Lincoln University, Lincoln

Region/Country

Pacific Region
New Zealand
Universities and research institutions

Overall

-0.379

Integrity Risk

very low

Indicators relating to the period 2020-2024

Indicator University Z-score Average country Z-score
Multi-affiliation
0.072 0.010
Retracted Output
-0.221 -0.208
Institutional Self-Citation
-0.219 -0.209
Discontinued Journals Output
-0.439 -0.456
Hyperauthored Output
-0.688 -0.062
Leadership Impact Gap
-0.314 0.315
Hyperprolific Authors
-0.846 -0.603
Institutional Journal Output
-0.268 -0.189
Redundant Output
-1.186 -0.345
0 represents the global average
AI-generated summary report

EXECUTIVE SUMMARY AND STRATEGIC VISION

Lincoln University demonstrates an exceptionally strong scientific integrity profile, with an overall risk score of -0.379 indicating performance well above the global average. The institution's primary strengths lie in its robust control over publication channels and research practices, reflected by very low risk signals in output in discontinued journals, institutional journals, and redundant publications. This foundation of integrity is further supported by a prudent management of authorship, showing lower-than-average national rates for hyper-authorship and hyper-prolificacy. The only area requiring strategic attention is the Rate of Multiple Affiliations, which, while common nationally, is more pronounced at the institution. This outstanding integrity profile provides the ideal conditions for authentic growth, directly aligning with the University's mission, "Things GROW when the conditions are right." According to SCImago Institutions Rankings data, this commitment to quality underpins the University's national leadership in key areas, including its Top 3 position in Veterinary, Top 5 in Agricultural and Biological Sciences, and Top 10 rankings in Environmental Science and Economics, Econometrics and Finance. To fully align with its mission, the University should continue to cultivate these "right conditions" by maintaining its excellent standards while reviewing affiliation policies to ensure all growth is sustainable and transparent.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution's Z-score of 0.072 is notably higher than the national average of 0.010. This suggests that the University is more exposed to the dynamics that can lead to this type of risk signal compared to its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this elevated rate warrants a closer look. It could signal strategic attempts to inflate institutional credit or “affiliation shopping,” which, if unmanaged, could create a perception of growth that is not entirely organic. A review of affiliation policies is recommended to ensure they reflect genuine collaboration.

Rate of Retracted Output

With a Z-score of -0.221, the institution's rate of retracted output is statistically normal and aligns closely with the national average of -0.208. This indicates that the University's performance is consistent with its context, showing no unusual signals of systemic failure in its pre-publication quality control mechanisms. Retractions are complex events, and this normal rate suggests that when they occur, they are likely part of the standard scientific self-correction process rather than an indicator of recurring malpractice or a compromised integrity culture.

Rate of Institutional Self-Citation

The institution's Z-score for self-citation is -0.219, which is in close alignment with the national average of -0.209. This demonstrates a level of risk that is statistically normal for its environment. A certain degree of self-citation is natural and reflects the continuity of established research lines. The University's score indicates a healthy balance, suggesting that its academic influence is not oversized by internal dynamics and that its work is validated through sufficient external scrutiny, avoiding the creation of scientific 'echo chambers'.

Rate of Output in Discontinued Journals

The institution's Z-score of -0.439 is in near-perfect synchrony with the national average of -0.456, both reflecting a very low-risk environment. This total alignment demonstrates a shared commitment to maximum scientific security in selecting publication venues. This score confirms that the institution exercises excellent due diligence, effectively avoiding channels that do not meet international ethical or quality standards. This protects the University from reputational risks and ensures research resources are not wasted on 'predatory' or low-quality practices.

Rate of Hyper-Authored Output

With a Z-score of -0.688, significantly lower than the national average of -0.062, the institution demonstrates a prudent and rigorous approach to authorship. This profile indicates that the University manages its processes with more rigor than the national standard, successfully avoiding the trend of author list inflation that can dilute individual accountability. In fields outside of 'Big Science,' a low rate like this confirms that authorship is likely tied to meaningful contribution, reinforcing transparency and aligning with best practices for research integrity.

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

The institution shows remarkable resilience with a Z-score of -0.314, contrasting sharply with the national average of 0.315, which indicates a systemic risk. This suggests that the University's control mechanisms effectively mitigate the country's tendency toward impact dependency. A negative score signifies a healthy balance where the impact of research led by the institution is strong and not overly reliant on external partners. This demonstrates that the University's excellence metrics are rooted in real internal capacity and intellectual leadership, ensuring a sustainable and autonomous research ecosystem.

Rate of Hyperprolific Authors

The institution displays a prudent profile with a Z-score of -0.846, which is considerably lower than the national average of -0.603. This indicates that the University manages its publication processes with greater rigor than the national standard. While high productivity can be legitimate, extreme volumes can challenge the limits of meaningful intellectual contribution. This low score suggests the institution effectively fosters a research environment that prioritizes quality over quantity, mitigating risks such as coercive authorship or the assignment of credit without real participation.

Rate of Output in Institutional Journals

With a Z-score of -0.268, the institution shows a complete absence of risk signals in this area, performing even better than the already low national average of -0.189. This operational silence indicates a strong commitment to external validation and global visibility. By avoiding dependence on in-house journals, the University eliminates potential conflicts of interest and ensures its scientific production undergoes independent, competitive peer review, thereby strengthening the credibility and reach of its research.

Rate of Redundant Output

The institution's Z-score of -1.186 signifies a very low risk of redundant output, a performance that aligns with the low-risk national standard (Z-score of -0.345). This absence of risk signals demonstrates a consistent and healthy publication practice. It indicates that researchers are not engaging in 'salami slicing'—the practice of dividing a coherent study into minimal units to artificially inflate productivity. This commitment to publishing significant, new knowledge strengthens the scientific record and reflects an efficient use of research and review resources.

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