Claremont McKenna College

Region/Country

Northern America
United States
Universities and research institutions

Overall

-0.543

Integrity Risk

very low

Indicators relating to the period 2020-2024

Indicator University Z-score Average country Z-score
Multi-affiliation
-0.387 -0.514
Retracted Output
-0.108 -0.126
Institutional Self-Citation
-0.745 -0.566
Discontinued Journals Output
-0.545 -0.415
Hyperauthored Output
-1.162 0.594
Leadership Impact Gap
-1.576 0.284
Hyperprolific Authors
-1.413 -0.275
Institutional Journal Output
-0.268 -0.220
Redundant Output
-0.411 0.027
0 represents the global average
AI-generated summary report

EXECUTIVE SUMMARY AND STRATEGIC VISION

Claremont McKenna College demonstrates an exceptional profile in scientific integrity, with an overall risk score of -0.543 that indicates robust and responsible research practices. The institution's performance is characterized by a near-total absence of risk signals in critical areas such as hyper-authorship, impact dependency, and publication in questionable journals, positioning it as a leader in ethical conduct. While minor vulnerabilities are noted in the rates of multiple affiliations and retracted output, these remain at low levels and do not detract from the overall picture of excellence. According to SCImago Institutions Rankings data, the College's academic strengths are most prominent in Arts and Humanities, Psychology, and Economics, Econometrics and Finance. This strong integrity profile directly supports the College's mission to cultivate "responsible leadership" and "intellectual vitality." By maintaining a research environment free from distorting practices, the institution ensures that its contributions to public policy and professional fields are built on a foundation of trust and genuine scholarly achievement, fully aligning its operational conduct with its stated values. The College is advised to continue fostering this culture of integrity while implementing light monitoring on the few areas showing incipient signals.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution presents a Z-score of -0.387, a low value that is slightly higher than the national average of -0.514. This minimal difference suggests an incipient vulnerability, indicating that while the overall risk is low, the College shows signals that warrant review before they escalate. Multiple affiliations are often a legitimate result of researcher mobility or partnerships; however, this slight elevation compared to the national baseline serves as a reminder to ensure that all affiliations are substantive and not strategic attempts to inflate institutional credit through practices like “affiliation shopping.”

Rate of Retracted Output

With a Z-score of -0.108, the institution's rate of retractions is low but slightly exceeds the national average of -0.126. This finding points to an incipient vulnerability, where the College shows minor signals that are not prevalent across the country. Retractions can be complex, sometimes reflecting responsible error correction. However, a rate that is even marginally higher than the norm suggests that pre-publication quality control mechanisms, while generally effective, may have specific points of weakness that could be reinforced to prevent any potential for systemic issues or recurring malpractice in the future.

Rate of Institutional Self-Citation

The institution demonstrates a prudent profile with a Z-score of -0.745, which is significantly lower than the national average of -0.566. This indicates that the College manages its citation practices with more rigor than the national standard. A certain level of self-citation is natural, but the institution's low rate is a positive sign that it avoids scientific isolation or 'echo chambers.' This performance suggests that the College's academic influence is validated by broad, external community recognition rather than being inflated by internal dynamics, reinforcing the global relevance of its research.

Rate of Output in Discontinued Journals

Claremont McKenna College exhibits total operational silence in this area, with a Z-score of -0.545 that is even lower than the country's very low average of -0.415. This absence of risk signals, below an already minimal national baseline, is a strong indicator of exceptional due diligence in selecting dissemination channels. It demonstrates that the institution's researchers are effectively avoiding media that fail to meet international ethical or quality standards, thereby protecting the College from severe reputational risks and ensuring resources are not wasted on 'predatory' or low-quality practices.

Rate of Hyper-Authored Output

The institution's Z-score of -1.162 signals a state of preventive isolation from a national environment where this indicator is a medium-level risk (Z-score: 0.594). The College does not replicate the risk dynamics observed in its environment, showing a clear commitment to meaningful authorship. While extensive author lists are legitimate in some 'Big Science' fields, the institution's very low score indicates a culture that effectively avoids author list inflation. This promotes individual accountability and transparency, distinguishing its collaborative work from practices involving 'honorary' or political authorship.

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

With a Z-score of -1.576, the institution shows preventive isolation from the national trend, where a medium-level risk is observed (Z-score: 0.284). This exceptionally low score indicates that the College does not replicate the dependency dynamics seen elsewhere in the country. A wide positive gap can signal that prestige is reliant on external partners, but this result confirms that the institution's scientific impact is structural and derives from its own intellectual leadership. This reflects a sustainable research model built on real internal capacity, not just strategic positioning in collaborations.

Rate of Hyperprolific Authors

The institution maintains low-profile consistency with a Z-score of -1.413, a very low value that aligns with and improves upon the low-risk national standard (-0.275). The absence of risk signals in this area is a testament to a healthy research culture. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to issues like coercive authorship. The College's excellent performance here suggests a well-calibrated balance between quantity and quality, prioritizing the integrity of the scientific record over the inflation of productivity metrics.

Rate of Output in Institutional Journals

The College demonstrates total operational silence with a Z-score of -0.268, performing even better than the country's very low-risk average of -0.220. This absence of risk signals, below the national baseline, highlights a strong commitment to independent, external peer review. While in-house journals can be valuable, an over-reliance on them can create conflicts of interest. The institution's negligible use of such channels prevents academic endogamy and ensures its scientific production is validated through standard competitive processes, maximizing its global visibility and credibility.

Rate of Redundant Output

The institution shows significant institutional resilience, with a low-risk Z-score of -0.411 in a national context that displays a medium-level risk (Z-score: 0.027). This suggests that the College's internal control mechanisms are effectively mitigating systemic risks present in the wider environment. Massive bibliographic overlap between publications can indicate 'salami slicing'—the practice of fragmenting a study to inflate productivity. The College's strong performance indicates a culture that values the publication of coherent, significant new knowledge over the artificial multiplication of outputs.

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