Dalian Jiaotong University

EXECUTIVE SUMMARY AND STRATEGIC VISION

Dalian Jiaotong University demonstrates a robust and commendable profile in scientific integrity, reflected in an overall risk score of -0.391. The institution exhibits exceptional control over key integrity indicators, particularly in preventing retractions, redundant publications, and academic endogamy, often surpassing the national benchmarks for China. This strong foundation of ethical research practices provides a secure platform for its academic achievements. According to SCImago Institutions Rankings data, the university's most prominent thematic areas include Mathematics, Earth and Planetary Sciences, Business, Management and Accounting, and Computer Science. While the institution's specific mission statement was not available for this analysis, the identified vulnerability—a medium-risk rate of publication in discontinued journals—presents a direct challenge to universal academic goals of excellence and social responsibility. This practice risks undermining the credibility of its strongest research fields by associating them with low-quality dissemination channels. To fully capitalize on its solid integrity framework, the university is advised to implement enhanced training and due diligence protocols for journal selection, ensuring its high-quality research is channeled through reputable venues that amplify its global impact and reputation.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution presents a Z-score of -0.261, which is notably lower than the national average of -0.062. This indicates a prudent and well-managed approach to academic collaborations. The university's profile suggests it maintains more rigorous oversight of affiliation practices than the national standard. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the institution’s controlled rate demonstrates an effective process for avoiding strategic attempts to inflate institutional credit or engage in “affiliation shopping,” thereby ensuring that its collaborative footprint is both authentic and transparent.

Rate of Retracted Output

With a Z-score of -0.503, the institution shows a near-zero risk of retracted publications, a figure significantly stronger than the country's already low-risk average of -0.050. This exceptional performance points to highly effective quality control mechanisms. Retractions can sometimes result from honest error correction, but such a low rate suggests that the university's pre-publication review and supervision processes are robust enough to systemically prevent the types of methodological flaws or malpractice that typically lead to retractions. This serves as a powerful indicator of a deeply embedded culture of integrity and scientific rigor.

Rate of Institutional Self-Citation

The university maintains a low-risk Z-score of -0.335 in institutional self-citation, demonstrating significant resilience against a trend where the national average sits at a medium-risk level of 0.045. This contrast suggests that the institution has successfully implemented control mechanisms that mitigate the systemic risks prevalent in its environment. A certain level of self-citation is natural, but the university’s low rate indicates it effectively avoids the creation of 'echo chambers.' This ensures its academic influence is validated by the global scientific community rather than being artificially inflated by internal dynamics, reflecting a healthy integration into international research conversations.

Rate of Output in Discontinued Journals

The institution's Z-score of 0.159 for publications in discontinued journals places it at a medium risk level, representing a moderate deviation from the low-risk national average of -0.024. This finding suggests the university is more sensitive than its national peers to the risk of publishing in questionable venues. This is a critical alert regarding the due diligence applied in selecting dissemination channels. A significant presence in such journals indicates that research output may be channeled through media failing to meet international ethical or quality standards, exposing the institution to severe reputational harm and signaling an urgent need for improved information literacy to prevent the waste of resources on predatory or low-quality practices.

Rate of Hyper-Authored Output

With an exceptionally low Z-score of -1.245, far below the country's low-risk average of -0.721, the institution demonstrates an exemplary standard in authorship practices. This near-absence of risk signals indicates a strong culture of transparency and accountability. While extensive author lists are legitimate in 'Big Science,' the university's profile suggests it effectively curbs practices like author list inflation or 'honorary' authorships in other fields. This commitment to meaningful contribution ensures that individual accountability is maintained, reinforcing the integrity of its collaborative research.

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

The institution's Z-score of -0.339, while in the low-risk category, marks a slight divergence from the very low-risk national benchmark of -0.809. This indicates that the university shows minor signals of dependency on external collaboration for impact, a trait less common across the country. A positive gap can signal a sustainability risk, where prestige is more exogenous than structural. This result invites a strategic reflection on whether the institution's impact metrics are fully driven by its own internal capacity and intellectual leadership, or if there is an over-reliance on partnerships where it does not lead the research agenda.

Rate of Hyperprolific Authors

The university shows strong institutional resilience with a low-risk Z-score of -0.887, contrasting sharply with the medium-risk national average of 0.425. This indicates that its internal control mechanisms are effectively mitigating a systemic risk present in the wider environment. While high productivity can be legitimate, the institution's profile suggests it successfully balances quantity with quality, avoiding the pitfalls of extreme publication volumes. This helps prevent risks such as coercive authorship or the assignment of credit without real participation, thereby protecting the integrity of its scientific record.

Rate of Output in Institutional Journals

The institution's Z-score of -0.268 places it in the very low-risk category, a stronger position than the country's low-risk average of -0.010. This signals a clear commitment to external, independent validation of its research. By minimizing reliance on its own journals, the university avoids potential conflicts of interest and the risk of academic endogamy. This practice ensures that its scientific production competes on a global stage and is not channeled through internal 'fast tracks,' thereby enhancing its international visibility and the credibility of its findings.

Rate of Redundant Output

With a Z-score of -0.682, the institution demonstrates a total absence of risk signals for redundant publications, performing even better than the strong national benchmark of -0.515. This operational silence is a testament to a research culture that values substantive contributions over inflated publication counts. This exemplary record indicates that the university actively discourages 'salami slicing'—the practice of fragmenting a single study into multiple minimal units. By prioritizing significant new knowledge, the institution upholds the integrity of scientific evidence and avoids overburdening the academic review system.