| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.976 | -0.615 |
|
Retracted Output
|
0.427 | 0.777 |
|
Institutional Self-Citation
|
-0.164 | -0.262 |
|
Discontinued Journals Output
|
0.097 | 0.094 |
|
Hyperauthored Output
|
-1.347 | -0.952 |
|
Leadership Impact Gap
|
1.533 | 0.445 |
|
Hyperprolific Authors
|
-1.413 | -0.247 |
|
Institutional Journal Output
|
-0.268 | 1.432 |
|
Redundant Output
|
-1.186 | -0.390 |
Farhangian University presents a balanced integrity profile, with an overall score of -0.176 that indicates a commendable alignment with best practices, slightly outperforming the national context. The institution's primary strengths lie in its exceptional governance over authorship and affiliation practices, demonstrating very low risk in rates of multiple affiliations, hyper-authorship, hyperprolific authors, and redundant output. These results signal a robust internal culture of accountability and transparency. However, areas requiring strategic attention include a medium risk level in retracted output, publications in discontinued journals, and most notably, a significant gap between its overall research impact and the impact of work led by its own researchers. According to SCImago Institutions Rankings data, the university holds strong national positions in Arts and Humanities (rank 33), Psychology (rank 50), Social Sciences (rank 87), and Mathematics (rank 88). While a specific mission statement was not available for analysis, these thematic strengths must be protected. The identified risk of dependency on external leadership for impact could undermine the long-term sustainability of this excellence. To fully embody a mission of academic leadership and social responsibility, it is recommended that the university leverage its strong foundational integrity to develop strategies that bolster its capacity for independent, high-impact research, thereby ensuring its reputation is both structurally sound and self-sustaining.
The institution exhibits a Z-score of -0.976, which is well below the national average of -0.615. This result reflects a commendable absence of risk signals in an area where the country already shows a low-risk profile. The university's performance suggests a consistent and clear policy regarding researcher affiliations. While multiple affiliations can be a legitimate outcome of collaboration, disproportionately high rates can signal attempts to inflate institutional credit. The university's very low score indicates that its affiliations are managed with high integrity, avoiding any perception of strategic "affiliation shopping" and reinforcing a transparent academic identity.
With a Z-score of 0.427, the institution's rate of retractions is lower than the national average of 0.777, both of which fall within a medium-risk band. This suggests a differentiated management approach, where the university appears to moderate a risk that is more pronounced across the country. Retractions are complex events, and a rate significantly higher than the global average can alert to vulnerabilities in an institution's integrity culture. In this case, while the presence of retractions warrants attention, the university demonstrates more effective control over its pre-publication quality mechanisms than its national peers, mitigating the potential for systemic failures or recurring malpractice.
The university's Z-score for institutional self-citation is -0.164, slightly higher than the national average of -0.262, though both are within the low-risk category. This minor deviation points to an incipient vulnerability that warrants observation before it escalates. A certain level of self-citation is natural, reflecting the continuity of research lines. However, the university's slightly higher rate suggests a need to ensure its work is consistently validated by the broader scientific community. Monitoring this indicator will help prevent the formation of 'echo chambers' and ensure that the institution's academic influence is driven by global recognition rather than internal dynamics.
The institution's Z-score of 0.097 is nearly identical to the national average of 0.094, indicating that its performance reflects a systemic pattern shared at the national level. This alignment suggests that the medium-risk level observed is likely influenced by shared practices, information gaps, or regulatory environments within the country. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. The data indicates that a portion of the university's scientific output is channeled through media that may not meet international ethical or quality standards, exposing it to reputational risks and highlighting a need for improved information literacy to avoid predatory practices.
With a Z-score of -1.347, the institution demonstrates an exceptionally low rate of hyper-authored publications, significantly below the national average of -0.952. This signals a consistent and low-profile approach that aligns with, and even exceeds, the low-risk standard of the country. Outside of "Big Science" contexts where large author lists are normal, high rates can indicate author list inflation and dilute individual accountability. The university's very low score is a positive indicator of transparent and appropriate authorship practices, effectively distinguishing its collaborative work from potential 'honorary' or political authorship.
The institution shows a Z-score of 1.533 in this indicator, a value considerably higher than the national average of 0.445. This reveals a high exposure to this specific risk, suggesting the university is more prone to this dynamic than its national counterparts. A wide positive gap, where overall impact is high but the impact of institution-led research is low, signals a sustainability risk. The score suggests that the university's scientific prestige may be heavily dependent on collaborations where it does not exercise intellectual leadership. This invites a critical reflection on whether its excellence metrics stem from genuine internal capacity or from strategic positioning in partnerships, highlighting a need to strengthen its own research leadership to build a more autonomous and structural scientific reputation.
The university's Z-score of -1.413 is exceptionally low, placing it far below the national average of -0.247. This demonstrates a consistent, low-risk profile that is even more rigorous than the national standard. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to risks like coercive authorship or a focus on quantity over quality. The institution's excellent result in this area indicates a healthy balance in its research environment, effectively preventing practices that prioritize metrics over the integrity of the scientific record.
With a Z-score of -0.268, the institution shows a very low reliance on its own journals, a stark contrast to the medium-risk national average of 1.432. This represents a clear case of preventive isolation, where the university successfully avoids a risk dynamic prevalent in its environment. Excessive dependence on in-house journals can raise conflicts of interest and signal academic endogamy, bypassing independent peer review. The university's low score is a strong indicator of its commitment to external validation and global visibility, ensuring its scientific production is assessed through standard competitive channels rather than potentially biased internal 'fast tracks'.
The institution has a Z-score of -1.186 for redundant output, significantly lower than the national average of -0.390. This result demonstrates a consistent and low-risk profile that is well-aligned with national integrity standards, showing even greater control. Massive bibliographic overlap between publications can indicate 'salami slicing,' where studies are fragmented to artificially inflate productivity, distorting scientific evidence. The university's very low score in this indicator is a testament to its focus on producing substantive and significant new knowledge, prioritizing research impact over sheer volume.