external peer review. By avoiding excessive dependence on in-house journals, the institution sidesteps potential conflicts of interest and ensures its scientific production is validated competitively, enhancing its global visibility and credibility.
Occidental College shows strong institutional resilience with a low-risk Z-score of -0.322, effectively controlling a risk that is moderately present in the national system (Z-score: 0.027). This indicates that the institution fosters a research culture that values significant, coherent studies over artificially inflated publication counts. By avoiding the practice of 'salami slicing,' the college ensures its contributions to the scientific record are substantial and do not overburden the review system with fragmented data.