Fordham University

Region/Country

Northern America
United States
Universities and research institutions

Overall

-0.362

Integrity Risk

very low

Indicators relating to the period 2020-2024

Indicator University Z-score Average country Z-score
Multi-affiliation
-0.631 -0.514
Retracted Output
-0.099 -0.126
Institutional Self-Citation
-0.891 -0.566
Discontinued Journals Output
-0.435 -0.415
Hyperauthored Output
-0.885 0.594
Leadership Impact Gap
0.553 0.284
Hyperprolific Authors
-1.045 -0.275
Institutional Journal Output
-0.268 -0.220
Redundant Output
0.205 0.027
0 represents the global average
AI-generated summary report

EXECUTIVE SUMMARY AND STRATEGIC VISION

Fordham University demonstrates a robust profile in scientific integrity, with an overall risk score of -0.362 that indicates a performance significantly better than the global average. The institution's primary strengths lie in its exceptionally low rates of institutional self-citation, publication in discontinued journals, and hyperprolific authorship, reflecting a culture of external validation and responsible research conduct. Areas requiring strategic attention are the medium-risk signals observed in the impact dependency gap and the rate of redundant output. These findings are contextualized by the University's strong academic positioning, with SCImago Institutions Rankings data highlighting its leadership in fields such as Engineering, Mathematics, Computer Science, and Psychology. This commitment to sound research practices directly supports its mission to transmit learning of the "highest quality" and foster "intellectual, moral and religious development." However, the identified risks, particularly those related to impact dependency and data fragmentation, could challenge the goal of preparing students for "leadership in a global society" by creating a perception of reliant rather than self-sufficient excellence. A proactive focus on mitigating these specific vulnerabilities will further solidify the University's reputation for academic integrity and leadership.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

Fordham University's Z-score is -0.631, compared to the national average of -0.514. This prudent profile suggests that the institution manages its collaborative processes with more rigor than the national standard. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the University's lower rate indicates a well-governed approach that effectively avoids strategic attempts to inflate institutional credit or engage in “affiliation shopping,” thereby ensuring that affiliations reflect genuine scientific collaboration.

Rate of Retracted Output

The institution's rate of retractions shows statistical normality, with a Z-score of -0.099 that is closely aligned with the national average of -0.126. This indicates that the risk level is as expected for its context and size. Retractions are complex events, and some signify responsible supervision through the honest correction of errors. The University's score suggests that its quality control mechanisms prior to publication are functioning within expected parameters, without evidence of the systemic failures that a significantly higher rate would imply.

Rate of Institutional Self-Citation

With a Z-score of -0.891, the University operates with low-profile consistency in an environment where the national average already shows low risk (-0.566). This absence of risk signals aligns with and improves upon the national standard. A certain level of self-citation is natural, but the institution's exceptionally low rate demonstrates a strong commitment to external validation and integration within the global scientific community, effectively avoiding the creation of 'echo chambers' or the endogamous inflation of its academic impact.

Rate of Output in Discontinued Journals

Fordham University exhibits integrity synchrony with its national environment, showing a Z-score of -0.435 that is in total alignment with the country's very low-risk average of -0.415. This reflects a shared commitment to maximum scientific security in the selection of publication venues. The data confirms that the institution's researchers are performing excellent due diligence in selecting dissemination channels, avoiding the reputational risks and wasted resources associated with 'predatory' or low-quality journals that do not meet international ethical standards.

Rate of Hyper-Authored Output

The University demonstrates institutional resilience, with a low-risk Z-score of -0.885 in a national context that shows a medium-risk tendency (0.594). This suggests that the institution's internal control mechanisms effectively mitigate systemic risks prevalent in the country. While extensive author lists are legitimate in 'Big Science,' the University's score indicates that it successfully distinguishes between necessary massive collaboration and practices like 'honorary' authorship, thereby upholding individual accountability and transparency in its research output.

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

The institution shows a high exposure to this risk, with a Z-score of 0.553 that is more pronounced than the national average of 0.284. This indicates a greater tendency to show alert signals in this area compared to its environment. A very wide positive gap—where global impact is high but the impact of research led by the institution itself is low—signals a sustainability risk. The current value suggests that the University's scientific prestige may be more dependent on external collaborations than on its own structural capacity, inviting a strategic reflection on how to bolster the impact of research where it exercises direct intellectual leadership.

Rate of Hyperprolific Authors

With an exceptionally low Z-score of -1.045, the University shows low-profile consistency against a national backdrop that already has a low risk level (-0.275). This absence of risk signals is fully aligned with the national standard. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution. The institution's very low score in this area is a strong positive indicator of a healthy balance between quantity and quality, steering clear of risks such as coercive authorship or the assignment of credit without real participation.

Rate of Output in Institutional Journals

Fordham University demonstrates integrity synchrony with the national environment, with a Z-score of -0.268 that reflects total alignment with the country's secure average of -0.220. This indicates a shared standard of maximum scientific security regarding publication channels. In-house journals can raise conflicts of interest, but the University's negligible rate of publication in such venues confirms its commitment to independent external peer review, ensuring its scientific production is validated through standard competitive processes and achieves global visibility.

Rate of Redundant Output

With a Z-score of 0.205, significantly higher than the national average of 0.027, the institution demonstrates high exposure to this risk factor. This suggests it is more prone to showing alert signals than its peers. Citing previous work is a necessary part of cumulative science, but a high value alerts to the potential practice of dividing a coherent study into minimal publishable units to artificially inflate productivity, a practice known as 'salami slicing.' This dynamic can distort the scientific evidence base and warrants a review to ensure that the institutional focus remains on generating significant new knowledge rather than maximizing publication volume.

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