Appalachian State University

EXECUTIVE SUMMARY AND STRATEGIC VISION

Appalachian State University demonstrates a robust scientific integrity profile, reflected in an overall risk score of -0.442, which indicates a performance significantly stronger than the global average. The institution exhibits exceptional control over potential research malpractice, with eight of the nine indicators registering at very low or low risk levels. Key strengths are evident in the extremely low rates of hyperprolific authorship, institutional self-citation, and multiple affiliations, signaling a culture that prioritizes quality, external validation, and transparent collaboration. This solid foundation in research integrity supports the university's strong academic standing, particularly in its leading thematic areas as identified by SCImago Institutions Rankings data, including Economics, Econometrics and Finance; Business, Management and Accounting; and Arts and Humanities. However, a moderate risk signal in the Rate of Redundant Output suggests a potential misalignment with the institutional mission to "think critically" and create knowledge with "passion and determination." This practice, if unaddressed, could subtly undermine the commitment to impactful scholarship. By focusing on this single area for improvement, the university can further solidify its reputation for excellence and fully align its research practices with its core mission of fostering a sustainable and responsible academic community.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

With a Z-score of -0.872, well below the national average of -0.514, Appalachian State University shows a very low incidence of multiple affiliations. This result indicates a healthy and transparent approach to institutional collaboration. The absence of risk signals in this area aligns with the national standard, confirming that the university's collaborative patterns are organic and not driven by strategic attempts to inflate institutional credit or "affiliation shopping." This demonstrates a clear and straightforward representation of its research partnerships.

Rate of Retracted Output

The institution's Z-score for retracted output is -0.146, which is statistically normal and closely aligned with the United States average of -0.126. This low and expected risk level suggests that the university's pre-publication quality control and post-publication supervision mechanisms are functioning effectively. While retractions can sometimes signal honest error correction, the institution's rate does not indicate any systemic failure in its integrity culture or methodological rigor, reflecting a standard and responsible handling of the scientific record consistent with its national context.

Rate of Institutional Self-Citation

Appalachian State University exhibits an exceptionally low rate of institutional self-citation, with a Z-score of -0.948 compared to the national average of -0.566. This demonstrates a strong outward-looking research culture that avoids the risks of scientific isolation or "echo chambers." The institution's work is clearly validated by the broader global community rather than through internal dynamics, indicating that its academic influence is earned through external scrutiny and recognition, a hallmark of a well-integrated and impactful research program.

Rate of Output in Discontinued Journals

The university's Z-score of -0.371 for output in discontinued journals is very low, though slightly higher than the national average of -0.415. This minimal signal represents only residual noise in an otherwise secure environment. While the overall risk is negligible, it suggests that the institution is the first to show any activity in this area compared to the national baseline. This serves as a reminder for the need for continued vigilance and information literacy to ensure researchers consistently select high-quality, reputable dissemination channels and avoid any potential reputational risk associated with low-quality publishing practices.

Rate of Hyper-Authored Output

The institution demonstrates significant resilience against the national trend of authorship inflation, with a low Z-score of -0.746 in contrast to the country's moderate-risk score of 0.594. This suggests that the university's internal governance and control mechanisms are effectively mitigating a systemic risk prevalent in its environment. By maintaining low rates of hyper-authorship, the institution successfully preserves individual accountability and transparency in its publications, clearly distinguishing its legitimate collaborative work from the "honorary" or political authorship practices that can dilute scholarly integrity.

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

With a low-risk Z-score of -0.656, Appalachian State University effectively counters the moderate national trend (Z-score of 0.284) of dependency on external partners for impact. This result signals institutional resilience and a strong foundation of internal scientific capacity. The university's scientific prestige appears to be structural and endogenous, built upon research where it exercises intellectual leadership. This reflects a sustainable model of excellence, where impact metrics are a direct result of the institution's own scholarly contributions rather than a secondary benefit from collaborations led by others.

Rate of Hyperprolific Authors

The university presents an outstandingly low Z-score of -1.146 for hyperprolific authors, far below the national average of -0.275. This absence of risk signals aligns perfectly with best practices in research integrity. It indicates a healthy academic environment where the balance between quantity and quality is maintained, and there is no evidence of dynamics such as coercive authorship or the assignment of credit without meaningful intellectual contribution. This strong performance underscores a culture that values the integrity of the scientific record over the simple inflation of publication metrics.

Rate of Output in Institutional Journals

Appalachian State University's Z-score of -0.229 for output in its own journals demonstrates perfect integrity synchrony with the national environment (Z-score of -0.220). This total alignment reflects a shared commitment to using external and independent peer review as the primary mechanism for validating research. By avoiding excessive dependence on in-house journals, the institution successfully mitigates potential conflicts of interest and the risk of academic endogamy, ensuring its scientific production achieves global visibility through standard competitive validation channels.

Rate of Redundant Output

The university shows a moderate risk for redundant output, with a Z-score of 0.361, indicating a higher exposure to this issue compared to the national average of 0.027. This is an area that warrants attention, as a high rate of bibliographic overlap between publications can signal "salami slicing"—the practice of fragmenting a single study into multiple minimal units to artificially inflate productivity. This dynamic not only overburdens the peer-review system but also distorts the scientific evidence by prioritizing publication volume over the generation of significant new knowledge. A review of institutional incentives may be necessary to ensure they promote comprehensive and impactful research.