| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.349 | -0.615 |
|
Retracted Output
|
0.173 | 0.777 |
|
Institutional Self-Citation
|
0.690 | -0.262 |
|
Discontinued Journals Output
|
-0.050 | 0.094 |
|
Hyperauthored Output
|
-1.254 | -0.952 |
|
Leadership Impact Gap
|
-1.014 | 0.445 |
|
Hyperprolific Authors
|
-0.915 | -0.247 |
|
Institutional Journal Output
|
-0.268 | 1.432 |
|
Redundant Output
|
0.871 | -0.390 |
Arak University presents a robust and well-governed scientific profile, reflected in an overall integrity score of -0.247. This performance indicates a general alignment with global best practices, characterized by significant strengths in operational integrity. The institution demonstrates exceptional control in areas such as the Rate of Multiple Affiliations, Hyper-Authored Output, and the Gap in Impact with Leadership, all of which register as very low risk. These results point to a culture of clear accountability and sustainable, internally-driven research excellence. However, areas requiring strategic attention include a medium risk level in the Rate of Retracted Output, Institutional Self-Citation, and Redundant Output, which suggest opportunities to enhance quality control and external validation mechanisms. These observations are particularly relevant given the university's strong thematic positioning, with notable national rankings in Business, Management and Accounting (35th), Chemistry (43rd), Pharmacology, Toxicology and Pharmaceutics (46th), and Agricultural and Biological Sciences (48th), according to SCImago Institutions Rankings data. While the institution's specific mission was not available for this analysis, any commitment to "excellence" and "social responsibility" is best served by addressing these integrity vulnerabilities. Practices that could be perceived as inflating impact or productivity metrics, even if unintentional, can undermine the credibility of its otherwise outstanding research. A proactive focus on reinforcing peer review and publication ethics will ensure that the university's recognized thematic strengths are built upon a foundation of unimpeachable scientific integrity, solidifying its leadership position.
The institution exhibits a very low-risk profile with a Z-score of -1.349, which is notably more controlled than the national low-risk average of -0.615. This demonstrates a low-profile consistency, where the absence of risk signals aligns with, and even improves upon, the national standard. This indicates that the university's affiliation practices are transparent and well-managed. While multiple affiliations can be a legitimate outcome of collaboration, the university's low rate suggests that it effectively avoids strategic practices aimed at artificially inflating institutional credit or "affiliation shopping," reinforcing a culture of clear and honest academic attribution.
With a Z-score of 0.173, the institution's rate of retractions is at a medium-risk level, yet it demonstrates differentiated management by remaining significantly below the national average of 0.777. This suggests the university is successfully moderating a risk that appears more common at the national level. Retractions are complex events, and a rate higher than the global average can alert to a vulnerability in an institution's integrity culture. In this context, the university's ability to keep this indicator below the country's trend points to relatively effective quality control mechanisms, though the medium-risk signal still warrants a qualitative review to ensure that pre-publication methodological rigor is consistently upheld.
The university's Z-score for this indicator is 0.690, indicating a moderate deviation from the national average of -0.262. This suggests the institution shows a greater sensitivity to this risk factor compared to its national peers. A certain level of self-citation is natural, reflecting ongoing research lines. However, this disproportionately higher rate can signal concerning scientific isolation or 'echo chambers' where work is validated without sufficient external scrutiny. This value warns of the risk of endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than recognition from the global community.
Arak University shows a Z-score of -0.050, positioning it at a low-risk level and demonstrating institutional resilience against a trend more prevalent nationally, where the average is a medium-risk 0.094. This indicates that the university's control mechanisms appear to successfully mitigate the country's systemic risks in this area. A high proportion of publications in discontinued journals can be a critical alert regarding due diligence in selecting dissemination channels. The university's favorable score suggests its researchers are effectively avoiding media that fail to meet international ethical or quality standards, thereby protecting the institution from severe reputational risks associated with 'predatory' practices.
The institution's Z-score of -1.254 is in the very low-risk category, performing better than the national low-risk average of -0.952. This result shows low-profile consistency, as the complete absence of risk signals is in harmony with the national standard. Outside of "Big Science" contexts, high rates of hyper-authorship can indicate author list inflation, which dilutes individual accountability. The university's very low score confirms that its authorship practices are transparent and appropriately scaled, effectively distinguishing between necessary collaboration and questionable 'honorary' authorship.
The university demonstrates an outstandingly strong profile in this indicator with a Z-score of -1.014, signifying a state of preventive isolation from the risk dynamics observed in its environment, where the national average is 0.445. A wide positive gap can signal that an institution's prestige is dependent on external partners rather than its own structural capacity. Arak University's negative score indicates the opposite: its scientific prestige is the result of genuine internal capabilities and intellectual leadership. This reflects a sustainable and self-reliant research model where the institution is a driver, not just a participant, in high-impact collaborations.
With a Z-score of -0.915, the institution maintains a very low-risk profile, comfortably below the national average of -0.247. This signals low-profile consistency, where the university's governance aligns with and surpasses the national standard for controlling this risk. 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 university's very low score indicates a healthy balance, suggesting that productivity is not pursued at the expense of the scientific record's integrity.
Arak University's Z-score of -0.268 places it in the very low-risk category, showcasing a clear preventive isolation from the medium-risk trend seen at the national level (1.432). This indicates the institution does not replicate the risk dynamics observed in its environment. While in-house journals can be valuable, excessive dependence on them raises conflict-of-interest concerns and risks academic endogamy by bypassing independent external peer review. The university's minimal reliance on its own journals demonstrates a commitment to global visibility and competitive validation, avoiding the use of internal channels as 'fast tracks' to inflate publication counts.
The institution's Z-score of 0.871 reflects a moderate deviation from the national average of -0.390, indicating a greater sensitivity to this risk factor than its peers. This suggests a tendency towards data fragmentation or 'salami slicing' that is not representative of the broader national context. This practice, where a single study is divided into minimal publishable units to inflate productivity, can distort the scientific evidence and overburden the review system. The medium-risk value serves as an alert to review publication strategies and promote research that prioritizes significant new knowledge over sheer volume.