National Chengchi University

Region/Country

Asiatic Region
Taiwan
Universities and research institutions

Overall

-0.328

Integrity Risk

very low

Indicators relating to the period 2020-2024

Indicator University Z-score Average country Z-score
Multi-affiliation
-0.551 1.166
Retracted Output
-0.146 0.051
Institutional Self-Citation
-0.770 -0.204
Discontinued Journals Output
-0.361 -0.165
Hyperauthored Output
-1.144 -0.671
Leadership Impact Gap
-0.263 -0.559
Hyperprolific Authors
-1.413 0.005
Institutional Journal Output
0.527 -0.075
Redundant Output
0.813 -0.176
0 represents the global average
AI-generated summary report

EXECUTIVE SUMMARY AND STRATEGIC VISION

National Chengchi University demonstrates a robust and commendable scientific integrity profile, reflected in an overall risk score of -0.328. The institution's primary strengths lie in its exceptional control over authorship practices, showing very low risk in hyper-prolificacy and hyper-authorship, and its effective insulation from national trends toward retractions and multiple affiliations. This performance aligns with its strong academic standing, particularly in disciplines such as Economics, Econometrics and Finance (ranked 5th in Taiwan) and Psychology (ranked 9th in Taiwan), according to SCImago Institutions Rankings data. However, two areas require strategic attention: a medium-risk level in publishing within institutional journals and in redundant output (salami slicing). These specific vulnerabilities, while moderate, could subtly undermine a mission centered on global excellence and social responsibility by creating perceptions of academic endogamy or prioritizing publication volume over substantive contribution. By addressing these specific points of friction, the university can further solidify its position as a leader in both academic achievement and ethical research conduct, ensuring its reputation for excellence is built on a foundation of unimpeachable integrity.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution presents a Z-score of -0.551, contrasting with the national average of 1.166. This result indicates a high degree of institutional resilience, as the university's control mechanisms appear to successfully mitigate systemic risks observed elsewhere in the country. While multiple affiliations can be a legitimate outcome of collaboration, the university's low rate suggests effective policies are in place to prevent strategic "affiliation shopping" or attempts to artificially inflate institutional credit, a practice that appears to be a more significant trend at the national level. This demonstrates a clear commitment to transparent and accurate representation of institutional contributions.

Rate of Retracted Output

With a Z-score of -0.146 compared to the national average of 0.051, the institution again shows effective filtering of risks prevalent in its environment. This favorable position suggests that its internal quality control and supervision mechanisms are more robust than the national standard. Retractions can sometimes signify responsible error correction, but a lower-than-average rate points toward a strong preventative culture. The university's performance indicates that its pre-publication review processes are likely succeeding in minimizing the systemic failures or lack of methodological rigor that can lead to a higher incidence of retractions, thereby safeguarding its scientific record and reputation.

Rate of Institutional Self-Citation

The institution's Z-score of -0.770 is notably lower than the national average of -0.204, establishing a prudent profile in this area. This indicates that the university manages its citation practices with more rigor than the national standard. A certain level of self-citation is natural, reflecting ongoing research lines, but this institution's particularly low rate demonstrates a healthy reliance on external validation from the global scientific community. This performance effectively mitigates the risk of creating scientific 'echo chambers' and ensures that its academic influence is driven by broad recognition rather than being inflated by internal citation dynamics.

Rate of Output in Discontinued Journals

The institution records a Z-score of -0.361, while the national average is -0.165. This very low-risk signal demonstrates a low-profile consistency, aligning with and even improving upon the national standard for selecting reputable publication venues. This absence of risk suggests that the institution's researchers exercise strong due diligence in their choice of journals. Such careful selection is crucial for avoiding reputational damage and the misallocation of resources associated with 'predatory' or low-quality publishing practices, ensuring that its scientific output appears in credible and enduring channels.

Rate of Hyper-Authored Output

With a Z-score of -1.144 against a national average of -0.671, the institution shows an exemplary absence of risk signals that is consistent with the low-risk national context. This very low score indicates that the university maintains clear and transparent authorship standards, successfully avoiding the risk of author list inflation. This practice ensures that individual accountability is preserved and that authorship accurately reflects significant intellectual contribution, distinguishing its collaborative work from potential 'honorary' or political authorship practices.

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

The institution's Z-score of -0.263, while in the low-risk category, is higher than the national average of -0.559, signaling an incipient vulnerability that warrants review. This gap suggests that the university's overall impact may be slightly more dependent on external collaborations where it does not hold intellectual leadership, compared to its national peers. While leveraging partnerships is a valid strategy, this signal invites a strategic reflection on strengthening internal research capacity. Ensuring that institutional prestige is built upon a solid foundation of endogenous scientific leadership is key to long-term sustainability and academic sovereignty.

Rate of Hyperprolific Authors

The institution exhibits a Z-score of -1.413, a figure that represents a state of preventive isolation from the national trend, where the average score is 0.005. This stark and positive contrast highlights the university's success in not replicating risk dynamics observed in its environment. While high productivity can be legitimate, the institution's very low rate in this indicator suggests a culture that prioritizes quality and meaningful intellectual contribution over sheer volume. This effectively prevents risks such as coercive authorship or the assignment of credit without real participation, safeguarding the integrity of its scientific record.

Rate of Output in Institutional Journals

With a Z-score of 0.527, the institution shows a moderate deviation from the national average of -0.075. This indicates a greater sensitivity to risk factors than its peers, requiring focused attention. While in-house journals can serve local dissemination, this higher-than-average rate raises a warning about potential academic endogamy and conflicts of interest, where the institution acts as both judge and party. This practice risks bypassing rigorous, independent peer review, which could limit the global visibility of its research and create perceptions of using internal channels as 'fast tracks' to inflate publication counts without standard competitive validation.

Rate of Redundant Output

The institution's Z-score of 0.813 marks a moderate deviation from the national average of -0.176. This discrepancy suggests the center is more prone to this risk factor than its environment. A high value in this indicator alerts to the potential practice of 'salami slicing,' where a single coherent study is fragmented into minimal publishable units to artificially inflate productivity metrics. This practice not only overburdens the peer-review system but also distorts the scientific evidence available to the community. It is advisable to review institutional incentives to ensure they promote the publication of significant, consolidated knowledge rather than fragmented outputs.

This report was automatically generated using Google Gemini to provide a brief analysis of the university scores.
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