| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.434 | -0.514 |
|
Retracted Output
|
1.160 | -0.126 |
|
Institutional Self-Citation
|
-1.007 | -0.566 |
|
Discontinued Journals Output
|
0.603 | -0.415 |
|
Hyperauthored Output
|
-0.901 | 0.594 |
|
Leadership Impact Gap
|
0.790 | 0.284 |
|
Hyperprolific Authors
|
-1.413 | -0.275 |
|
Institutional Journal Output
|
-0.268 | -0.220 |
|
Redundant Output
|
-1.186 | 0.027 |
Central Connecticut State University demonstrates a robust foundation in scientific integrity, reflected in its overall risk score of 0.042. The institution exhibits exceptional performance in several key areas, with very low risk signals in practices such as multiple affiliations, institutional self-citation, hyperprolific authorship, publishing in its own journals, and redundant output. These strengths indicate a culture that prioritizes accountability and external validation. However, this strong profile is contrasted by three specific vulnerabilities: a significant alert regarding the rate of retracted publications, and medium-level risks associated with publishing in discontinued journals and a dependency on external collaborations for research impact. These challenges require strategic attention as they directly conflict with the university's mission to foster "quality" scholarship and prepare "responsible" citizens. The institution's key research areas, as identified by SCImago Institutions Rankings data, include Business, Management and Accounting; Economics, Econometrics and Finance; Psychology; and Social Sciences. To fully align its operational practices with its stated values, the university is advised to leverage its clear strengths in research integrity to develop targeted interventions that mitigate the identified risks, thereby safeguarding its academic reputation and ensuring its research activities are both impactful and unimpeachable.
The institution presents a Z-score of -1.434, a value indicating very low risk that is consistent with the low-risk national average of -0.514. This alignment suggests that the university's collaborative practices are in sync with national standards, showing no evidence of problematic behavior. The absence of risk signals in this area is a positive indicator of integrity, confirming that affiliations are a legitimate result of researcher mobility and partnerships rather than strategic attempts to artificially inflate institutional credit through practices like “affiliation shopping.”
A Z-score of 1.160 places the institution at a significant risk level, creating a severe discrepancy when compared to the low-risk national average of -0.126. This atypical result signals an urgent need for a deep integrity assessment. While some retractions can reflect responsible error correction, a rate this far above the norm suggests that pre-publication quality control mechanisms may be failing systemically. This vulnerability in the institution's integrity culture could point to recurring malpractice or a lack of methodological rigor, requiring immediate qualitative verification by management to protect the university's scientific credibility.
With a Z-score of -1.007, the institution demonstrates a very low risk of excessive self-citation, a profile that aligns well with the low-risk national context (Z-score of -0.566). This result indicates a healthy research ecosystem that avoids scientific isolation. The institution's work appears to receive sufficient external scrutiny, mitigating the risk of creating 'echo chambers' or endogamously inflating its impact. This practice confirms that the university's academic influence is being validated by the global community, not just by internal dynamics.
The institution's Z-score of 0.603 corresponds to a medium risk level, which constitutes a monitoring alert as it is an unusual finding within a national environment showing very low risk (Z-score of -0.415). This suggests a need to review the causes behind this deviation. A high proportion of publications in such venues is a critical alert regarding due diligence in selecting dissemination channels. It indicates that a portion of the university's scientific output may be channeled through media lacking international ethical or quality standards, exposing the institution to severe reputational risks and signaling an urgent need for improved information literacy to avoid predatory practices.
Central Connecticut State University shows a low-risk Z-score of -0.901, demonstrating institutional resilience against the medium-risk trend observed nationally (Z-score of 0.594). This suggests that the university's control mechanisms are effectively mitigating the systemic risks of authorship inflation seen elsewhere. By maintaining low rates of hyper-authorship outside of "Big Science" contexts, the institution successfully promotes individual accountability and transparency, distinguishing its legitimate massive collaborations from questionable "honorary" authorship practices.
With a Z-score of 0.790, the institution shows a medium risk level, indicating a higher exposure to this vulnerability compared to the national average (Z-score of 0.284), which is also at a medium level. This score suggests that the university's scientific prestige may be significantly dependent on external partners, creating a sustainability risk. The wide positive gap, where overall impact is much higher than the impact of research led by the institution, invites reflection on whether its excellence metrics result from genuine internal capacity or from strategic positioning in collaborations where it does not exercise primary intellectual leadership.
The institution's Z-score of -1.413 is in the very low-risk category, a finding consistent with the low-risk national standard (Z-score of -0.275). This absence of risk signals indicates a healthy balance between quantity and quality in research production. It suggests the university's environment does not encourage practices such as coercive authorship or "salami slicing" to inflate publication counts, but rather fosters meaningful intellectual contributions and prioritizes the integrity of the scientific record over raw metrics.
The Z-score of -0.268 signifies a total operational silence on this indicator, placing the institution in the very low-risk category and even below the already low national average of -0.220. This exceptional result demonstrates a strong commitment to independent, external peer review. By avoiding dependence on in-house journals, the university effectively eliminates potential conflicts of interest and the risk of academic endogamy, ensuring its scientific production is validated through standard competitive channels and enhancing its global visibility.
Central Connecticut State University exhibits a Z-score of -1.186, indicating a very low risk of redundant publication, a sign of preventive isolation from a national environment where this practice is a medium-level risk (Z-score of 0.027). The institution does not replicate the risk dynamics observed in its environment, suggesting strong editorial oversight or a research culture that discourages data fragmentation. This commendable practice ensures that studies are published as coherent, significant contributions rather than being divided into "minimal publishable units" to artificially inflate productivity, thereby upholding the integrity of the scientific evidence base.