University of Denver

Region/Country

Northern America
United States
Universities and research institutions

Overall

-0.416

Integrity Risk

very low

Indicators relating to the period 2020-2024

Indicator University Z-score Average country Z-score
Multi-affiliation
-0.656 -0.514
Retracted Output
-0.193 -0.126
Institutional Self-Citation
-0.768 -0.566
Discontinued Journals Output
-0.489 -0.415
Hyperauthored Output
-0.505 0.594
Leadership Impact Gap
-0.087 0.284
Hyperprolific Authors
-1.337 -0.275
Institutional Journal Output
0.098 -0.220
Redundant Output
-0.056 0.027
0 represents the global average
AI-generated summary report

EXECUTIVE SUMMARY AND STRATEGIC VISION

The University of Denver demonstrates a robust and commendable scientific integrity profile, with an overall risk score of -0.416 that indicates performance significantly stronger than the global average. The institution exhibits exceptional control across nearly all integrity indicators, particularly in its very low rates of output in discontinued journals and hyperprolific authorship, showcasing a clear commitment to quality and responsible conduct. This strong governance aligns perfectly with the university's mission to advance scholarly inquiry and cultivate critical thought. The institution's academic strengths, evidenced by its high rankings in Psychology, Social Sciences, and Arts and Humanities, are built on this solid foundation of integrity. However, a notable exception is the rate of publication in its own institutional journals, which presents a monitoring alert. This practice, if unmanaged, could create a perception of academic endogamy, potentially undermining the mission's commitment to engaging with "global communities" and contributing to a "sustainable common good" through externally validated knowledge. To further enhance its exemplary standing, the university is advised to review its internal publication policies, ensuring they fully support its global-facing mission and commitment to transparent, world-class research.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The University of Denver shows a Z-score of -0.656, which is lower than the national average of -0.514. This indicates a prudent and well-managed approach to author affiliations. The institution's profile suggests that its processes are managed with more rigor than the national standard, effectively avoiding the risk signals associated with this indicator. While multiple affiliations can be legitimate, the university's controlled rate demonstrates a clear and transparent system for assigning institutional credit, reinforcing the integrity of its collaborative footprint.

Rate of Retracted Output

With a Z-score of -0.193, below the national average of -0.126, the institution demonstrates a prudent profile regarding retracted publications. This favorable comparison suggests that the university's quality control and supervision mechanisms are more rigorous than the national standard. Retractions can be complex, but a low rate like this points toward a healthy research culture where pre-publication review processes are effective, minimizing the incidence of systemic errors or potential malpractice and upholding the reliability of its scientific record.

Rate of Institutional Self-Citation

The institution's Z-score for self-citation is -0.768, a figure significantly lower than the national average of -0.566. This demonstrates a prudent profile, indicating that the university manages its citation practices with greater rigor than its national peers. A certain level of self-citation is natural, but the university's low rate confirms its research is well-integrated into the global scientific community and avoids the 'echo chambers' that can arise from excessive internal validation. This reflects a culture of external engagement and ensures the institution's impact is driven by broad academic recognition, not endogamous dynamics.

Rate of Output in Discontinued Journals

The University of Denver exhibits a Z-score of -0.489, which is even lower than the already low national average of -0.415. This represents a state of total operational silence in a high-risk area. The complete absence of signals, even when compared to a low-risk national environment, indicates an exemplary due diligence process for selecting publication venues. This proactive stance effectively shields the institution from the severe reputational damage associated with predatory or low-quality journals, demonstrating a strong commitment to channeling its research through credible and ethically sound outlets.

Rate of Hyper-Authored Output

With a Z-score of -0.505, the institution stands in stark contrast to the national average of 0.594. This demonstrates significant institutional resilience, as the university's control mechanisms appear to successfully mitigate a systemic risk prevalent at the national level. While extensive author lists are normal in "Big Science," a low rate outside of these fields, as seen here, indicates that the university effectively discourages practices like author list inflation or honorary authorship. This fosters a culture of meaningful contribution and clear accountability in its collaborative research.

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

The institution's Z-score of -0.087, compared to the national average of 0.284, highlights its institutional resilience in building sustainable research capacity. While many institutions show a gap where their overall impact depends on external leadership, the university's low score indicates that its scientific prestige is structural and internally driven. This suggests that its excellence metrics are the result of genuine internal capacity and intellectual leadership, rather than a dependency on strategic positioning in collaborations, ensuring long-term research autonomy and sustainability.

Rate of Hyperprolific Authors

The University of Denver has a Z-score of -1.337, markedly lower than the national average of -0.275. This reflects a low-profile consistency, where the complete absence of risk signals aligns with and improves upon the national standard. Extreme individual publication volumes can challenge the credibility of authorship and signal an imbalance between quantity and quality. The university's very low score indicates a healthy research environment that prioritizes meaningful intellectual contribution over sheer volume, effectively preventing risks such as coercive or honorary authorship.

Rate of Output in Institutional Journals

The institution's Z-score of 0.098 presents a monitoring alert, as it is an unusual risk level when compared to the national standard of -0.220. This significant divergence requires a review of its causes. While in-house journals can be valuable, an over-reliance on them raises potential conflicts of interest and risks academic endogamy by bypassing independent external peer review. This practice may limit the global visibility and validation of the university's research, and it warrants an internal assessment to ensure that institutional publication channels are not used as 'fast tracks' at the expense of rigorous, competitive validation.

Rate of Redundant Output

The institution's Z-score of -0.056, set against a national average of 0.027, is a clear sign of institutional resilience. The university's control mechanisms appear to effectively mitigate the risk of data fragmentation, a vulnerability more common in the national system. A high rate of bibliographic overlap often points to 'salami slicing'—the practice of dividing studies into minimal units to inflate publication counts. The university's low score indicates a commitment to publishing complete, significant work, thereby strengthening the scientific record and respecting the academic review system.

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