| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.027 | -0.514 |
|
Retracted Output
|
-0.137 | -0.126 |
|
Institutional Self-Citation
|
-0.949 | -0.566 |
|
Discontinued Journals Output
|
-0.545 | -0.415 |
|
Hyperauthored Output
|
-0.182 | 0.594 |
|
Leadership Impact Gap
|
1.033 | 0.284 |
|
Hyperprolific Authors
|
-1.413 | -0.275 |
|
Institutional Journal Output
|
-0.268 | -0.220 |
|
Redundant Output
|
-1.186 | 0.027 |
Bowdoin College demonstrates an exceptionally strong profile of scientific integrity, with an overall risk score of -0.485 that reflects robust governance and a culture of responsible research. The institution's performance is characterized by a near-total absence of risk signals across multiple key indicators, including the Rate of Redundant Output, Rate of Hyperprolific Authors, and Rate of Institutional Self-Citation, where it significantly outperforms national benchmarks. This foundation of integrity supports its notable academic strengths, as evidenced by its SCImago Institutions Rankings in core liberal arts fields such as Arts and Humanities, Economics, Econometrics and Finance, and Social Sciences. This commitment to quality aligns directly with its mission to foster "intense full-time education" and "creative faculties," as sound research practices are integral to academic excellence. The primary area for strategic development is the notable gap between the impact of its total output and that of research where it holds a leadership role, suggesting an opportunity to enhance the "leadership abilities" of its faculty and students in research endeavors. By focusing on cultivating greater intellectual leadership in collaborative projects, Bowdoin College can build upon its outstanding integrity framework to ensure its research prestige is as sustainable and self-directed as its educational mission.
The institution exhibits a Z-score of -1.027, significantly lower than the national average of -0.514. This result indicates a very low-risk profile that is even more conservative than the national standard. The absence of signals related to disproportionately high rates of multiple affiliations suggests that institutional credit is being managed with clarity and transparency, reinforcing a culture free from practices like “affiliation shopping” aimed at artificially inflating institutional prestige.
With a Z-score of -0.137, the institution's performance is statistically normal and in close alignment with the United States average of -0.126. This low and expected risk level suggests that the existing quality control and supervision mechanisms are functioning effectively. The institution's rate does not indicate any systemic vulnerability or recurring malpractice that would suggest a failure in its integrity culture, reflecting a healthy and stable research environment.
The institution's Z-score of -0.949 is markedly lower than the national average of -0.566, demonstrating an exemplary commitment to external validation. This very low rate of institutional self-citation indicates that the College's research is not confined to an 'echo chamber' but is actively engaged with and recognized by the global scientific community. This performance mitigates any risk of endogamous impact inflation, confirming that its academic influence is earned through broad external scrutiny rather than internal dynamics.
The institution maintains a Z-score of -0.545, reflecting a total operational silence on this indicator and performing even better than the already low national average of -0.415. This complete absence of risk signals points to exceptional due diligence in the selection of dissemination channels. It confirms that the institution's research output is not being exposed to reputational risks associated with 'predatory' or low-quality journals, ensuring that resources are invested in credible and impactful scientific communication.
With a Z-score of -0.182, the institution demonstrates institutional resilience, maintaining a low-risk profile in an area where the national context shows a medium-risk level (Z-score: 0.594). This suggests that the College's control mechanisms effectively mitigate the systemic trend toward author list inflation seen elsewhere. The data indicates a healthy approach to authorship, where transparency and individual accountability are preserved, successfully distinguishing legitimate collaboration from questionable 'honorary' authorship practices.
The institution presents a Z-score of 1.033, a medium-risk signal that indicates high exposure and is notably more pronounced than the national average of 0.284. This wide positive gap suggests that while the institution participates in high-impact research, its scientific prestige may be dependent and exogenous. This value serves as a strategic alert, inviting reflection on whether its excellence metrics stem from genuine internal capacity or from strategic positioning in collaborations where the institution does not exercise primary intellectual leadership, posing a potential risk to long-term research sustainability.
The institution's Z-score of -1.413 is exceptionally low, positioning it far below the national average of -0.275. This near-absence of risk signals is a strong indicator of a research environment that prioritizes quality and meaningful intellectual contribution over sheer volume. The data suggests that the institution is effectively avoiding the pressures that can lead to imbalances, such as coercive authorship or assigning credit without real participation, thereby upholding the integrity of its scientific record.
With a Z-score of -0.268, the institution demonstrates integrity synchrony, showing total alignment with the secure national environment (Z-score: -0.220). This very low rate indicates a healthy reliance on external, independent peer review and a minimal risk of academic endogamy. By avoiding excessive dependence on in-house journals, the institution ensures its scientific production undergoes standard competitive validation, which enhances its global visibility and avoids potential conflicts of interest where it might act as both judge and party.
The institution's Z-score of -1.186 signifies a state of preventive isolation from a risk that is present at a medium level in the national system (Z-score: 0.027). This outstanding result shows that the College does not replicate the national trend toward data fragmentation. The near-total absence of this practice indicates a culture that values significant, coherent studies over the artificial inflation of productivity, thereby strengthening the scientific record and respecting the academic review system.