State University of New York at Binghamton

Region/Country

Northern America
United States
Universities and research institutions

Overall

-0.440

Integrity Risk

very low

Indicators relating to the period 2020-2024

Indicator University Z-score Average country Z-score
Multi-affiliation
-0.566 -0.514
Retracted Output
-0.277 -0.126
Institutional Self-Citation
-0.216 -0.566
Discontinued Journals Output
-0.422 -0.415
Hyperauthored Output
-0.637 0.594
Leadership Impact Gap
-0.599 0.284
Hyperprolific Authors
-1.275 -0.275
Institutional Journal Output
-0.268 -0.220
Redundant Output
0.220 0.027
0 represents the global average
AI-generated summary report

EXECUTIVE SUMMARY AND STRATEGIC VISION

State University of New York at Binghamton demonstrates a robust scientific integrity profile, reflected in an overall low-risk score of -0.440. The institution exhibits exceptional performance in mitigating risks associated with hyperprolific authorship, publication in discontinued journals, and reliance on institutional journals. Furthermore, it shows commendable resilience by maintaining low-risk levels for hyper-authored output and impact dependency, bucking medium-risk trends observed at the national level. The primary area for strategic attention is a moderate, yet elevated, risk of redundant publications (salami slicing). According to SCImago Institutions Rankings data, the university's strongest research areas include Energy, Chemistry, Computer Science, and Engineering. This profile largely aligns with its mission "to enriching the lives of people... through discovery and education." However, the identified tendency toward redundant output could, if unaddressed, subtly undermine the principle of genuine "discovery" by incentivizing volume over substantive contribution. To fully realize its vision as a premier public university, it is recommended that Binghamton University reinforces its publication ethics guidelines, particularly focusing on authorship and data fragmentation, to ensure its operational practices perfectly mirror its commitment to academic excellence and social responsibility.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution demonstrates a prudent and well-managed approach to academic collaboration, with a Z-score of -0.566, which is slightly more rigorous than the United States average of -0.514. This indicates that the university's processes are effectively managed with a higher degree of control than the national standard. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the institution's controlled rate suggests a low risk of strategic attempts to inflate institutional credit or engage in “affiliation shopping,” reflecting a healthy and transparent collaborative ecosystem.

Rate of Retracted Output

With a Z-score of -0.277, the institution shows a more favorable profile for retracted publications compared to the national average of -0.126. This suggests that its quality control mechanisms are more rigorous than the national standard. Retractions are complex events, and a low rate indicates that pre-publication review and supervision are likely functioning effectively. This performance minimizes the possibility of systemic failures or recurring malpractice, thereby protecting the institution's integrity culture and reinforcing the reliability of its scientific output.

Rate of Institutional Self-Citation

The institution's Z-score of -0.216, while in the low-risk range, is notably higher than the national average of -0.566, signaling an incipient vulnerability that warrants review. A certain level of self-citation is natural and reflects the continuity of established research lines. However, this divergence from the national trend suggests the institution may be approaching a threshold where its work is not receiving sufficient external scrutiny. This creates a potential risk of developing scientific 'echo chambers' that could lead to an endogamous inflation of impact, where academic influence is shaped more by internal dynamics than by recognition from the global community.

Rate of Output in Discontinued Journals

The institution exhibits impeccable due diligence in its choice of publication venues, with a Z-score of -0.422 that is in complete alignment with the secure national average of -0.415. This integrity synchrony reflects an environment of maximum scientific security. A high proportion of output in discontinued journals constitutes a critical alert for reputational risk and wasted resources on 'predatory' practices. The university's very low score confirms its researchers are effectively navigating the publishing landscape, channeling their work exclusively through media that meet international ethical and quality standards.

Rate of Hyper-Authored Output

Displaying notable institutional resilience, the university maintains a low-risk Z-score of -0.637, in stark contrast to the medium-risk national average of 0.594. This suggests that internal governance and control mechanisms are successfully mitigating a systemic risk that is more prevalent across the country. While extensive author lists are legitimate in 'Big Science,' a high rate outside these contexts can indicate author list inflation, which dilutes individual accountability. The institution's strong performance indicates a culture that effectively distinguishes between necessary massive collaboration and questionable 'honorary' authorship practices.

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

The institution demonstrates strong, self-sufficient research capabilities, with a Z-score of -0.599 indicating a minimal gap between its overall impact and the impact of work led by its own researchers. This performance is a clear positive outlier compared to the national trend (0.284), suggesting the university's scientific prestige is structural and not dependent on external partners. A wide positive gap can signal that excellence metrics result from strategic positioning in collaborations rather than from real internal capacity. Binghamton's profile, however, confirms that its scientific influence is sustainable and driven by its own intellectual leadership.

Rate of Hyperprolific Authors

With an exceptionally low Z-score of -1.275, far below the national average of -0.275, the institution shows a culture of low-profile consistency and an absence of risk signals in this area. This aligns perfectly with the national standard for a healthy research environment. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and often point to risks such as coercive authorship or the assignment of credit without real participation. The university's data confirms a strong institutional focus on quality over sheer quantity, thereby upholding the integrity of its scientific record.

Rate of Output in Institutional Journals

The institution's Z-score of -0.268 is in lockstep with the national average (-0.220), demonstrating total alignment with an environment that avoids academic endogamy. This synchrony indicates a shared commitment to external validation. While in-house journals can be valuable, excessive dependence on them raises conflicts of interest and may allow production to bypass independent peer review. The university's very low rate confirms its commitment to global visibility and standard competitive validation, ensuring its research is assessed through impartial, international channels.

Rate of Redundant Output (Salami Slicing)

This indicator highlights an area for attention, as the institution's Z-score of 0.220 is considerably higher than the national average of 0.027, placing it in a position of high exposure to this risk despite both values falling in the medium-risk tier. A high rate of redundant output, or 'salami slicing,' alerts to the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity metrics. This dynamic distorts the scientific evidence base and overburdens the review system, prioritizing volume over the generation of significant new knowledge. A review of publication guidelines and author mentorship is advisable to address this vulnerability.

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