| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.146 | -0.062 |
|
Retracted Output
|
1.131 | -0.050 |
|
Institutional Self-Citation
|
-0.344 | 0.045 |
|
Discontinued Journals Output
|
0.334 | -0.024 |
|
Hyperauthored Output
|
-1.220 | -0.721 |
|
Leadership Impact Gap
|
-0.555 | -0.809 |
|
Hyperprolific Authors
|
-1.172 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.649 | -0.515 |
North China University of Water Conservancy and Electric Power presents a scientific integrity profile marked by a commendable overall score (0.109) and significant strengths in operational ethics, yet faces critical, isolated challenges that require immediate strategic intervention. The institution demonstrates exceptional control over authorship and publication practices, with very low risk signals in hyper-prolificacy, hyper-authorship, redundant output, and use of institutional journals, often outperforming national averages. These strengths suggest a robust internal culture focused on quality and accountability. However, this positive landscape is contrasted by a significant alert in the rate of retracted publications and a medium-level risk concerning output in discontinued journals, which pose a direct threat to its academic reputation. According to SCImago Institutions Rankings data, the university's strongest research contributions are in Earth and Planetary Sciences, Environmental Science, Arts and Humanities, and Social Sciences. The identified integrity risks, if left unaddressed, could undermine the credibility of these key areas and conflict with the universal academic mission of pursuing excellence and social responsibility through rigorous and transparent research. A focused effort to strengthen pre-publication quality control and educate researchers on selecting reputable publication venues will be crucial to align its practices fully with its demonstrated research capabilities.
The institution exhibits a Z-score of -0.146, which is more favorable than the national average of -0.062. This indicates a prudent and well-managed approach to academic collaborations. The data suggests that the university's processes are more rigorous than the national standard in ensuring that affiliations are legitimate and transparent. While multiple affiliations can be a natural outcome of researcher mobility and partnerships, the institution's low rate demonstrates a strong control mechanism that effectively prevents strategic "affiliation shopping" or other practices aimed at artificially inflating institutional credit, thereby safeguarding its academic identity.
With a Z-score of 1.131, the institution shows a significant risk level that is in severe discrepancy with the low-risk national average (-0.050). This atypical activity warrants a deep integrity assessment. Retractions are complex events, but a rate this far above the norm suggests that quality control mechanisms prior to publication may be failing systemically. This high Z-score is a critical alert to a potential vulnerability in the institution's integrity culture, indicating possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to protect its scientific reputation.
The institution's Z-score of -0.344 is notably lower than the national average of 0.045, which falls into a medium-risk category. This demonstrates strong institutional resilience, as internal control mechanisms appear to successfully mitigate the systemic risks of academic insularity observed elsewhere in the country. A certain level of self-citation is natural, reflecting the continuity of research lines. However, by maintaining a low rate, the university avoids the 'echo chambers' that can lead to endogamous impact inflation, ensuring its academic influence is validated by the global community rather than being oversized by internal dynamics.
The institution's Z-score of 0.334 represents a moderate deviation from the national average of -0.024, indicating a greater sensitivity to this risk factor than its peers. This finding constitutes a critical alert regarding due diligence in selecting dissemination channels. A Z-score in the medium-risk range indicates that a portion of its scientific production is being channeled through media that may not meet international ethical or quality standards. This practice exposes the institution to severe reputational risks and suggests an urgent need for enhanced information literacy and guidance for researchers to avoid wasting resources on 'predatory' or low-quality publication venues.
With a Z-score of -1.220, the institution maintains a very low-risk profile, which is even stronger than the country's already low-risk average of -0.721. This demonstrates a low-profile consistency where the absence of risk signals aligns with, and improves upon, the national standard. This score suggests that the institution effectively distinguishes between necessary massive collaboration and practices like 'honorary' or political authorship. By avoiding the inflation of author lists, the university promotes a culture of clear individual accountability and transparency in its research contributions.
The institution registers a Z-score of -0.555, while the national average stands at a more pronounced -0.809. This reflects a slight divergence, where the institution shows signals of a minor risk activity that is largely absent in the rest of the country. A negative score in this indicator is positive, signifying that the impact of research led by the institution is higher than its overall average impact. However, the institution's score, while good, is less favorable than the national trend, suggesting a slightly higher reliance on external partners for impact compared to its peers. This invites reflection on strategies to further strengthen internal capacity and ensure that its scientific prestige is increasingly structural and endogenous.
The institution's Z-score of -1.172 is in the very low-risk category, starkly contrasting with the medium-risk national average of 0.425. This pattern suggests a form of preventive isolation, where the center does not replicate the risk dynamics observed in its environment. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and point to imbalances between quantity and quality. The university's very low score is a strong positive signal, indicating a culture that prioritizes the integrity of the scientific record over raw metrics and effectively discourages practices like coercive authorship or authorship assignment without real participation.
With a Z-score of -0.268, the institution demonstrates a very low-risk profile, surpassing the low-risk national average of -0.010. This low-profile consistency shows an absence of risk signals that aligns well with the national standard. By minimizing its dependence on in-house journals, the university avoids potential conflicts of interest and the risk of academic endogamy where production might bypass independent external peer review. This practice enhances the global visibility and competitive validation of its research, reinforcing a commitment to international standards of scholarly communication.
The institution's Z-score of -0.649 indicates a near-total operational silence on this risk indicator, performing even better than the already very low national average of -0.515. This absence of risk signals, even below the national baseline, points to exemplary research practices. A low rate of redundant output, or 'salami slicing,' demonstrates that the institution's researchers prioritize the publication of significant, coherent studies over the artificial inflation of productivity by fragmenting data into minimal publishable units. This commitment to substance over volume strengthens the scientific evidence base and reflects a high degree of ethical integrity.