Grand Valley State University

Region/Country

Northern America
United States
Universities and research institutions

Overall

-0.341

Integrity Risk

very low

Indicators relating to the period 2020-2024

Indicator University Z-score Average country Z-score
Multi-affiliation
-1.472 -0.514
Retracted Output
-0.137 -0.126
Institutional Self-Citation
-1.353 -0.566
Discontinued Journals Output
-0.367 -0.415
Hyperauthored Output
-0.722 0.594
Leadership Impact Gap
2.522 0.284
Hyperprolific Authors
-1.413 -0.275
Institutional Journal Output
0.836 -0.220
Redundant Output
-0.888 0.027
0 represents the global average
AI-generated summary report

EXECUTIVE SUMMARY AND STRATEGIC VISION

Grand Valley State University demonstrates a robust scientific integrity profile, reflected in an overall risk score of -0.341. The institution exhibits exceptional strengths in maintaining very low rates of Multiple Affiliations, Institutional Self-Citation, Hyperprolific Authorship, and Redundant Output, consistently outperforming national averages and indicating a strong culture of responsible research conduct. Key areas for strategic attention are a medium-risk signal in the Gap between its overall impact and the impact of research under its direct leadership, and an unusually high rate of publication in its own institutional journals compared to the national standard. According to SCImago Institutions Rankings data, the university's strongest thematic areas nationally include Business, Management and Accounting, Arts and Humanities, and Engineering. While the institution's specific mission was not provided for this analysis, the identified risks—particularly those suggesting a dependency on external partners for impact and a potential for academic endogamy—could challenge the universal academic goals of achieving self-sustaining research excellence and ensuring objective, global validation of its contributions. By addressing these two vulnerabilities, the university can further solidify its already commendable position and ensure its operational practices fully align with a commitment to unimpeachable scientific quality and social responsibility.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution presents a Z-score of -1.472, a signal of very low risk that is significantly stronger than the national average of -0.514. This result indicates a clear and consistent pattern of affiliation that aligns with the national standard for low-risk behavior. The absence of concerning signals suggests that the university's affiliations are transparent and well-managed. While multiple affiliations can be a legitimate outcome of collaboration, the institution's exceptionally low rate demonstrates that it is not exposed to the risks of strategic "affiliation shopping" or artificial inflation of institutional credit, reflecting a healthy and straightforward approach to academic partnerships.

Rate of Retracted Output

With a Z-score of -0.137, the institution's rate of retracted publications is statistically normal and virtually identical to the national average of -0.126. This alignment suggests that the frequency of retractions is what would be expected for an institution of its size and context, reflecting a standard and functional process of scientific self-correction. Retractions are complex events, and this level does not point to systemic failures in quality control. Instead, it indicates a healthy academic environment where unintentional errors can be addressed responsibly without suggesting a broader vulnerability in the institution's integrity culture.

Rate of Institutional Self-Citation

The institution's Z-score of -1.353 signifies a very low risk, positioning it well below the national average of -0.566. This demonstrates a commendable absence of risk signals related to insular citation practices, which is consistent with the low-risk national environment but shows an even higher degree of external engagement. A certain level of self-citation is natural, but the university's very low rate strongly indicates that its research is validated by the broader scientific community, not just within an internal "echo chamber." This result mitigates any concern about endogamous impact inflation and points to an academic influence rooted in global recognition rather than internal dynamics.

Rate of Output in Discontinued Journals

The institution's Z-score for this indicator is -0.367, which, while representing a very low risk, is slightly higher than the national average of -0.415. In an environment where this risk is almost nonexistent, this minimal signal can be interpreted as residual noise. It suggests that while the institution's practices are overwhelmingly safe, it is marginally more likely to show a trace of this behavior than its national peers. This does not constitute a significant alert but serves as a reminder of the importance of continuous due diligence in selecting reputable dissemination channels to avoid any potential reputational risk associated with low-quality or predatory publishers.

Rate of Hyper-Authored Output

With a Z-score of -0.722, the institution demonstrates a low-risk profile in a national context that shows a medium-risk tendency (Z-score of 0.594). This contrast highlights a significant institutional resilience, suggesting that internal control mechanisms are effectively mitigating a systemic risk prevalent in the country. While extensive author lists are legitimate in "Big Science," the university's low rate indicates it is successfully avoiding the trend of author list inflation outside of these contexts. This reflects a culture that values clear accountability and transparency in authorship, effectively filtering out practices that could dilute individual contributions.

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

The institution exhibits a Z-score of 2.522, a medium-risk signal that indicates high exposure to this vulnerability, especially when compared to the national average of 0.284. Although this pattern is present nationally, the university is significantly more prone to it. This wide positive gap suggests that while the institution's overall impact is notable, a substantial portion of this prestige may be dependent on collaborations where it does not hold intellectual leadership. This is a sustainability risk, as it implies that its high-impact reputation may be more exogenous than structural. The data invites a strategic reflection on building internal capacity to ensure that excellence metrics are a direct result of the institution's own research leadership.

Rate of Hyperprolific Authors

The institution's Z-score of -1.413 is in the very low-risk category, markedly better than the national low-risk average of -0.275. This excellent result shows a consistent and low-profile approach to author productivity that aligns with, and improves upon, the national standard. The data strongly suggests that the university fosters an environment where a healthy balance between quantity and quality is maintained. By avoiding the extreme publication volumes that can signal coercive authorship or a focus on metrics over scientific integrity, the institution demonstrates a commitment to meaningful intellectual contribution from its researchers.

Rate of Output in Institutional Journals

With a Z-score of 0.836, the institution presents a medium-risk level, creating a monitoring alert as this is an unusual signal within a national context where the risk is very low (Z-score of -0.220). This divergence requires a review of its causes. Publishing in in-house journals can be valuable, but an excessive dependence on them raises potential conflicts of interest and risks academic endogamy. This high value warns that a significant portion of research might be bypassing independent external peer review, potentially limiting its global visibility and using internal channels as "fast tracks" for publication without the validation of the broader scientific community.

Rate of Redundant Output (Salami Slicing)

The institution shows a Z-score of -0.888, indicating a very low risk of redundant publication. This represents a case of preventive isolation, as it successfully avoids a risk dynamic that is present at a medium level in the national environment (Z-score of 0.027). This strong performance suggests that the institution's research culture does not encourage the practice of fragmenting studies into "minimal publishable units" to artificially inflate productivity. By maintaining a focus on publishing significant new knowledge rather than prioritizing volume, the university upholds the integrity of the scientific record and avoids overburdening the peer-review system.

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