| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.717 | -0.514 |
|
Retracted Output
|
0.652 | -0.126 |
|
Institutional Self-Citation
|
-1.118 | -0.566 |
|
Discontinued Journals Output
|
-0.478 | -0.415 |
|
Hyperauthored Output
|
-0.259 | 0.594 |
|
Leadership Impact Gap
|
0.356 | 0.284 |
|
Hyperprolific Authors
|
-1.413 | -0.275 |
|
Institutional Journal Output
|
-0.268 | -0.220 |
|
Redundant Output
|
-0.178 | 0.027 |
Clark University demonstrates a robust scientific integrity profile, with an overall risk score of -0.200 indicating performance that is healthier than the global average. The institution's primary strengths lie in its exceptionally low rates of institutional self-citation, hyperprolific authorship, and publication in discontinued or institutional journals, reflecting a commendable culture of external validation and a focus on quality over quantity. However, two areas warrant strategic attention: a moderate rate of retracted output and a noticeable gap between the impact of its total output and that of research where it holds intellectual leadership. According to SCImago Institutions Rankings data, the university's strongest thematic areas include Psychology, Arts and Humanities, Social Sciences, and Economics, Econometrics and Finance. This strong integrity performance fundamentally supports the institutional mission to "advance the frontiers of knowledge and understanding through rigorous scholarship." Nevertheless, the identified vulnerabilities could challenge this commitment; a higher-than-average retraction rate questions the rigor of pre-publication controls, while a dependency on collaborative impact may dilute the university's role as a primary creator of knowledge. To fully align its operational excellence with its mission, it is recommended that Clark University reinforces its quality assurance mechanisms and develops strategies to enhance the visibility and impact of its internally-led research, ensuring its reputation is built upon a foundation of both integrity and intellectual autonomy.
With a Z-score of -0.717, Clark University exhibits a lower rate of multiple affiliations compared to the national average of -0.514. This prudent profile suggests that the institution manages its collaborative and affiliation processes with more rigor than the national standard. While multiple affiliations are often a legitimate outcome of researcher mobility and partnerships, this controlled, low rate indicates a healthy academic environment, free from signals of strategic "affiliation shopping" or attempts to artificially inflate institutional credit through questionable co-authorships.
The university's Z-score for retracted output is 0.652, showing a moderate deviation from the national benchmark, which sits at a low-risk -0.126. This indicates a greater sensitivity to risk factors in this area compared to its national peers. Retractions are complex events, but a rate significantly above the norm suggests that pre-publication quality control mechanisms may be facing systemic challenges. This vulnerability in the institution's integrity culture could point to recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to safeguard its scholarly reputation.
Clark University demonstrates an exceptionally low rate of institutional self-citation, with a Z-score of -1.118 that is significantly below the already low national average of -0.566. This absence of risk signals reflects a strong alignment with a national environment of integrity. It indicates that the institution's academic influence is validated by the broader external scientific community rather than internal dynamics, successfully avoiding the "echo chambers" or endogamous impact inflation that can arise when an institution's work lacks sufficient external scrutiny.
The institution shows a complete absence of risk signals related to publishing in discontinued journals, with a Z-score of -0.478 that is even more favorable than the national average of -0.415. This "total operational silence" demonstrates exceptional due diligence in the selection of dissemination channels. It confirms that the university's scientific production is not being channeled through media that fail to meet international ethical or quality standards, thereby protecting its reputation and avoiding the reputational and resource risks associated with "predatory" practices.
Clark University displays notable institutional resilience against a national trend towards hyper-authorship. While the United States shows a medium-risk signal (Z-score 0.594), the university maintains a low-risk profile (Z-score -0.259), suggesting that its internal governance and control mechanisms effectively mitigate this systemic risk. This indicates a culture that values transparency and individual accountability, successfully distinguishing between necessary, large-scale "Big Science" collaboration and potentially problematic practices like honorary or political authorship that can dilute responsibility.
The university shows a higher exposure to this risk than its environment, with a Z-score of 0.356 that is more pronounced than the national average of 0.284. This wide positive gap signals a potential sustainability risk, suggesting that the institution's scientific prestige may be more dependent on external partners than on its own structural capacity. This finding invites strategic reflection on whether its high-impact metrics result from genuine internal capabilities or from positioning in collaborations where the university does not exercise primary intellectual leadership, a dependency that could affect long-term academic autonomy.
The university's profile is distinguished by a near-total absence of hyperprolific authors, with an extremely low Z-score of -1.413, far below the national average of -0.275. This strong performance indicates a healthy institutional balance between productivity and quality. It suggests Clark University is free from dynamics that prioritize raw metrics over the integrity of the scientific record, such as coercive authorship, data fragmentation, or the assignment of credit without meaningful intellectual contribution, which are often associated with extreme publication volumes.
The university's practices are in total alignment with a secure national environment regarding publication in institutional journals. With a Z-score of -0.268, which is statistically equivalent to the national average (-0.220), the institution demonstrates no over-reliance on in-house publication channels. This integrity synchrony confirms that its scientific production undergoes independent external peer review, avoiding potential conflicts of interest and the risk of academic endogamy, and instead seeks global visibility through standard competitive validation.
Clark University demonstrates institutional resilience by effectively controlling practices of data fragmentation, a risk more prevalent at the national level. With a low-risk Z-score of -0.178 compared to the country's medium-risk score of 0.027, the university appears to successfully mitigate the tendency to divide coherent studies into "minimal publishable units." This reflects an academic culture that prioritizes the generation of significant new knowledge over the artificial inflation of productivity metrics, thereby strengthening the integrity of the scientific evidence it produces.