Texas A&M University-Commerce

EXECUTIVE SUMMARY AND STRATEGIC VISION

Texas A&M University-Commerce demonstrates an exceptionally strong scientific integrity profile, reflected in an overall risk score of -0.491. This performance indicates a robust culture of ethical research practices, with all nine indicators registering in the 'very low' or 'low' risk categories. The institution's primary strengths lie in its remarkable resilience against adverse national trends, particularly in its very low rates of Redundant Output and its effective management of Hyper-Authored Output and the Impact Gap, where it significantly outperforms the country average. This solid foundation of integrity directly supports the university's leading research areas, as identified by SCImago Institutions Rankings data, including Social Sciences; Business, Management and Accounting; Economics, Econometrics and Finance; Arts and Humanities; and Psychology. The institution's commitment to sound scientific practice is intrinsically linked to its mission to "Transform Lives." By ensuring the reliability and ethical production of knowledge, the university guarantees that its impact on students and society is built on a bedrock of trust and excellence, safeguarding its mission from the reputational and operational threats posed by poor scientific conduct. We recommend leveraging this outstanding integrity profile as a strategic asset to further enhance its reputation and attract high-caliber talent committed to responsible research.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution exhibits a Z-score of -1.152, which is significantly lower than the national average of -0.514. This result demonstrates a clear alignment with national standards, showing no evidence of the risk signals that can sometimes appear in this area. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the institution’s very low rate indicates that its crediting practices are transparent and free from any strategic attempts to inflate institutional visibility through "affiliation shopping," reinforcing a culture of straightforward and honest academic attribution.

Rate of Retracted Output

With a Z-score of -0.221, the institution maintains a risk profile that is more prudent than the national average of -0.126. This suggests that its internal processes are managed with a higher degree of rigor than the national standard. Retractions can be complex events, but a rate lower than its peers indicates that the institution's quality control mechanisms prior to publication are functioning effectively. This prudent profile reinforces the integrity of its research culture, suggesting that potential methodological flaws or errors are successfully identified and corrected before they can escalate, thereby protecting the scientific record.

Rate of Institutional Self-Citation

The institution’s Z-score of -0.585 is statistically aligned with the national average of -0.566, indicating a level of risk that is normal and expected for its context. This synchrony suggests that the institution's citation patterns are healthy and reflect the natural continuity of established research lines. There is no evidence of disproportionately high rates that would signal concerning scientific isolation or 'echo chambers.' The data confirms that the institution's academic influence is validated by the broader scientific community, not oversized by endogamous internal dynamics.

Rate of Output in Discontinued Journals

The institution presents a Z-score of -0.221, which, while low, marks a slight divergence from the very low-risk national average of -0.415. This indicates the presence of minor risk signals that are not as prevalent in the rest of the country. A high proportion of output in such journals can constitute a critical alert regarding due diligence in selecting dissemination channels. Although the current level is not alarming, this divergence suggests an opportunity to reinforce information literacy among researchers to ensure they consistently choose high-quality, reputable journals and avoid any reputational risk associated with predatory or substandard publishing practices.

Rate of Hyper-Authored Output

With a Z-score of -0.647, the institution demonstrates remarkable resilience, maintaining a low-risk profile in stark contrast to the medium-risk national average of 0.594. This indicates that its internal control mechanisms are effectively mitigating a systemic risk present in its environment. While extensive author lists are legitimate in some 'Big Science' fields, a low score outside these contexts is a strong positive signal. It shows the institution successfully promotes a culture of meaningful contribution, avoiding author list inflation and ensuring that individual accountability and transparency in authorship are upheld.

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

The institution’s Z-score of -0.709 is firmly in the low-risk category, showcasing institutional resilience against the medium-risk national trend (Z-score of 0.284). This result suggests that the institution's scientific prestige is structurally sound and not dependent on external partners for impact. A low gap indicates that the excellence metrics are a result of genuine internal capacity and intellectual leadership. This performance acts as a filter against a national dynamic where prestige can be exogenous, confirming that the institution builds and sustains its own research excellence.

Rate of Hyperprolific Authors

The institution's Z-score of -1.052 is in the 'very low' risk category, far below the already low national average of -0.275. This near-total absence of risk signals is consistent with a healthy research environment that prioritizes quality over sheer volume. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to issues like coercive authorship. The institution's excellent result in this area indicates a well-balanced academic culture where productivity is not pursued at the expense of scientific integrity.

Rate of Output in Institutional Journals

With a Z-score of -0.268, the institution demonstrates a complete absence of risk signals, performing even better than the very low-risk national average of -0.220. This "total operational silence" indicates a strong commitment to external validation and global visibility. By avoiding reliance on in-house journals, the institution effectively eliminates any potential conflicts of interest where it might act as both judge and party. This practice ensures that its scientific production consistently undergoes independent, external peer review, reinforcing the credibility and international standing of its research.

Rate of Redundant Output (Salami Slicing)

The institution achieves a Z-score of -0.721, placing it in the 'very low' risk category and demonstrating a state of preventive isolation from the medium-risk national environment (Z-score of 0.027). This outstanding result shows that the institution does not replicate the risk dynamics observed across the country. A high rate of redundant output typically indicates data fragmentation to artificially inflate productivity. The institution's very low score is a powerful indicator of a research culture that values the generation of significant new knowledge over the distortion of the scientific record for metric-based gains.