| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.324 | -0.514 |
|
Retracted Output
|
-0.052 | -0.126 |
|
Institutional Self-Citation
|
-0.944 | -0.566 |
|
Discontinued Journals Output
|
-0.545 | -0.415 |
|
Hyperauthored Output
|
-0.893 | 0.594 |
|
Leadership Impact Gap
|
0.678 | 0.284 |
|
Hyperprolific Authors
|
-1.413 | -0.275 |
|
Institutional Journal Output
|
-0.268 | -0.220 |
|
Redundant Output
|
-1.186 | 0.027 |
College of the Holy Cross demonstrates an outstanding profile in scientific integrity, with an overall risk score of -0.542 that reflects a robust and responsible research culture. The institution's performance is characterized by exceptionally low risk across the vast majority of indicators, particularly in areas concerning authorship practices, publication channel selection, and citation patterns. This strong foundation in ethical conduct directly supports its stated mission to pursue "excellence in teaching, learning, and research" and to build a community marked by a "passion for truth." The College's recognized strengths in Arts and Humanities, Mathematics, and Social Sciences, as evidenced by SCImago Institutions Rankings data, are built upon this solid ground of integrity. The primary area for strategic attention is the moderate gap observed between the impact of its total output and that of its internally-led research, which presents an opportunity to translate its collaborative success into greater institutional leadership. By addressing this dependency, the College can more fully realize its Jesuit mission of service and justice, ensuring its contributions are not only excellent but also structurally sustainable and self-directed.
The institution exhibits an exceptionally low rate of multiple affiliations, with a Z-score of -1.324, which is significantly more conservative than the already low-risk national average of -0.514. This result indicates a clear and transparent affiliation policy that aligns with the national standard while demonstrating even greater rigor. While multiple affiliations can be legitimate, this very low score confirms the absence of any signals related to strategic attempts to inflate institutional credit or "affiliation shopping," reinforcing a culture of straightforward academic accounting.
With a Z-score of -0.052, the institution's rate of retracted output is low and operates within the expected national context (country average: -0.126). However, the slightly higher institutional score suggests an incipient vulnerability that warrants preventive attention. Retractions are complex events, and while some signify responsible supervision, a rate that edges above the national baseline, even if low, indicates that pre-publication quality control mechanisms should be reviewed to ensure they remain robust and capable of preventing any potential for recurring malpractice or a lack of methodological rigor.
The institution maintains a very low rate of self-citation (Z-score: -0.944), positioning it well below the low-risk national benchmark of -0.566. This strong performance signals a healthy dynamic of external scientific engagement and validation. A certain level of self-citation is natural, but this minimal level demonstrates that the College successfully avoids the creation of scientific 'echo chambers.' This confirms that its academic influence is not oversized by internal dynamics but is instead genuinely recognized and validated by the broader global research community.
The College shows a near-total absence of publications in discontinued journals, with a Z-score of -0.545 that is even more favorable than the national average of -0.415. This operational silence in a critical risk area points to exceptional due diligence in the selection of dissemination channels. It provides strong evidence that a significant portion of its scientific production is not being channeled through media that fail to meet international ethical or quality standards, thereby protecting the institution from severe reputational risks and avoiding the waste of resources on 'predatory' or low-quality practices.
The institution demonstrates notable resilience against the national trend toward hyper-authorship. While the country presents a medium-risk environment (Z-score: 0.594), the College maintains a low-risk profile with a Z-score of -0.893. This suggests that its internal control mechanisms effectively mitigate systemic pressures that can lead to author list inflation. This prudent approach upholds individual accountability and transparency, successfully distinguishing between necessary massive collaboration and questionable 'honorary' or political authorship practices.
The institution presents a medium-risk signal in this area, with a Z-score of 0.678 that indicates a higher exposure to this risk than the national average of 0.284. This value reveals a significant positive gap where the institution's global publication impact is notably higher than the impact of the research it leads. This disparity signals a potential sustainability risk, suggesting that its scientific prestige may be dependent and exogenous, not structural. This finding invites a strategic reflection on whether its excellence metrics result from real internal capacity or from strategic positioning in collaborations where the institution does not exercise primary intellectual leadership.
With a Z-score of -1.413, the institution shows a virtually nonexistent rate of hyperprolific authorship, placing it far below the already low-risk national average of -0.275. This result reflects a strong institutional culture that prioritizes meaningful intellectual contribution over sheer publication volume. The absence of extreme individual publication outputs (exceeding 50 articles a year) suggests that the community is well-protected from risks such as coercive authorship or the assignment of authorship without real participation, thereby reinforcing the integrity of the scientific record.
The institution's practices regarding in-house journals are in perfect synchrony with an environment of maximum scientific security. Its Z-score of -0.268 is statistically identical to the national average of -0.220, reflecting a shared commitment to avoiding academic endogamy. This alignment ensures that its scientific production does not bypass independent external peer review, which in turn limits potential conflicts of interest and prevents the use of internal channels as 'fast tracks' to inflate CVs without standard competitive validation, thus maximizing global visibility.
The College demonstrates a remarkable preventive isolation from national risk dynamics in this area. While the country shows a medium-risk level for redundant publication (Z-score: 0.027), the institution's Z-score of -1.186 indicates this practice is virtually absent. This strong negative signal suggests a culture that values the publication of coherent, complete studies over the artificial inflation of productivity metrics. By avoiding the fragmentation of data into 'minimal publishable units,' the institution upholds the integrity of the scientific evidence base and respects the broader review system.
