Heilongjiang University of Science and Technology

Region/Country

Asiatic Region
China
Universities and research institutions

Overall

-0.208

Integrity Risk

low

Indicators relating to the period 2020-2024

Indicator University Z-score Average country Z-score
Multi-affiliation
1.129 -0.062
Retracted Output
-0.512 -0.050
Institutional Self-Citation
-0.941 0.045
Discontinued Journals Output
0.615 -0.024
Hyperauthored Output
-1.307 -0.721
Leadership Impact Gap
0.502 -0.809
Hyperprolific Authors
-1.413 0.425
Institutional Journal Output
-0.268 -0.010
Redundant Output
-0.704 -0.515
0 represents the global average
AI-generated summary report

EXECUTIVE SUMMARY AND STRATEGIC VISION

Heilongjiang University of Science and Technology presents a robust scientific integrity profile, with an overall score of -0.208 that reflects a solid foundation but also highlights specific areas for strategic improvement. The institution demonstrates exceptional strength in maintaining very low-risk levels across a majority of indicators, including Retracted Output, Institutional Self-Citation, Hyper-Authored Output, Hyperprolific Authors, and Redundant Output. These results indicate a strong culture of quality control and ethical authorship. However, this positive performance is contrasted by medium-risk alerts in three key areas: the Rate of Multiple Affiliations, the Rate of Output in Discontinued Journals, and a notable Gap between its total research impact and the impact of work where it holds leadership. According to SCImago Institutions Rankings data, the university's strongest thematic areas nationally are Earth and Planetary Sciences, Physics and Astronomy, Mathematics, and Engineering. While a specific mission statement was not available, these identified risks—particularly the reliance on external partners for impact and publishing in low-quality journals—could challenge any institutional goal centered on achieving genuine academic excellence and sustainable, self-driven innovation. By proactively addressing these vulnerabilities, the university can fully align its operational practices with its demonstrated thematic strengths, ensuring its reputation is built on a foundation of both high-impact and high-integrity research.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution presents a Z-score of 1.129, a value that indicates a moderate deviation from the national average of -0.062. This suggests that the university shows a greater sensitivity to risk factors related to affiliation practices than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this elevated rate serves as a signal for review. It points to a potential vulnerability where affiliations might be used strategically to inflate institutional credit or engage in “affiliation shopping,” a practice that could distort the university's perceived collaborative footprint. Monitoring this trend is advisable to ensure all affiliations reflect substantive and transparent research partnerships.

Rate of Retracted Output

With a Z-score of -0.512, the institution demonstrates an exceptionally low rate of retracted publications, a figure that is consistent with and even improves upon the low-risk national standard (-0.050). This absence of risk signals indicates that the university's quality control and supervision mechanisms prior to publication are robust and effective. Such a low rate suggests that, far from facing systemic issues, the institution fosters a culture of methodological rigor and integrity, successfully preventing the types of errors or malpractice that typically lead to retractions and thereby safeguarding its scientific reputation.

Rate of Institutional Self-Citation

The institution's Z-score of -0.941 is a clear indicator of preventive isolation from a national trend, as it stands in stark contrast to the country's medium-risk average of 0.045. This result is highly positive, showing the university does not replicate the risk dynamics of academic endogamy observed elsewhere. A certain level of self-citation is natural, but the institution's very low rate demonstrates that its research is validated by the broader scientific community, not within an internal 'echo chamber.' This signifies that the institution's academic influence is built on global recognition rather than being inflated by internal citation dynamics.

Rate of Output in Discontinued Journals

The university's Z-score of 0.615 in this indicator represents a moderate deviation from the national average of -0.024, suggesting a greater institutional sensitivity to this particular risk. This score is a critical alert regarding the due diligence applied in selecting dissemination channels. It indicates that a portion of the university's 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 to enhance information literacy among researchers to avoid channeling valuable resources and research into 'predatory' or low-quality publications.

Rate of Hyper-Authored Output

With a Z-score of -1.307, the institution shows a near-total absence of risk signals related to hyper-authorship, a performance that aligns perfectly with the low-risk national environment (-0.721). This low-profile consistency suggests that authorship practices at the university are transparent and well-regulated. The data indicates a healthy research culture where author lists are not artificially inflated, thereby preserving individual accountability and ensuring that credit is assigned appropriately, which is a cornerstone of responsible research conduct.

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

The institution exhibits a Z-score of 0.502, a medium-risk level that constitutes a monitoring alert as it is highly unusual for the national standard, where the average is a very low-risk -0.809. This wide positive gap signals a potential sustainability risk, suggesting that the institution's scientific prestige may be dependent and exogenous, not structural. It implies that while the university participates in high-impact research, its own intellectual leadership in these collaborations is limited. This invites a strategic reflection on whether its excellence metrics result from genuine internal capacity or from a positioning in partnerships where it does not drive the scientific agenda.

Rate of Hyperprolific Authors

The institution's Z-score of -1.413 demonstrates a case of preventive isolation, as it successfully avoids the medium-risk dynamics observed at the national level (0.425). This very low score indicates that the university does not replicate the national trend of extreme individual publication volumes. It points to a healthy institutional balance between quantity and quality, steering clear of risks such as coercive authorship or the assignment of credit without meaningful intellectual contribution. This commitment ensures that productivity metrics do not compromise the integrity of the scientific record.

Rate of Output in Institutional Journals

With a Z-score of -0.268, the institution's rate of publication in its own journals is very low and aligns with the low-risk national standard (-0.010). This low-profile consistency is a positive sign, indicating that the university is not overly dependent on its in-house journals for dissemination. By prioritizing external channels, the institution avoids potential conflicts of interest and academic endogamy, ensuring its research undergoes independent peer review. This approach enhances the global visibility and competitive validation of its scientific output, reinforcing its commitment to international standards.

Rate of Redundant Output

The institution's Z-score of -0.704 signifies a state of total operational silence regarding redundant publications, performing even better than the country's already very low-risk average of -0.515. This absence of risk signals, even below the national baseline, is a strong indicator of high scientific integrity. It suggests that researchers are focused on producing coherent, significant studies rather than artificially inflating productivity by dividing a single body of work into minimal publishable units. This practice upholds the quality of scientific evidence and demonstrates a commitment to meaningful contribution over mere volume.

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