Sirjan University of Technology

Region/Country

Middle East
Iran
Universities and research institutions

Overall

-0.375

Integrity Risk

very low

Indicators relating to the period 2020-2024

Indicator University Z-score Average country Z-score
Multi-affiliation
-1.587 -0.615
Retracted Output
-0.447 0.777
Institutional Self-Citation
0.574 -0.262
Discontinued Journals Output
0.353 0.094
Hyperauthored Output
-1.401 -0.952
Leadership Impact Gap
0.167 0.445
Hyperprolific Authors
-1.413 -0.247
Institutional Journal Output
-0.268 1.432
Redundant Output
0.960 -0.390
0 represents the global average
AI-generated summary report

EXECUTIVE SUMMARY AND STRATEGIC VISION

Sirjan University of Technology presents a strong overall integrity profile (Overall Score: -0.375), characterized by exceptional performance in key areas of research governance, which contrasts with specific, moderate vulnerabilities that require strategic attention. The institution demonstrates robust control over authorship practices, publication quality, and affiliation transparency, with very low risk signals in Hyper-Authored Output, Hyperprolific Authors, Multiple Affiliations, Retracted Output, and Output in Institutional Journals. However, areas of moderate concern emerge in Institutional Self-Citation, Redundant Output, and publication in Discontinued Journals, suggesting a need to reinforce external validation and due diligence. These findings are particularly relevant given the institution's thematic strengths, as evidenced by its SCImago Institutions Rankings data in Engineering (ranked 81st in Iran) and Mathematics (ranked 65th in Iran). While the institutional mission was not available for this analysis, the identified risks—particularly those related to potential 'echo chambers' and fragmented publications—could challenge any commitment to genuine scientific excellence and global impact. By addressing these moderate risks proactively, the university can build upon its solid foundation of integrity to fully align its operational practices with its strategic academic ambitions.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution's Z-score of -1.587 is well below the national average of -0.615, indicating an exemplary and transparent approach to author affiliations. This demonstrates a clear alignment with national standards for good practice, effectively avoiding any signals of risk. While multiple affiliations can be a legitimate result of collaboration, disproportionately high rates can signal strategic attempts to inflate institutional credit. The university's very low rate confirms that its affiliations are a reflection of genuine scientific partnership rather than "affiliation shopping," reinforcing its commitment to clear and honest academic credit attribution.

Rate of Retracted Output

With a Z-score of -0.447, the institution demonstrates remarkable resilience against the risk of retractions, particularly when contrasted with the medium-risk national average of 0.777. This suggests the presence of effective internal quality control mechanisms that are not as prevalent across the country. A high rate of retractions can alert to a systemic vulnerability in an institution's integrity culture, indicating recurring malpractice or a lack of methodological rigor. Sirjan University of Technology's very low score indicates that its pre-publication review processes are robust, successfully preventing the types of errors or misconduct that lead to retractions and safeguarding its scientific reputation.

Rate of Institutional Self-Citation

The institution's Z-score of 0.574 for institutional self-citation marks a point of divergence from the low-risk national average of -0.262. This moderate deviation suggests the university is more sensitive to this risk factor than its national peers, warranting a review of citation practices. While some self-citation reflects the continuity of research lines, disproportionately high rates can signal concerning scientific isolation or 'echo chambers' where work is validated internally without sufficient external scrutiny. This indicator warns of a potential for endogamous impact inflation, suggesting that the institution's academic influence may be at risk of being oversized by internal dynamics rather than recognition from the global community.

Rate of Output in Discontinued Journals

The institution's Z-score of 0.353, while within the medium-risk category like the national average of 0.094, indicates a higher exposure to this particular risk. This suggests that the university's researchers are more prone than their national counterparts to publishing in questionable outlets. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels, as it indicates that production may be channeled through media that do not meet international ethical or quality standards. This exposes the institution to severe reputational risks and points to an urgent need for enhanced information literacy to avoid wasting resources on 'predatory' or low-quality practices.

Rate of Hyper-Authored Output

The institution shows an exceptionally low Z-score of -1.401 for hyper-authored output, significantly below the already low national average of -0.952. This result reflects a commendable adherence to transparent and accountable authorship standards. In fields outside of 'Big Science,' extensive author lists can indicate inflation or the inclusion of 'honorary' authors, which dilutes individual responsibility. The university's very low score demonstrates that its authorship practices are well-calibrated, effectively distinguishing between necessary collaboration and practices that could obscure meaningful contributions, thereby upholding the integrity of its research credits.

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

With a Z-score of 0.167, the institution demonstrates a more controlled approach to managing its impact profile compared to the national average of 0.445. Although a gap exists, indicating some reliance on external collaboration for impact, the university moderates this risk more effectively than is common in the country. A very wide positive gap can signal a sustainability risk, where prestige is dependent and exogenous rather than a result of internal capacity. The institution's lower score suggests a healthier balance, reflecting a developing but more robust internal capacity for intellectual leadership in its research endeavors.

Rate of Hyperprolific Authors

The institution's Z-score of -1.413 is exceptionally low, positioning it favorably against the national average of -0.247 and indicating a healthy research environment. This absence of risk signals aligns perfectly with national standards for responsible conduct. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to risks such as coercive authorship or the assignment of authorship without real participation. The university's score suggests a culture that prioritizes the quality and integrity of the scientific record over the sheer quantity of publications, fostering a sustainable and credible research output.

Rate of Output in Institutional Journals

The institution exhibits a very strong integrity profile in this area, with a Z-score of -0.268 that contrasts sharply with the medium-risk national average of 1.432. This indicates a clear strategic choice to avoid the risks of academic endogamy that are more prevalent in its environment. Excessive dependence on in-house journals can create conflicts of interest and allow production to bypass independent external peer review. By favoring external dissemination channels, the university ensures its research is validated against global standards, enhances its international visibility, and avoids using internal journals as potential 'fast tracks' for inflating publication records.

Rate of Redundant Output

The institution's Z-score of 0.960 presents a notable area for improvement, as it indicates a moderate risk level that deviates significantly from the low-risk national average of -0.390. This suggests a greater sensitivity to practices that fragment research findings. Massive bibliographic overlap between publications often indicates 'salami slicing,' where a study is divided into minimal units to artificially inflate productivity. This practice not only distorts the scientific evidence available to the community but also overburdens the peer-review system. This signal warrants a review of publication strategies to ensure that the focus remains on presenting 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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