University of St. Thomas

Region/Country

Northern America
United States
Universities and research institutions

Overall

-0.462

Integrity Risk

very low

Indicators relating to the period 2020-2024

Indicator University Z-score Average country Z-score
Multi-affiliation
-1.335 -0.514
Retracted Output
-0.108 -0.126
Institutional Self-Citation
-1.210 -0.566
Discontinued Journals Output
-0.402 -0.415
Hyperauthored Output
-0.911 0.594
Leadership Impact Gap
0.559 0.284
Hyperprolific Authors
-0.751 -0.275
Institutional Journal Output
-0.268 -0.220
Redundant Output
-0.704 0.027
0 represents the global average
AI-generated summary report

EXECUTIVE SUMMARY AND STRATEGIC VISION

The University of St. Thomas demonstrates a robust and commendable scientific integrity profile, with an overall risk score of -0.462 that significantly outperforms many of its peers. The institution exhibits exceptional strength in areas of operational transparency and ethical practice, showing very low risk in Rate of Multiple Affiliations, Rate of Institutional Self-Citation, Rate of Output in Discontinued Journals, and Rate of Redundant Output. The only notable area for strategic review is a medium-risk signal in the gap between its total research impact and the impact of work where it holds intellectual leadership. According to SCImago Institutions Rankings data, the university's strongest thematic areas include Business, Management and Accounting, Economics, Econometrics and Finance, and Arts and Humanities. This strong integrity posture directly supports the university's mission to cultivate "morally responsible leaders who think critically, act wisely, and work skillfully," as ethical research conduct is the foundation of wise and skillful work. The identified dependency on external leadership for impact, however, could challenge the long-term fulfillment of this mission, suggesting a need to bolster internal research capacity. Overall, the results are overwhelmingly positive, and the institution is well-positioned to leverage its high-integrity culture as a cornerstone of its academic excellence and contribution to the common good.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution presents a Z-score of -1.335, a value indicating a very low incidence of this risk, which is even more controlled than the national average of -0.514. This result demonstrates a clear and consistent approach to institutional credit attribution that aligns with the low-risk national standard. While multiple affiliations can be legitimate, the university's exceptionally low rate suggests that its researchers' affiliations are declared with precision, effectively preventing any strategic inflation of institutional credit or "affiliation shopping" and ensuring transparency in its collaborative network.

Rate of Retracted Output

With a Z-score of -0.108, the institution's rate of retractions is statistically normal and virtually identical to the United States average of -0.126. This alignment suggests that the university's post-publication quality control and error correction mechanisms operate at a level expected for its context. Retractions are complex events, and the current low rate does not indicate any systemic failure in pre-publication oversight. Instead, it reflects a standard and responsible engagement with the scientific record, where corrections are made as needed without suggesting a broader vulnerability in the institutional integrity culture.

Rate of Institutional Self-Citation

The institution's Z-score of -1.210 is exceptionally low, positioning it well below the already low national average of -0.566. This demonstrates a healthy pattern of external validation and integration within the global scientific community. A certain level of self-citation is natural, but the university's minimal reliance on it is a strong indicator that it avoids scientific isolation or "echo chambers." This result confirms that the institution's academic influence is driven by broad recognition from the international community rather than being inflated by internal, endogamous citation dynamics.

Rate of Output in Discontinued Journals

The institution shows total alignment with its national environment, with a Z-score of -0.402 that is nearly identical to the country's score of -0.415. This synchrony reflects a shared environment of maximum scientific security, where there is a strong and consistent practice of selecting reputable publication channels. This indicator's very low value confirms that the institution exercises excellent due diligence, effectively avoiding predatory or low-quality journals and thereby safeguarding its research investment and institutional reputation from the risks associated with substandard dissemination media.

Rate of Hyper-Authored Output

The institution demonstrates significant resilience against national trends, with a low-risk Z-score of -0.911 in contrast to the medium-risk national average of 0.594. This suggests that the university's internal control mechanisms and authorship policies are effectively mitigating a systemic risk present in its environment. While extensive author lists are legitimate in "Big Science," the institution's low rate in other fields indicates a culture that values transparency and individual accountability, successfully filtering out practices like "honorary" or political authorship that can dilute responsibility.

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

The institution shows a high level of exposure in this area, with a Z-score of 0.559 that is notably higher than the national average of 0.284, even though both are in the medium-risk category. This disparity suggests the institution is more prone than its peers to a dependency on external partners for achieving high-impact research. A wide positive gap signals a potential sustainability risk, where scientific prestige may be more exogenous than structural. This finding invites a strategic reflection on whether the institution's excellence metrics stem from its own internal capacity or from its positioning in collaborations where it does not exercise primary intellectual leadership.

Rate of Hyperprolific Authors

The institution maintains a prudent profile with a Z-score of -0.751, indicating a much more rigorous management of author productivity than the national standard of -0.275. This low rate is a positive signal of a healthy balance between research quantity and quality. It suggests the university's culture discourages practices that prioritize metrics over the integrity of the scientific record, such as coercive authorship or assigning credit without meaningful intellectual contribution, thereby upholding the value of substantive research over sheer volume.

Rate of Output in Institutional Journals

With a Z-score of -0.268, the institution is in close alignment with the national average of -0.220, reflecting a shared commitment to publishing in external, independent venues. This integrity synchrony demonstrates a strong preference for bypassing potential conflicts of interest where the institution would act as both judge and party. By avoiding excessive dependence on in-house journals, the university ensures its research undergoes standard competitive validation and avoids the risk of academic endogamy, thereby maximizing its global visibility and credibility.

Rate of Redundant Output

The institution achieves a state of preventive isolation from national trends, with a very low-risk Z-score of -0.704, in stark contrast to the medium-risk dynamic observed across the country (0.027). This indicates that the university does not replicate the risk of data fragmentation seen elsewhere. This strong performance highlights a commitment to publishing complete and significant studies, actively avoiding the practice of "salami slicing" to artificially inflate productivity. This approach respects the scientific record and the peer-review system by prioritizing the generation of substantial new knowledge over volume.

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