| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.022 | -0.514 |
|
Retracted Output
|
-0.118 | -0.126 |
|
Institutional Self-Citation
|
-1.110 | -0.566 |
|
Discontinued Journals Output
|
-0.440 | -0.415 |
|
Hyperauthored Output
|
-0.226 | 0.594 |
|
Leadership Impact Gap
|
1.112 | 0.284 |
|
Hyperprolific Authors
|
-1.413 | -0.275 |
|
Institutional Journal Output
|
-0.268 | -0.220 |
|
Redundant Output
|
-1.186 | 0.027 |
Northeastern Illinois University demonstrates a robust and commendable scientific integrity profile, reflected in an overall risk score of -0.464. The institution exhibits exceptional strength across multiple indicators, with very low risk levels in areas such as institutional self-citation, redundant output, and publication in discontinued journals. This performance indicates a strong culture of ethical research and responsible publication practices. The primary area for strategic attention is the medium-risk gap observed between the impact of its total output and that of the output where it holds leadership, suggesting a potential dependency on external collaborations for impact. According to SCImago Institutions Rankings data, the university's key thematic strengths lie in Business, Management and Accounting; Economics, Econometrics and Finance; Psychology; and Social Sciences. The institution's strong integrity framework aligns directly with its mission to provide an "exceptional environment for learning, teaching, and scholarship." However, the identified impact gap warrants a strategic review to ensure that the goal of preparing students for "leadership" is supported by a strong foundation of internal research leadership. By focusing on bolstering its own intellectual leadership, the university can fully leverage its collaborative successes and solidify its position as a beacon of academic excellence and integrity.
The institution presents a Z-score of -1.022, which is significantly lower than the national average of -0.514. This result indicates a very low-risk profile that is even more conservative than the national standard. The data suggests that the university's affiliation practices are well-governed and transparent, showing no signals of strategic attempts to inflate institutional credit or engage in “affiliation shopping.” This low-profile consistency reinforces the legitimacy of its collaborative network and aligns with an environment of high scientific integrity.
With a Z-score of -0.118, the institution's rate of retracted output is statistically aligned with the national average of -0.126. This demonstrates a level of risk that is normal and expected for its context. The data suggests that the university's post-publication quality control and error correction mechanisms are functioning effectively and in sync with national standards. While retractions are complex events, this alignment indicates that there are no systemic failures in pre-publication quality control, and the institution manages the scientific record with appropriate diligence.
The institution's Z-score for self-citation is -1.110, marking a very low-risk profile that is substantially healthier than the country's average of -0.566. This excellent result signals a strong integration into the global scientific community and a high degree of external validation. A certain level of self-citation is natural, but the university's extremely low rate effectively dismisses any concerns about scientific isolation or 'echo chambers.' This performance confirms that the institution's academic influence is driven by broad recognition rather than being inflated by internal dynamics.
The university achieves a Z-score of -0.440, indicating a complete absence of risk signals and performing even better than the already very low national average of -0.415. This operational silence in a critical risk area demonstrates exceptional due diligence in the selection of publication channels. By avoiding journals that fail to meet international ethical or quality standards, the institution effectively protects its reputation and ensures its research resources are not wasted on 'predatory' or low-quality practices, reflecting a strong commitment to information literacy and research integrity.
With a Z-score of -0.226, the institution maintains a low-risk profile in a context where the national average is at a medium-risk level (0.594). This demonstrates notable institutional resilience, suggesting that internal governance and authorship policies are acting as an effective filter against a broader systemic trend. The university successfully mitigates the risk of author list inflation, ensuring that authorship reflects genuine contribution and accountability. This control helps distinguish its legitimate large-scale collaborations from potential 'honorary' or political authorship practices seen elsewhere.
The institution shows a Z-score of 1.112, which, while in the same medium-risk category as the national average (0.284), is significantly higher. This indicates a high exposure to dependency risks, as the institution is more prone than its national peers to rely on external partners for impact. A wide positive gap suggests that its scientific prestige may be largely exogenous and not fully reflective of its own structural capacity. This finding invites a strategic reflection on whether its excellence metrics stem from genuine internal capabilities or from a positioning in collaborations where the institution does not exercise primary intellectual leadership, posing a potential risk to long-term sustainability.
The institution's Z-score of -1.413 is exceptionally low, far below the national average of -0.275. This near-total absence of hyperprolific authors is a strong positive signal, aligning with a culture that prioritizes quality over sheer quantity. This performance indicates that the university is effectively avoiding the risks associated with extreme publication volumes, such as coercive authorship or the assignment of credit without real participation. It underscores a healthy research environment where the integrity of the scientific record is valued over the inflation of productivity metrics.
With a Z-score of -0.268, the institution demonstrates a complete absence of risk in this area, performing even better than the very low national average of -0.220. This total operational silence indicates a firm commitment to independent, external peer review for its scientific output. By not relying on in-house journals, the university avoids potential conflicts of interest and the risk of academic endogamy. This practice enhances the global visibility and credibility of its research, confirming that its publications undergo standard competitive validation rather than using internal 'fast tracks'.
The institution exhibits a Z-score of -1.186, a very low-risk value that contrasts sharply with the medium-risk level observed nationally (0.027). This demonstrates a clear preventive isolation from a problematic national trend. The university's performance suggests a strong institutional culture that discourages the practice of dividing studies into minimal publishable units to artificially inflate productivity. By avoiding 'salami slicing,' the institution upholds the integrity of the scientific evidence it produces and contributes meaningfully to cumulative knowledge rather than over-burdening the review system.
