University of Hartford

Region/Country

Northern America
United States
Universities and research institutions

Overall

-0.458

Integrity Risk

very low

Indicators relating to the period 2020-2024

Indicator University Z-score Average country Z-score
Multi-affiliation
-1.081 -0.514
Retracted Output
-0.118 -0.126
Institutional Self-Citation
-1.097 -0.566
Discontinued Journals Output
-0.267 -0.415
Hyperauthored Output
-1.013 0.594
Leadership Impact Gap
0.061 0.284
Hyperprolific Authors
-1.413 -0.275
Institutional Journal Output
-0.268 -0.220
Redundant Output
0.183 0.027
0 represents the global average
AI-generated summary report

EXECUTIVE SUMMARY AND STRATEGIC VISION

The University of Hartford demonstrates a robust scientific integrity profile, with an overall risk score of -0.458 that significantly outperforms the national average. This strong performance is anchored in exceptional control over key integrity indicators, particularly a near-total absence of risk signals in Institutional Self-Citation, Hyperprolific Authorship, Multiple Affiliations, and publications in its own journals. These strengths reflect a culture that prioritizes external validation and meaningful contribution. The institution's primary areas of research strength, as identified by SCImago Institutions Rankings data, lie in Business, Management and Accounting, and Social Sciences. However, medium-risk alerts in Redundant Output (Salami Slicing) and the gap in research impact leadership present strategic challenges. These practices, if unaddressed, could subtly undermine the core mission of fostering "knowledge creation" and contributing to the "betterment of society," as fragmented or dependent research may not fully align with the value of preparing students for a "complex world." To further solidify its position as a leader in academic integrity, the University should focus on refining its publication strategies and fostering greater intellectual leadership in its collaborations, ensuring that its commendable research practices fully support its institutional mission.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution's Z-score of -1.081 is significantly lower than the national average of -0.514. This result indicates a near-total absence of risk signals in an already low-risk national environment, reflecting a clear and consistent approach to academic affiliations. While multiple affiliations can be legitimate, the University's exceptionally low rate suggests that its collaborative framework is transparent and not leveraged to strategically inflate institutional credit, aligning perfectly with national standards for responsible research conduct.

Rate of Retracted Output

With a Z-score of -0.118, the institution's performance is statistically aligned with the national average of -0.126. This indicates a normal and expected level of post-publication corrections for an institution of its size and context. Retractions are complex events, and this rate does not suggest any systemic failure in pre-publication quality control mechanisms. Instead, it reflects a standard operational dynamic consistent with its national peers, where corrections are part of a healthy scientific ecosystem.

Rate of Institutional Self-Citation

The institution exhibits an exceptionally low Z-score of -1.097, far below the national average of -0.566. This demonstrates a remarkable commitment to external validation and integration within the global scientific community. A certain level of self-citation is natural, but the University's near-zero rate confirms it effectively avoids the risk of creating 'echo chambers' or endogamously inflating its impact. This result strongly suggests that its academic influence is built on widespread recognition rather than internal dynamics.

Rate of Output in Discontinued Journals

The institution's Z-score of -0.267, while in the low-risk category, diverges slightly from the very low-risk national average of -0.415. This slight divergence indicates the presence of minor risk signals that are largely absent across the rest of the country. A high proportion of output in such journals would be a critical alert regarding due diligence, and while the current level is not alarming, it suggests an opportunity to enhance researcher guidance on selecting high-quality, reputable dissemination channels to avoid any potential reputational risk.

Rate of Hyper-Authored Output

The institution shows strong institutional resilience with a Z-score of -1.013, contrasting sharply with the medium-risk national average of 0.594. This performance indicates that internal control mechanisms are effectively mitigating the systemic risks of authorship inflation observed elsewhere in the country. By maintaining low rates of hyper-authorship, the University ensures that author lists are more likely to reflect genuine contributions, thereby preserving individual accountability and transparency in its research outputs.

Gap between Impact of total output and the impact of output with leadership

With a Z-score of 0.061, the institution shows a medium-risk signal but demonstrates more effective management of this issue than the national average of 0.284. This indicator signals a potential dependency on external partners for achieving high-impact research. The University's smaller gap suggests it is building more sustainable internal capacity and exercising greater intellectual leadership in its collaborations. This differentiated approach reduces the risk of its scientific prestige being primarily exogenous and reflects a healthier balance between collaboration and structural excellence.

Rate of Hyperprolific Authors

The institution's Z-score of -1.413 is exceptionally low, far below the national average of -0.275. This near-complete absence of hyperprolific authors is a strong positive signal. It indicates a culture that prioritizes the quality and integrity of the scientific record over extreme publication volumes, which can challenge the limits of meaningful intellectual contribution. This result suggests the institution effectively avoids risks such as coercive authorship or imbalances between quantity and quality.

Rate of Output in Institutional Journals

The institution's Z-score of -0.268 is in almost perfect synchrony with the national average of -0.220, both reflecting a state of maximum scientific security. This negligible rate of publication in its own journals demonstrates a strong commitment to independent, external peer review, thereby avoiding potential conflicts of interest where the institution would act as both judge and party. This practice ensures its research is validated through standard competitive channels, enhancing its global visibility and credibility.

Rate of Redundant Output (Salami Slicing)

The institution's Z-score of 0.183 indicates a higher exposure to this risk compared to the national average of 0.027, although both fall within the medium-risk category. This suggests a greater tendency within the institution toward data fragmentation, or 'salami slicing,' where studies may be divided into minimal publishable units to artificially inflate productivity. This practice can distort the scientific evidence base, and the heightened signal warrants a review of publication guidelines to encourage the dissemination of more significant, coherent bodies of work.

This report was automatically generated using Google Gemini to provide a brief analysis of the university scores.
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